{
    "status": "success",
    "total": 802,
    "questions": [
        {
            "id": "q_1",
            "question": "What was the main purpose of British rule in India regarding the economy?",
            "optionA": "Development of Indian industry",
            "optionB": "Source of cheap raw materials and market for British goods",
            "optionC": "Achieving self-sufficiency",
            "optionD": "Promoting social welfare",
            "correctOption": "B",
            "explanation": "The British used India as a supplier of raw materials for their own industries."
        },
        {
            "id": "q_2",
            "question": "On the eve of independence, what percentage of the labour force was engaged in agriculture?",
            "optionA": "50 percent",
            "optionB": "72 per cent",
            "optionC": "11 per cent",
            "optionD": "25 per cent",
            "correctOption": "B",
            "explanation": "Agriculture was the most dominant sector, employing nearly three-fourths of the workforce."
        },
        {
            "id": "q_3",
            "question": "What was the contribution of agriculture to the national income at independence?",
            "optionA": "Less than 10 percent",
            "optionB": "Exactly 25 percent",
            "optionC": "More than 50 per cent",
            "optionD": "100 percent",
            "correctOption": "C",
            "explanation": "Agriculture contributed over half of the total national income."
        },
        {
            "id": "q_4",
            "question": "Food crops accounted for what percentage of the total cultivated area at independence?",
            "optionA": "20 per cent",
            "optionB": "50 per cent",
            "optionC": "80 per cent",
            "optionD": "95 per cent",
            "correctOption": "C",
            "explanation": "Most of the land was used for food grains to feed the large population."
        },
        {
            "id": "q_5",
            "question": "What was the percentage of the workforce employed in the industrial sector at independence?",
            "optionA": "72 per cent",
            "optionB": "11 per cent",
            "optionC": "50 per cent",
            "optionD": "5 per cent",
            "correctOption": "B",
            "explanation": "Industrial development was very insufficient and lop-sided."
        },
        {
            "id": "q_6",
            "question": "The per capita income of India in 1950-51 was estimated at?",
            "optionA": "Rs. 100",
            "optionB": "Rs. 238",
            "optionC": "Rs. 500",
            "optionD": "Rs. 1000",
            "correctOption": "B",
            "explanation": "This indicates the underdeveloped state of the economy at that time."
        },
        {
            "id": "q_7",
            "question": "What was the average literacy rate in India at the time of independence?",
            "optionA": "50 per cent",
            "optionB": "17 per cent",
            "optionC": "5 per cent",
            "optionD": "74 per cent",
            "correctOption": "B",
            "explanation": "Literacy was extremely low, especially among women and in rural areas."
        },
        {
            "id": "q_8",
            "question": "The birth rate during 1931-41 was recorded as?",
            "optionA": "20.2",
            "optionB": "31",
            "optionC": "45.2",
            "optionD": "10.5",
            "correctOption": "C",
            "explanation": "High birth and death rates were characteristic of the colonial period."
        },
        {
            "id": "q_9",
            "question": "On the eve of independence, India was predominantly a country of?",
            "optionA": "Cities",
            "optionB": "Factories",
            "optionC": "Villages",
            "optionD": "Mines",
            "correctOption": "B",
            "explanation": "About 85.8 per cent of the population lived in rural areas."
        },
        {
            "id": "q_10",
            "question": "The Indian economy at the time of independence is described as?",
            "optionA": "Fully developed",
            "optionB": "Semi-feudal",
            "optionC": "Purely capitalist",
            "optionD": "Socialist",
            "correctOption": "B",
            "explanation": "It had elements of both feudalism in agriculture and growing capitalism in industry."
        },
        {
            "id": "q_11",
            "question": "India's Per Capita Income in 2014-15 was estimated at how many US dollars?",
            "optionA": "$ 500",
            "optionB": "$ 1581.5",
            "optionC": "$ 54629",
            "optionD": "$ 10000",
            "correctOption": "B",
            "explanation": "Though rising, it remains much lower than developed nations."
        },
        {
            "id": "q_12",
            "question": "According to the HDI Report (2014), India's rank was?",
            "optionA": "1",
            "optionB": "50",
            "optionC": "135",
            "optionD": "187",
            "correctOption": "C",
            "explanation": "India was ranked 135 among 187 countries in Human Development."
        },
        {
            "id": "q_13",
            "question": "Which state in India has the highest literacy rate according to the text?",
            "optionA": "Bihar",
            "optionB": "Odisha",
            "optionC": "Kerala",
            "optionD": "Punjab",
            "correctOption": "C",
            "explanation": "Kerala continues to lead the country in literacy."
        },
        {
            "id": "q_14",
            "question": "In 2011, the infant mortality rate (IMR) in India was?",
            "optionA": "129",
            "optionB": "110",
            "optionC": "52",
            "optionD": "6",
            "correctOption": "C",
            "explanation": "IMR has declined but remains high compared to developed countries."
        },
        {
            "id": "q_15",
            "question": "The \"Year of Great Divide\" in India's demographic history is?",
            "optionA": "1901",
            "optionB": "1921",
            "optionC": "1951",
            "optionD": "2011",
            "correctOption": "B",
            "explanation": "After 1921, the rate of population growth started increasing consistently."
        },
        {
            "id": "q_16",
            "question": "India occupies what percentage of the world's land area?",
            "optionA": "17.31 per cent",
            "optionB": "10 per cent",
            "optionC": "2.4 per cent",
            "optionD": "50 per cent",
            "correctOption": "C",
            "explanation": "India has a small share of land but a very large share of population."
        },
        {
            "id": "q_17",
            "question": "What was the percentage of the population living below the poverty line in 2011-12?",
            "optionA": "50 per cent",
            "optionB": "29.8 per cent",
            "optionC": "21.9 per cent",
            "optionD": "10 per cent",
            "correctOption": "C",
            "explanation": "Based on Planning Commission estimates using Tendulkar methodology."
        },
        {
            "id": "q_18",
            "question": "The term 'Paucity of Capital' refers to?",
            "optionA": "Excess money in banks",
            "optionB": "Inadequate stock of physical and human capital",
            "optionC": "No natural resources",
            "optionD": "High literacy",
            "correctOption": "B",
            "explanation": "Lack of machines, tools, and skilled labor hinders growth."
        },
        {
            "id": "q_19",
            "question": "What is a major cause of low productivity in Indian agriculture?",
            "optionA": "Modern technology",
            "optionB": "Use of tractors",
            "optionC": "Backward technology",
            "optionD": "High investment",
            "correctOption": "C",
            "explanation": "Traditional and primitive methods are still used in many sectors."
        },
        {
            "id": "q_20",
            "question": "The 'Demographic Dividend' in India refers to?",
            "optionA": "An aging population",
            "optionB": "A large proportion of young working population",
            "optionC": "High death rate",
            "optionD": "Low birth rate",
            "correctOption": "B",
            "explanation": "Over 65 per cent of Indians are below the age of 35."
        },
        {
            "id": "q_21",
            "question": "What is 'Structural Change' in an economy?",
            "optionA": "Change in the ruling party",
            "optionB": "Change in the contribution of different sectors to GDP",
            "optionC": "Building new bridges",
            "optionD": "Changing the currency",
            "correctOption": "B",
            "explanation": "It reflects the process of development and modernization."
        },
        {
            "id": "q_22",
            "question": "Which sector's share in GDP has declined from 57.7% in 1950-51 to 17.4% in 2014-15?",
            "optionA": "Primary Sector",
            "optionB": "Secondary Sector",
            "optionC": "Tertiary Sector",
            "optionD": "External Sector",
            "correctOption": "A",
            "explanation": "The dominance of agriculture decreases as the economy matures."
        },
        {
            "id": "q_23",
            "question": "The share of the Tertiary (Service) sector in GDP in 2014-15 was?",
            "optionA": "17.4 per cent",
            "optionB": "29.7 per cent",
            "optionC": "52.9 per cent",
            "optionD": "10 per cent",
            "correctOption": "C",
            "explanation": "The service sector is now the largest contributor to the Indian GDP."
        },
        {
            "id": "q_24",
            "question": "Which organization is responsible for estimating National Income in India?",
            "optionA": "RBI",
            "optionB": "Niti Aayog",
            "optionC": "Central Statistical Organisation (CSO)",
            "optionD": "Ministry of Finance",
            "correctOption": "C",
            "explanation": "CSO divides the economy into various sectors for computation."
        },
        {
            "id": "q_25",
            "question": "Secondary sector includes which of the following?",
            "optionA": "Forestry",
            "optionB": "Mining, manufacturing, and electricity",
            "optionC": "Banking",
            "optionD": "Education",
            "correctOption": "B",
            "explanation": "It primarily involves the transformation of physical goods."
        },
        {
            "id": "q_26",
            "question": "The growth rate of the Indian economy from 1951 to 1980 was approximately?",
            "optionA": "10%",
            "optionB": "3.7 per cent",
            "optionC": "8.6%",
            "optionD": "1%",
            "correctOption": "B",
            "explanation": "Growth was relatively slow during the first three decades of planning."
        },
        {
            "id": "q_27",
            "question": "Post-reform (after 1991), the growth rate of which sector accelerated most?",
            "optionA": "Agriculture",
            "optionB": "Primary",
            "optionC": "Service Sector",
            "optionD": "Mining",
            "correctOption": "C",
            "explanation": "Services like IT and banking saw a sharp rise."
        },
        {
            "id": "q_28",
            "question": "A high 'Capital-Output Ratio' usually implies?",
            "optionA": "Efficient use of capital",
            "optionB": "Inefficient use of capital",
            "optionC": "No need for investment",
            "optionD": "High profit",
            "correctOption": "B",
            "explanation": "It means more capital is required to produce one unit of output."
        },
        {
            "id": "q_29",
            "question": "Which era marked the beginning of significant structural transformation in India?",
            "optionA": "Pre-British",
            "optionB": "Planning era (since 1951)",
            "optionC": "1857",
            "optionD": "1901",
            "correctOption": "B",
            "explanation": "Planned development led to systematic changes in the economy."
        },
        {
            "id": "q_30",
            "question": "Diversification in industrialization means?",
            "optionA": "Closing old factories",
            "optionB": "Growth of new industries like chemical and engineering",
            "optionC": "Only making textiles",
            "optionD": "None of the above",
            "correctOption": "B",
            "explanation": "Moving away from traditional manufactures to modern ones."
        },
        {
            "id": "q_31",
            "question": "Occupational structure refers to?",
            "optionA": "Building houses",
            "optionB": "Distribution of workforce among different occupations",
            "optionC": "Total population count",
            "optionD": "Number of schools",
            "correctOption": "B",
            "explanation": "It shows where the people of a country are working."
        },
        {
            "id": "q_32",
            "question": "In 2013-14, what percentage of the workforce was still dependent on agriculture?",
            "optionA": "11%",
            "optionB": "20%",
            "optionC": "49 per cent",
            "optionD": "72%",
            "correctOption": "C",
            "explanation": "Despite structural changes, half the workforce remains in the primary sector."
        },
        {
            "id": "q_33",
            "question": "A 'Lop-sided' occupational structure indicates?",
            "optionA": "Balanced growth",
            "optionB": "Heavy dependence on one sector (agriculture)",
            "optionC": "No unemployment",
            "optionD": "Industrial dominance",
            "correctOption": "B",
            "explanation": "It reflects economic backwardness."
        },
        {
            "id": "q_34",
            "question": "The shift of labor force from agriculture to industry in India has been?",
            "optionA": "Very rapid",
            "optionB": "Slow",
            "optionC": "Non-existent",
            "optionD": "Faster than in USA",
            "correctOption": "B",
            "explanation": "Structural change in employment is slower than change in GDP contribution."
        },
        {
            "id": "q_35",
            "question": "Why did the secondary sector not absorb enough labor after 1991?",
            "optionA": "High wages",
            "optionB": "Slow growth of industrial production",
            "optionC": "Lack of raw materials",
            "optionD": "Too many workers",
            "correctOption": "B",
            "explanation": "Industrial growth hasn't been sufficient to shift the population away from land."
        },
        {
            "id": "q_36",
            "question": "According to the 2011 census, India's population was?",
            "optionA": "36.11 cr",
            "optionB": "102.7 cr",
            "optionC": "121.02 crore",
            "optionD": "150 cr",
            "correctOption": "C",
            "explanation": "India is the second most populous country after China."
        },
        {
            "id": "q_37",
            "question": "What is the 'Density of Population'?",
            "optionA": "Total weight of people",
            "optionB": "Number of persons living per square km",
            "optionC": "Number of children",
            "optionD": "Growth rate",
            "correctOption": "B",
            "explanation": "It indicates the man-land ratio in a country."
        },
        {
            "id": "q_38",
            "question": "The density of population in India in 2011 was?",
            "optionA": "117",
            "optionB": "274",
            "optionC": "382",
            "optionD": "500",
            "correctOption": "C",
            "explanation": "It increased significantly from 117 in 1951."
        },
        {
            "id": "q_39",
            "question": "'Population Explosion' in India is noted after which year?",
            "optionA": "1901",
            "optionB": "1921",
            "optionC": "1951",
            "optionD": "2001",
            "correctOption": "C",
            "explanation": "The spurt in growth became massive after the 1950s."
        },
        {
            "id": "q_40",
            "question": "Which phase of population growth (1901-1921) was 'very slow and erratic'?",
            "optionA": "Phase I",
            "optionB": "Phase II",
            "optionC": "Phase III",
            "optionD": "Phase IV",
            "correctOption": "A",
            "explanation": "High birth rates were matched by high death rates due to famines."
        },
        {
            "id": "q_41",
            "question": "The sex ratio is defined as?",
            "optionA": "Number of males per female",
            "optionB": "Number of females per 1000 males",
            "optionC": "Total population",
            "optionD": "Number of children",
            "correctOption": "B",
            "explanation": "It is an important social indicator of gender balance."
        },
        {
            "id": "q_42",
            "question": "Which state has the highest sex ratio (1084) according to the 2011 census?",
            "optionA": "Odisha",
            "optionB": "Bihar",
            "optionC": "Kerala",
            "optionD": "Haryana",
            "correctOption": "C",
            "explanation": "Kerala has more females than males."
        },
        {
            "id": "q_43",
            "question": "Life expectancy in India increased from 33 years in 1951 to ___ in 2011?",
            "optionA": "50 years",
            "optionB": "68.4 years",
            "optionC": "75 years",
            "optionD": "60 years",
            "correctOption": "B",
            "explanation": "Improvement in medical facilities led to this rise."
        },
        {
            "id": "q_44",
            "question": "The main cause of population explosion is?",
            "optionA": "High death rate",
            "optionB": "Sharp decline in death rate with high birth rate",
            "optionC": "Low birth rate",
            "optionD": "Migration to cities",
            "correctOption": "B",
            "explanation": "As health improved, fewer people died, but birth rates remained high."
        },
        {
            "id": "q_45",
            "question": "What is the 'Dependency Ratio' related to?",
            "optionA": "Age composition",
            "optionB": "Foreign trade",
            "optionC": "Industrial policy",
            "optionD": "Literacy",
            "correctOption": "A",
            "explanation": "It relates the non-working age groups (children\/elderly) to the working group."
        },
        {
            "id": "q_46",
            "question": "The 2011 census showed that ___ per cent of India's population live in rural areas?",
            "optionA": "17.3%",
            "optionB": "27.8%",
            "optionC": "72.2 per cent",
            "optionD": "50%",
            "correctOption": "C",
            "explanation": "India remains a predominantly rural country."
        },
        {
            "id": "q_47",
            "question": "Which region has the lowest sex ratio (883)?",
            "optionA": "Odisha",
            "optionB": "Kerala",
            "optionC": "Jammu and Kashmir",
            "optionD": "Bihar",
            "correctOption": "C",
            "explanation": "As per the data in Table 1.11."
        },
        {
            "id": "q_48",
            "question": "What was the decadal growth rate of population between 2001 and 2011?",
            "optionA": "21.3%",
            "optionB": "1.58 per cent",
            "optionC": "10%",
            "optionD": "5%",
            "correctOption": "B",
            "explanation": "Calculated as an annual average."
        },
        {
            "id": "q_49",
            "question": "A major impediment to economic development mentioned in the text is?",
            "optionA": "Lack of gold",
            "optionB": "Rapidly growing population",
            "optionC": "Too much rain",
            "optionD": "Low taxes",
            "correctOption": "B",
            "explanation": "Rapid growth eats away the gains of national income."
        },
        {
            "id": "q_50",
            "question": "What is 'Work Participation Rate'?",
            "optionA": "Number of schools",
            "optionB": "Proportion of working population to total population",
            "optionC": "Percentage of people voting",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It was about 40 per cent in 2011."
        },
        {
            "id": "q_51",
            "question": "How does high population growth affect per-capita availability of land?",
            "optionA": "Increases it",
            "optionB": "It remains constant",
            "optionC": "It causes it to decline",
            "optionD": "None of the above",
            "correctOption": "C",
            "explanation": "Due to rapid growth, per capita cultivable land declined from 0.9 hectare in 1951 to 0.38 hectare in 2014-15."
        },
        {
            "id": "q_52",
            "question": "What is the effect of population pressure on savings and capital formation?",
            "optionA": "Leads to high savings",
            "optionB": "Leads to low saving and low capital formation",
            "optionC": "No effect",
            "optionD": "Increases investment",
            "correctOption": "B",
            "explanation": "A large part of national income is spent on consumption for more people, leaving less for saving."
        },
        {
            "id": "q_53",
            "question": "How does rapid population growth impact the demand for food grains?",
            "optionA": "Decreases demand",
            "optionB": "Demand remains low",
            "optionC": "Significantly increases demand",
            "optionD": "No impact",
            "correctOption": "C",
            "explanation": "More mouths to feed leads to higher demand, often resulting in food shortages."
        },
        {
            "id": "q_54",
            "question": "What is the consequence of overcrowding in the agricultural sector?",
            "optionA": "High productivity",
            "optionB": "Disguised unemployment",
            "optionC": "Labour shortage",
            "optionD": "Industrial boom",
            "correctOption": "B",
            "explanation": "Too many people working on the same piece of land leads to zero marginal productivity for many."
        },
        {
            "id": "q_55",
            "question": "Rapid population growth exerts 'Heavy Pressure' on which of the following?",
            "optionA": "Infrastructure (Schools, Hospitals)",
            "optionB": "Space travel",
            "optionC": "Export of gold",
            "optionD": "None of the above",
            "correctOption": "A",
            "explanation": "More people require more houses, roads, schools, and hospitals, which the government struggles to provide."
        },
        {
            "id": "q_56",
            "question": "What is the environmental impact of over-population mentioned in the text?",
            "optionA": "Forest conservation",
            "optionB": "Environmental degradation and pollution",
            "optionC": "Decrease in global warming",
            "optionD": "Clean rivers",
            "correctOption": "B",
            "explanation": "High growth leads to depletion of natural resources and increased pollution of air and water."
        },
        {
            "id": "q_57",
            "question": "'Autonomous Measures' to lower birth rate include?",
            "optionA": "Government laws",
            "optionB": "Rise in Per-capita income and Urbanisation",
            "optionC": "Forced sterilization",
            "optionD": "Mandatory fines",
            "correctOption": "B",
            "explanation": "These are socio-economic changes that naturally lead people to desire fewer children."
        },
        {
            "id": "q_58",
            "question": "What does the 'Social Capillarity Thesis' by Dumont explain?",
            "optionA": "How water moves in soil",
            "optionB": "Inverse relationship between per-capita income and birth rate",
            "optionC": "How industries grow",
            "optionD": "The history of census",
            "correctOption": "B",
            "explanation": "As income and status rise, people tend to limit family size to maintain their standard of living."
        },
        {
            "id": "q_59",
            "question": "'Deliberate Measures' for population control refers to?",
            "optionA": "Natural disasters",
            "optionB": "Deliberate government policies and programs",
            "optionC": "Accidental growth",
            "optionD": "None of the above",
            "correctOption": "B",
            "explanation": "These are active steps taken by the state to check population growth."
        },
        {
            "id": "q_60",
            "question": "Which of the following is a deliberate measure to reduce birth rate?",
            "optionA": "Spread of education",
            "optionB": "Women employment",
            "optionC": "Family Planning infrastructure",
            "optionD": "All of the above",
            "correctOption": "D",
            "explanation": "These are organized efforts to encourage smaller families."
        },
        {
            "id": "q_61",
            "question": "India was the first country in the world to adopt an official ___ in 1952?",
            "optionA": "Industrial Policy",
            "optionB": "Population Policy",
            "optionC": "Education Policy",
            "optionD": "Space Policy",
            "correctOption": "B",
            "explanation": "India launched its family planning program very early compared to other nations."
        },
        {
            "id": "q_62",
            "question": "In 1977, the 'Family Planning Programme' was renamed as?",
            "optionA": "Population Mission",
            "optionB": "Family Welfare Programme",
            "optionC": "Health Guarantee Scheme",
            "optionD": "Jan Dhan Yojana",
            "correctOption": "B",
            "explanation": "The focus shifted towards the overall welfare of the family."
        },
        {
            "id": "q_63",
            "question": "When was the 'New Population Policy' announced by the N.D.A. government?",
            "optionA": "1991",
            "optionB": "1995",
            "optionC": "February 2000",
            "optionD": "2011",
            "correctOption": "C",
            "explanation": "It was a comprehensive policy aimed at achieving population stability."
        },
        {
            "id": "q_64",
            "question": "According to the NPP 2000, by which year does India aim to achieve population stability?",
            "optionA": "2010",
            "optionB": "2026",
            "optionC": "2045",
            "optionD": "2100",
            "correctOption": "C",
            "explanation": "The long-term objective is a stable population by 2045."
        },
        {
            "id": "q_65",
            "question": "NPP 2000 aims to reduce the Infant Mortality Rate (IMR) to below ___ per 1000 live births?",
            "optionA": "100",
            "optionB": "50",
            "optionC": "30",
            "optionD": "10",
            "correctOption": "C",
            "explanation": "Lowering IMR is a key target for improving health indicators."
        },
        {
            "id": "q_66",
            "question": "What is the target for Maternal Mortality Rate (MMR) in NPP 2000?",
            "optionA": "Below 500",
            "optionB": "Below 100 per 1 lakh live births",
            "optionC": "Exactly 0",
            "optionD": "None of the above",
            "correctOption": "B",
            "explanation": "Improving maternal health is a major priority of the policy."
        },
        {
            "id": "q_67",
            "question": "NPP 2000 encourages a special reward for women who marry after the age of?",
            "optionA": "15",
            "optionB": "18",
            "optionC": "21",
            "optionD": "25",
            "correctOption": "C",
            "explanation": "Delaying marriage helps in reducing the total fertility period."
        },
        {
            "id": "q_68",
            "question": "What is a major criticism of the New Population Policy mentioned in the book?",
            "optionA": "It ignores rural areas",
            "optionB": "It puts the entire burden of family limitation on women",
            "optionC": "It is too expensive",
            "optionD": "It promotes large families",
            "correctOption": "B",
            "explanation": "Critics argue that incentives for sterilization mainly target women (tubectomy)."
        },
        {
            "id": "q_69",
            "question": "Vasectomy accounts for only ___ per cent of contractive use in India?",
            "optionA": "50%",
            "optionB": "25%",
            "optionC": "6%",
            "optionD": "90%",
            "correctOption": "C",
            "explanation": "This shows that male participation in family planning is very low."
        },
        {
            "id": "q_70",
            "question": "On the eve of independence, the Indian economy was a 'dependent economy' because?",
            "optionA": "It relied on the Moon",
            "optionB": "It was dependent on the rest of the world for capital goods",
            "optionC": "It exported too many machines",
            "optionD": "None of the above",
            "correctOption": "B",
            "explanation": "India lacked its own industrial base for machinery and equipment."
        },
        {
            "id": "q_71",
            "question": "What was the annual average growth rate of GDP during the period 1950-1980?",
            "optionA": "8.6%",
            "optionB": "3.7 per cent",
            "optionC": "1%",
            "optionD": "15%",
            "correctOption": "B",
            "explanation": "This period is often noted for its slow 'Hindu rate of growth'."
        },
        {
            "id": "q_72",
            "question": "The 'Composition of Trade' on the eve of independence showed?",
            "optionA": "High exports of computers",
            "optionB": "Exports of low priced agricultural goods",
            "optionC": "Imports of raw materials",
            "optionD": "No trade at all",
            "correctOption": "B",
            "explanation": "India was an exporter of primary products and an importer of finished goods."
        },
        {
            "id": "q_73",
            "question": "What was the primary reason for the ruin of Indian cottage and handicraft industries?",
            "optionA": "Competition from British manufactured goods",
            "optionB": "Lack of wood",
            "optionC": "High wages",
            "optionD": "None of the above",
            "correctOption": "A",
            "explanation": "Cheap machine-made goods from England replaced handmade Indian products."
        },
        {
            "id": "q_74",
            "question": "Gross Domestic Saving in 1951 was only ___ per cent of GDP?",
            "optionA": "30.6%",
            "optionB": "10.1 per cent",
            "optionC": "50%",
            "optionD": "5%",
            "correctOption": "B",
            "explanation": "Low savings limited the capacity for initial investment."
        },
        {
            "id": "q_75",
            "question": "By 2014-15, the share of the Primary sector in GDP dropped to?",
            "optionA": "57.7%",
            "optionB": "40%",
            "optionC": "17.4 per cent",
            "optionD": "10%",
            "correctOption": "C",
            "explanation": "This signifies the structural shift towards industry and services."
        },
        {
            "id": "q_76",
            "question": "The share of the Tertiary sector in GDP increased from 27.5% in 1950-51 to ___ in 2014-15?",
            "optionA": "30%",
            "optionB": "40%",
            "optionC": "52.9 per cent",
            "optionD": "90%",
            "correctOption": "C",
            "explanation": "The service sector has become the engine of growth."
        },
        {
            "id": "q_77",
            "question": "On the eve of independence, the Indian economy was predominantly?",
            "optionA": "Industrialized",
            "optionB": "Developed",
            "optionC": "Agrarian",
            "optionD": "Urban",
            "correctOption": "C",
            "explanation": "Most people and the largest share of GDP came from agriculture."
        },
        {
            "id": "q_78",
            "question": "At independence, the contribution of agriculture to national product was?",
            "optionA": "About 50 per cent",
            "optionB": "Less than 10 per cent",
            "optionC": "More than 90 per cent",
            "optionD": "Exactly 25 per cent",
            "correctOption": "A",
            "explanation": "It provided the bulk of the nation's income."
        },
        {
            "id": "q_79",
            "question": "The industrial sector at independence was mainly focused on?",
            "optionA": "Basic capital goods",
            "optionB": "Consumer goods",
            "optionC": "Power sector",
            "optionD": "Information technology",
            "correctOption": "B",
            "explanation": "Industries like textiles and sugar were prioritized over heavy machinery."
        },
        {
            "id": "q_80",
            "question": "Industrial structure in India was dependent on which of the following at independence?",
            "optionA": "Import of plant and equipment",
            "optionB": "Import of raw materials",
            "optionC": "Import of spares",
            "optionD": "All of the above",
            "correctOption": "D",
            "explanation": "Lack of domestic heavy industry forced dependence on imports."
        },
        {
            "id": "q_81",
            "question": "Per capita income in India per month at the time of independence was?",
            "optionA": "Less than Rs. 20",
            "optionB": "Approximately Rs. 50",
            "optionC": "Rs. 100",
            "optionD": "More than Rs. 500",
            "correctOption": "A",
            "explanation": "It was extremely low, reflecting mass poverty."
        },
        {
            "id": "q_82",
            "question": "Which country accounted for the largest share of India's foreign trade at independence?",
            "optionA": "USA",
            "optionB": "Japan",
            "optionC": "England",
            "optionD": "Germany",
            "correctOption": "C",
            "explanation": "Due to colonial ties, most trade was with the UK."
        },
        {
            "id": "q_83",
            "question": "A state of slow growth or no growth in national income is called?",
            "optionA": "Boom",
            "optionB": "Stagnation",
            "optionC": "Inflation",
            "optionD": "Development",
            "correctOption": "B",
            "explanation": "This was the condition of India before planned development."
        },
        {
            "id": "q_84",
            "question": "The Central Statistical Organisation (CSO) divides the Indian economy into how many sectors for national income?",
            "optionA": "Three",
            "optionB": "Four",
            "optionC": "Five",
            "optionD": "Six",
            "correctOption": "D",
            "explanation": "As mentioned on page 32 of the PDF."
        },
        {
            "id": "q_85",
            "question": "Primary sector includes which of the following?",
            "optionA": "Agriculture, forestry and fishery",
            "optionB": "Banking",
            "optionC": "Manufacturing",
            "optionD": "Communication",
            "correctOption": "A",
            "explanation": "These involve direct extraction from nature."
        },
        {
            "id": "q_86",
            "question": "Secondary sector includes which activities?",
            "optionA": "Trade",
            "optionB": "Mining, manufacturing and construction",
            "optionC": "Education",
            "optionD": "Insurance",
            "correctOption": "B",
            "explanation": "These involve processing and transformation of goods."
        },
        {
            "id": "q_87",
            "question": "The size of India's population according to the 2011 census was?",
            "optionA": "102.4 cr",
            "optionB": "112.3 cr",
            "optionC": "121.02 cr",
            "optionD": "135 cr",
            "correctOption": "C",
            "explanation": "Over 121 crore people."
        },
        {
            "id": "q_88",
            "question": "What is the annual growth rate of India's population during 2001-2011?",
            "optionA": "2.5%",
            "optionB": "1.58 per cent",
            "optionC": "1.9%",
            "optionD": "1%",
            "correctOption": "B",
            "explanation": "As per Table 1.7."
        },
        {
            "id": "q_89",
            "question": "In which State is the sex ratio the highest?",
            "optionA": "Odisha",
            "optionB": "Bihar",
            "optionC": "Kerala",
            "optionD": "Jammu and Kashmir",
            "correctOption": "C",
            "explanation": "Kerala has the most balanced gender ratio."
        },
        {
            "id": "q_90",
            "question": "In which State is the sex ratio the lowest?",
            "optionA": "Haryana",
            "optionB": "Bihar",
            "optionC": "Jammu and Kashmir",
            "optionD": "West Bengal",
            "correctOption": "C",
            "explanation": "Based on the specific data table provided on page 47."
        },
        {
            "id": "q_91",
            "question": "What is female literacy rate in India as per 2011 census?",
            "optionA": "74.04%",
            "optionB": "82.14%",
            "optionC": "65.46%",
            "optionD": "54.16%",
            "correctOption": "C",
            "explanation": "Female literacy lags behind male literacy (82.14%)."
        },
        {
            "id": "q_92",
            "question": "Which of the following is NOT an autonomous measure for controlling population?",
            "optionA": "Late marriage",
            "optionB": "Economic development",
            "optionC": "Family welfare programs",
            "optionD": "Urbanisation",
            "correctOption": "C",
            "explanation": "Family welfare programs are deliberate policy actions."
        },
        {
            "id": "q_93",
            "question": "The minimum age of marriage for girls in India (at the time of the book's printing) was?",
            "optionA": "15 years",
            "optionB": "16 years",
            "optionC": "18 years",
            "optionD": "21 years",
            "correctOption": "C",
            "explanation": "Legal age for marriage for females."
        },
        {
            "id": "q_94",
            "question": "The minimum age of marriage for boys in India was?",
            "optionA": "18 years",
            "optionB": "20 years",
            "optionC": "21 years",
            "optionD": "25 years",
            "correctOption": "C",
            "explanation": "Legal age for marriage for males."
        },
        {
            "id": "q_95",
            "question": "What is the name of female sterilisation?",
            "optionA": "Vasectomy",
            "optionB": "Abortion",
            "optionC": "Condom",
            "optionD": "Tubectomy",
            "correctOption": "D",
            "explanation": "Vasectomy is for males."
        },
        {
            "id": "q_96",
            "question": "India occupies what percentage of the world's population?",
            "optionA": "2.4%",
            "optionB": "17.31 per cent",
            "optionC": "10%",
            "optionD": "50%",
            "correctOption": "B",
            "explanation": "India supports a huge share of humanity on a small land area."
        },
        {
            "id": "q_97",
            "question": "The term 'Great Divide' refers to the year?",
            "optionA": "1951",
            "optionB": "1921",
            "optionC": "1901",
            "optionD": "1971",
            "correctOption": "B",
            "explanation": "It marked a shift to high population growth."
        },
        {
            "id": "q_98",
            "question": "Which sector provided the largest employment opportunity at independence?",
            "optionA": "Industry",
            "optionB": "Services",
            "optionC": "Agriculture",
            "optionD": "Mining",
            "correctOption": "C",
            "explanation": "Over 70% of workers were in agriculture."
        },
        {
            "id": "q_99",
            "question": "Is the birth rate in India showing a rising trend?",
            "optionA": "Yes",
            "optionB": "No",
            "optionC": "It is constant",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "The birth rate is slowly falling, though still high."
        },
        {
            "id": "q_100",
            "question": "Is the death rate in India showing a rising trend?",
            "optionA": "Yes",
            "optionB": "No",
            "optionC": "It is constant",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "The death rate has fallen rapidly due to better health care."
        },
        {
            "id": "q_101",
            "question": "What is the proportion of total land used for food grains at independence?",
            "optionA": "20%",
            "optionB": "50%",
            "optionC": "80%",
            "optionD": "100%",
            "correctOption": "C",
            "explanation": "Page 15 confirms food crops dominated cultivation."
        },
        {
            "id": "q_102",
            "question": "Agriculture is often called the ___ of the Indian economy.",
            "optionA": "Brain",
            "optionB": "Backbone",
            "optionC": "Burden",
            "optionD": "Small part",
            "correctOption": "B",
            "explanation": "About half of India's population depends on agriculture for their livelihood."
        },
        {
            "id": "q_103",
            "question": "What was the contribution of agriculture to India's GDP in 2014-15?",
            "optionA": "57.7 per cent",
            "optionB": "35.7 per cent",
            "optionC": "17.4 per cent",
            "optionD": "48.9 per cent",
            "correctOption": "C",
            "explanation": "The share has declined from over 50% in 1950 to 17.4% in 2014-15."
        },
        {
            "id": "q_104",
            "question": "According to NSSO (2011-12), what percentage of the total workforce in India is engaged in agriculture?",
            "optionA": "72 per cent",
            "optionB": "48.9 per cent",
            "optionC": "11 per cent",
            "optionD": "25 per cent",
            "correctOption": "B",
            "explanation": "Despite a decline, it remains the largest source of employment."
        },
        {
            "id": "q_105",
            "question": "What is the formula for 'Land Productivity'?",
            "optionA": "Total output \/ Total workforce",
            "optionB": "Total output \/ Total cultivated land area",
            "optionC": "Total land \/ Population",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It measures the yield per hectare or acre."
        },
        {
            "id": "q_106",
            "question": "What was the actual yield of rice in India in 2014-15 (in quintals per hectare)?",
            "optionA": "66.61",
            "optionB": "23.9",
            "optionC": "10.4",
            "optionD": "104.8",
            "correctOption": "B",
            "explanation": "Compared to China (66.61), India's productivity is significantly lower."
        },
        {
            "id": "q_107",
            "question": "Which country had the world's highest yield for wheat in 2014-15?",
            "optionA": "India",
            "optionB": "China",
            "optionC": "UK",
            "optionD": "USA",
            "correctOption": "C",
            "explanation": "The UK had a yield of 73.60 quintals per hectare."
        },
        {
            "id": "q_108",
            "question": "The term 'Gamble of monsoon' is used for which sector in India?",
            "optionA": "Industry",
            "optionB": "Trade",
            "optionC": "Agriculture",
            "optionD": "Banking",
            "correctOption": "C",
            "explanation": "More than 50% of cultivated land depends on rainfall."
        },
        {
            "id": "q_109",
            "question": "What is 'Disguised Unemployment' in agriculture?",
            "optionA": "People with no jobs",
            "optionB": "People working but their marginal productivity is zero",
            "optionC": "Seasonal workers",
            "optionD": "Educated unemployed",
            "correctOption": "B",
            "explanation": "This happens due to overcrowding on limited land."
        },
        {
            "id": "q_110",
            "question": "Which of the following is an 'Institutional Factor' for low agricultural productivity?",
            "optionA": "Lack of rain",
            "optionB": "Defective land tenurial system",
            "optionC": "Use of old plows",
            "optionD": "Lack of seeds",
            "correctOption": "B",
            "explanation": "Unequal distribution of land and lack of security for tenants hinder growth."
        },
        {
            "id": "q_111",
            "question": "As per 2013 data, what percentage of agricultural credit needs are met by institutional agencies (banks\/co-operatives)?",
            "optionA": "100%",
            "optionB": "75%",
            "optionC": "56 per cent",
            "optionD": "10%",
            "correctOption": "C",
            "explanation": "A large portion (44%) still comes from private money lenders."
        },
        {
            "id": "q_112",
            "question": "When was the 'Green Revolution' adopted in India?",
            "optionA": "Early 1950s",
            "optionB": "Late 1960s",
            "optionC": "1991",
            "optionD": "2000",
            "correctOption": "B",
            "explanation": "It was a new strategy to augment foodgrain production."
        },
        {
            "id": "q_113",
            "question": "What does 'HYV' stand for in the context of the Green Revolution?",
            "optionA": "High Yearly Volume",
            "optionB": "High Yielding Varieties",
            "optionC": "Heavy Yielding Vegetables",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "These are specialized seeds for higher production."
        },
        {
            "id": "q_114",
            "question": "Which crops were the primary focus of the Green Revolution?",
            "optionA": "Cotton and Jute",
            "optionB": "Wheat and Rice",
            "optionC": "Tea and Coffee",
            "optionD": "Pulses",
            "correctOption": "B",
            "explanation": "Wheat production, in particular, saw spectacular growth."
        },
        {
            "id": "q_115",
            "question": "What is the 'Marketable Surplus' of foodgrains?",
            "optionA": "Total produce",
            "optionB": "Produce sold in the market after farmer's consumption",
            "optionC": "Damaged crops",
            "optionD": "Buffer stock",
            "correctOption": "B",
            "explanation": "Higher productivity led to a rising trend in the surplus available for sale."
        },
        {
            "id": "q_116",
            "question": "The Green Revolution was primarily confined to which region initially?",
            "optionA": "South India",
            "optionB": "North-western states (Punjab, Haryana, UP)",
            "optionC": "Eastern India",
            "optionD": "Coastal Odisha",
            "correctOption": "B",
            "explanation": "These states became prosperous due to early adoption."
        },
        {
            "id": "q_117",
            "question": "Industrial development is strongly correlated with?",
            "optionA": "High level of income",
            "optionB": "Poverty",
            "optionC": "Low literacy",
            "optionD": "Rural life",
            "correctOption": "A",
            "explanation": "Industry provides a strong foundation for rapid economic development."
        },
        {
            "id": "q_118",
            "question": "What was the contribution of the manufacturing sector to GDP in 2014-15?",
            "optionA": "8.9%",
            "optionB": "14.8%",
            "optionC": "18.08 per cent",
            "optionD": "30%",
            "correctOption": "C",
            "explanation": "Manufacturing is a key component of the secondary sector."
        },
        {
            "id": "q_119",
            "question": "In 2013-14, what percentage of the labour force was engaged in the industrial sector?",
            "optionA": "49%",
            "optionB": "24.3 per cent",
            "optionC": "11%",
            "optionD": "17.5%",
            "correctOption": "B",
            "explanation": "This sector has absorbed more workers over the decades."
        },
        {
            "id": "q_120",
            "question": "When was the first Industrial Policy Resolution (IPR) adopted?",
            "optionA": "1947",
            "optionB": "April 6, 1948",
            "optionC": "1956",
            "optionD": "1991",
            "correctOption": "B",
            "explanation": "It contemplated a mixed economy."
        },
        {
            "id": "q_121",
            "question": "Which IPR is known as the 'Economic Constitution of India'?",
            "optionA": "1948",
            "optionB": "1956",
            "optionC": "1977",
            "optionD": "1991",
            "correctOption": "B",
            "explanation": "It gave a systematic approach for rapid industrialization."
        },
        {
            "id": "q_122",
            "question": "How many industries were placed in 'Schedule A' (exclusive state control) in IPR 1956?",
            "optionA": "7",
            "optionB": "12",
            "optionC": "17",
            "optionD": "20",
            "correctOption": "C",
            "explanation": "These included arms, atomic energy, and railways."
        },
        {
            "id": "q_123",
            "question": "'Schedule B' in IPR 1956 consisted of how many industries?",
            "optionA": "17",
            "optionB": "12",
            "optionC": "20",
            "optionD": "5",
            "correctOption": "B",
            "explanation": "These were to be progressively state-owned."
        },
        {
            "id": "q_124",
            "question": "The New Industrial Policy of 1991 is based on the principles of?",
            "optionA": "Protectionism",
            "optionB": "LPG (Liberalisation, Privatisation, Globalisation)",
            "optionC": "Socialism",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It aimed to make Indian industry globally competitive."
        },
        {
            "id": "q_125",
            "question": "LPG stands for?",
            "optionA": "Local, Private, Global",
            "optionB": "Liberalisation, Privatisation, Globalisation",
            "optionC": "Land, Power, Gold",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "These are the three pillars of the 1991 reforms."
        },
        {
            "id": "q_126",
            "question": "What did the 1991 policy do regarding 'Industrial Licensing'?",
            "optionA": "Made it stricter",
            "optionB": "Abolished it for most industries",
            "optionC": "Only for big cities",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "80% of industries were freed from licensing requirements."
        },
        {
            "id": "q_127",
            "question": "Under IPR 1991, how many industries are currently reserved for the public sector?",
            "optionA": "17",
            "optionB": "8",
            "optionC": "3",
            "optionD": "10",
            "correctOption": "C",
            "explanation": "Only a few strategic areas like atomic energy remain reserved."
        },
        {
            "id": "q_128",
            "question": "What was the investment limit for 'Tiny Sector' units increased to in 1991?",
            "optionA": "Rs. 5 lakh",
            "optionB": "Rs. 10 lakh",
            "optionC": "Rs. 25 lakh",
            "optionD": "Rs. 1 crore",
            "correctOption": "C",
            "explanation": "This was done to promote small-scale industries."
        },
        {
            "id": "q_129",
            "question": "FDI stands for?",
            "optionA": "Fixed Deposit Income",
            "optionB": "Foreign Direct Investment",
            "optionC": "Foreign Defense Industry",
            "optionD": "Final Development Index",
            "correctOption": "B",
            "explanation": "1991 policy encouraged the flow of foreign capital."
        },
        {
            "id": "q_130",
            "question": "Infrastructure is often referred to as?",
            "optionA": "Social burden",
            "optionB": "Economic and social overheads",
            "optionC": "Luxury",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It is the lubricant that keeps the wheels of the economy moving."
        },
        {
            "id": "q_131",
            "question": "Which of the following is 'Economic Infrastructure'?",
            "optionA": "Health",
            "optionB": "Education",
            "optionC": "Energy, Transport, and Communication",
            "optionD": "Hygiene",
            "correctOption": "C",
            "explanation": "These directly facilitate production and distribution."
        },
        {
            "id": "q_132",
            "question": "Which of the following is 'Social Infrastructure'?",
            "optionA": "Railways",
            "optionB": "Roads",
            "optionC": "Education and Health",
            "optionD": "Electricity",
            "correctOption": "C",
            "explanation": "These improve the quality of human capital."
        },
        {
            "id": "q_133",
            "question": "Conventional sources of energy are?",
            "optionA": "Solar and Wind",
            "optionB": "Coal, oil, natural gas, and electricity",
            "optionC": "Tidal energy",
            "optionD": "Bio-energy",
            "correctOption": "B",
            "explanation": "These are generally exhaustible or non-renewable."
        },
        {
            "id": "q_134",
            "question": "Which state has the highest share of estimated potential for renewable power in India?",
            "optionA": "Karnataka",
            "optionB": "Tamil Nadu",
            "optionC": "Gujarat",
            "optionD": "Maharashtra",
            "correctOption": "C",
            "explanation": "Gujarat leads with 25.04 per cent share."
        },
        {
            "id": "q_135",
            "question": "Indian Railways is the world's ___ largest railway network?",
            "optionA": "First",
            "optionB": "Second",
            "optionC": "Third",
            "optionD": "Seventh",
            "correctOption": "C",
            "explanation": "It is a massive network owned and operated by the government."
        },
        {
            "id": "q_136",
            "question": "In 2014-15, Indian railways carried how many million tons of freight?",
            "optionA": "93",
            "optionB": "196",
            "optionC": "1058.8",
            "optionD": "500",
            "correctOption": "C",
            "explanation": "This shows the massive scale of logistical operations."
        },
        {
            "id": "q_137",
            "question": "Which mode of transport is considered the 'Cheapest' for bulky goods over long distances?",
            "optionA": "Road",
            "optionB": "Air",
            "optionC": "Water Transport",
            "optionD": "Rail",
            "correctOption": "C",
            "explanation": "It involves no cost for building routes (nature provides them)."
        },
        {
            "id": "q_138",
            "question": "What is the length of India's coastline (in km)?",
            "optionA": "1000",
            "optionB": "5000",
            "optionC": "7516",
            "optionD": "10000",
            "correctOption": "C",
            "explanation": "This gives India great potential for marine transport and trade."
        },
        {
            "id": "q_139",
            "question": "When was air transport nationalized in India?",
            "optionA": "1920",
            "optionB": "1947",
            "optionC": "1953",
            "optionD": "1991",
            "correctOption": "C",
            "explanation": "Air India and Indian Airlines were constituted then."
        },
        {
            "id": "q_140",
            "question": "Which sector in air transport ended its monopoly in 1994?",
            "optionA": "Private sector",
            "optionB": "Public sector",
            "optionC": "Foreign sector",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "The entry of private airlines was allowed after this."
        },
        {
            "id": "q_141",
            "question": "The PIN code system was introduced in India on?",
            "optionA": "1947",
            "optionB": "1950",
            "optionC": "August 15, 1972",
            "optionD": "2000",
            "correctOption": "C",
            "explanation": "It was done to streamline postal services."
        },
        {
            "id": "q_142",
            "question": "Which is the oldest government-owned public utility organization in the world?",
            "optionA": "BSNL",
            "optionB": "Indian Railways",
            "optionC": "Indian Telegraph service",
            "optionD": "Air India",
            "correctOption": "C",
            "explanation": "It was started in 1851."
        },
        {
            "id": "q_143",
            "question": "Expenditure on education in India is approximately ___ per cent of GDP?",
            "optionA": "6%",
            "optionB": "10%",
            "optionC": "3.3 per cent",
            "optionD": "1%",
            "correctOption": "C",
            "explanation": "This is low compared to developed countries like the USA (6%)."
        },
        {
            "id": "q_144",
            "question": "What was the literacy rate of females in India in 2011?",
            "optionA": "82.14%",
            "optionB": "74.04%",
            "optionC": "65.46%",
            "optionD": "50%",
            "correctOption": "C",
            "explanation": "Female literacy (65.46%) is significantly lower than male literacy (82.14%)."
        },
        {
            "id": "q_145",
            "question": "Which state has recorded the lowest literacy rate in India?",
            "optionA": "Odisha",
            "optionB": "Kerala",
            "optionC": "Bihar",
            "optionD": "Rajasthan",
            "correctOption": "C",
            "explanation": "As per the 2011 census data."
        },
        {
            "id": "q_146",
            "question": "Which policy recommended the 10+2+3 pattern of education?",
            "optionA": "1948 Policy",
            "optionB": "National Policy on Education 1968",
            "optionC": "1991 Reform",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It aimed for a uniform structure across the country."
        },
        {
            "id": "q_147",
            "question": "'Operation Blackboard' was a part of which policy?",
            "optionA": "1968 Policy",
            "optionB": "National Policy on Education 1986",
            "optionC": "1956 IPR",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It aimed to improve primary school facilities."
        },
        {
            "id": "q_148",
            "question": "What is the target age group for 'Adult Education' to remove illiteracy?",
            "optionA": "5-10 years",
            "optionB": "15-35 years",
            "optionC": "Above 60",
            "optionD": "All ages",
            "correctOption": "B",
            "explanation": "This group is targeted to make the workforce more productive."
        },
        {
            "id": "q_149",
            "question": "Navoday Vidyalayas were established to?",
            "optionA": "Provide education to rich people",
            "optionB": "Promote national integration and serve bright rural students",
            "optionC": "Teach farming",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "These are residential model schools."
        },
        {
            "id": "q_150",
            "question": "The Right to Free and Compulsory Education (RTE) Act was passed in?",
            "optionA": "2000",
            "optionB": "2005",
            "optionC": "2009",
            "optionD": "2014",
            "correctOption": "B",
            "explanation": "It provides education to children aged 6 to 14."
        },
        {
            "id": "q_151",
            "question": "What is considered an important index of the standard of living of the people?",
            "optionA": "Gold holdings",
            "optionB": "Health",
            "optionC": "Number of cars",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Good health increases the efficiency of the labour force."
        },
        {
            "id": "q_152",
            "question": "The 'Minimum Needs Programme' (MNP) focuses on which health care system?",
            "optionA": "Urban",
            "optionB": "Rural",
            "optionC": "Foreign",
            "optionD": "Private",
            "correctOption": "B",
            "explanation": "It aims to develop health care services specifically in rural and backward areas."
        },
        {
            "id": "q_153",
            "question": "What is the full form of PHC in the rural health care system?",
            "optionA": "Private Health Clinic",
            "optionB": "Primary Health Centre",
            "optionC": "Public Health Cell",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "PHCs are the basic units providing health services to rural people."
        },
        {
            "id": "q_154",
            "question": "Which unit is established to meet the medical requirements for every one lakh population?",
            "optionA": "PHC",
            "optionB": "Sub-Centre",
            "optionC": "Community Health Centre (CHC)",
            "optionD": "Dispensary",
            "correctOption": "C",
            "explanation": "CHCs are 30-bed hospitals with specialized medical facilities."
        },
        {
            "id": "q_155",
            "question": "The 'National Malaria Eradication Programme' was launched in which year?",
            "optionA": "1951",
            "optionB": "1958",
            "optionC": "1977",
            "optionD": "1983",
            "correctOption": "B",
            "explanation": "It was a major step towards controlling communicable diseases."
        },
        {
            "id": "q_156",
            "question": "In order to provide advanced medical facilities at low cost, the government has set up units of?",
            "optionA": "RBI",
            "optionB": "SEBI",
            "optionC": "AIIMS",
            "optionD": "LIC",
            "correctOption": "C",
            "explanation": "All India Institute of Medical Sciences (AIIMS) provides high-level medical care."
        },
        {
            "id": "q_157",
            "question": "What is the status of medical research in India according to the text?",
            "optionA": "Properly focused",
            "optionB": "Not properly focused",
            "optionC": "World leader",
            "optionD": "None of the above",
            "correctOption": "B",
            "explanation": "The text notes that medical research in India requires more attention and funding."
        },
        {
            "id": "q_158",
            "question": "Who described international trade as an \"engine of economic growth\"?",
            "optionA": "Adam Smith",
            "optionB": "D. H. Robertson",
            "optionC": "Manmohan Singh",
            "optionD": "Amartya Sen",
            "correctOption": "B",
            "explanation": "Trade facilitates the expansion of production and resource utilization."
        },
        {
            "id": "q_159",
            "question": "'Trade Surplus' occurs when?",
            "optionA": "Imports > Exports",
            "optionB": "Exports > Imports",
            "optionC": "Exports = Imports",
            "optionD": "No trade",
            "correctOption": "B",
            "explanation": "It means the value of goods sold abroad is higher than goods purchased."
        },
        {
            "id": "q_160",
            "question": "Foreign trade helps in the 'Stabilisation of Prices' by?",
            "optionA": "Increasing taxes",
            "optionB": "Disposing of domestic surpluses and meeting shortages through imports",
            "optionC": "Stopping all trade",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It prevents deflationary and inflationary crises."
        },
        {
            "id": "q_161",
            "question": "What was the nature of India's foreign trade during the British period?",
            "optionA": "Exported machines",
            "optionB": "Exported raw materials and imported finished goods",
            "optionC": "Self-sufficient",
            "optionD": "No trade",
            "correctOption": "B",
            "explanation": "This was a classic colonial pattern of trade."
        },
        {
            "id": "q_162",
            "question": "Which country was India's major trading partner at the time of independence?",
            "optionA": "USA",
            "optionB": "UK",
            "optionC": "Japan",
            "optionD": "Germany",
            "correctOption": "B",
            "explanation": "England accounted for the largest share of both exports and imports."
        },
        {
            "id": "q_163",
            "question": "Before 1947, India's exports to England constituted ___ per cent of total exports?",
            "optionA": "10%",
            "optionB": "21 per cent",
            "optionC": "34 per cent",
            "optionD": "50%",
            "correctOption": "C",
            "explanation": "Colonial ties dominated the direction of trade."
        },
        {
            "id": "q_164",
            "question": "India's top import item in both 2013-14 and 2014-15 was?",
            "optionA": "Gold",
            "optionB": "Electronic goods",
            "optionC": "Crude Petroleum and Petroleum Products",
            "optionD": "Fertilizers",
            "correctOption": "C",
            "explanation": "Energy requirements drive India's high import bill."
        },
        {
            "id": "q_165",
            "question": "Which country became the biggest source of India's imports in 2012-13?",
            "optionA": "USA",
            "optionB": "UAE",
            "optionC": "China",
            "optionD": "UK",
            "correctOption": "C",
            "explanation": "China's share in imports has increased at a very fast rate."
        },
        {
            "id": "q_166",
            "question": "What is the 'Direction of Trade'?",
            "optionA": "The speed of ships",
            "optionB": "The countries to which a country exports and from which it imports",
            "optionC": "The route taken",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It shows the geographical distribution of a country's trade."
        },
        {
            "id": "q_167",
            "question": "The 'Composition of Trade' refers to?",
            "optionA": "Number of ships",
            "optionB": "The types of goods and services exchanged",
            "optionC": "The weight of goods",
            "optionD": "The language used",
            "correctOption": "B",
            "explanation": "It describes what items are being exported or imported."
        },
        {
            "id": "q_168",
            "question": "Which organization's increased petroleum prices led to a hike in India's import bill in the 1970s?",
            "optionA": "WTO",
            "optionB": "IMF",
            "optionC": "OPEC",
            "optionD": "UNESCO",
            "correctOption": "B",
            "explanation": "Organization of Petroleum Exporting Countries (OPEC) controls oil supply."
        },
        {
            "id": "q_169",
            "question": "Since the 1990s, the value of India's imports has increased for all items EXCEPT?",
            "optionA": "Petroleum",
            "optionB": "Capital Goods",
            "optionC": "Food grains",
            "optionD": "Chemicals",
            "correctOption": "C",
            "explanation": "Self-sufficiency in food grains reduced the need for these imports."
        },
        {
            "id": "q_170",
            "question": "At present, India's top export partner is?",
            "optionA": "UK",
            "optionB": "China",
            "optionC": "USA",
            "optionD": "Russia",
            "correctOption": "B",
            "explanation": "The USA stands at the top among destinations for Indian exports."
        },
        {
            "id": "q_171",
            "question": "OECD countries include which of the following?",
            "optionA": "OPEC members",
            "optionB": "European Union (EU), USA, and Canada",
            "optionC": "Only Asian countries",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "These are mostly developed industrial nations."
        },
        {
            "id": "q_172",
            "question": "What was the contribution of agriculture to India's G.D.P. in 2014-15?",
            "optionA": "35.7%",
            "optionB": "17.4 per cent",
            "optionC": "14.7%",
            "optionD": "13.9%",
            "correctOption": "B",
            "explanation": "This shows the sector's relative importance in the overall economy."
        },
        {
            "id": "q_173",
            "question": "When did India achieve self-sufficiency in foodgrain production?",
            "optionA": "End of 4th plan",
            "optionB": "End of 5th plan",
            "optionC": "During 6th plan",
            "optionD": "Beginning of 7th plan",
            "correctOption": "B",
            "explanation": "The success of the Green Revolution made this possible."
        },
        {
            "id": "q_174",
            "question": "What is the share of area under cultivation of foodgrains in the total cultivated area?",
            "optionA": "30%",
            "optionB": "50%",
            "optionC": "60%",
            "optionD": "70 per cent",
            "correctOption": "D",
            "explanation": "Most land is still devoted to feeding the population."
        },
        {
            "id": "q_175",
            "question": "What is the average annual growth rate of agricultural GDP since 1951?",
            "optionA": "4%",
            "optionB": "3.5%",
            "optionC": "2.7 per cent",
            "optionD": "1.5%",
            "correctOption": "C",
            "explanation": "Growth has been steady but slower than other sectors."
        },
        {
            "id": "q_176",
            "question": "What is the size of marginal and small land holdings in India?",
            "optionA": "50%",
            "optionB": "70%",
            "optionC": "80 per cent",
            "optionD": "90%",
            "correctOption": "C",
            "explanation": "A large majority of farmers operate on very small plots."
        },
        {
            "id": "q_177",
            "question": "What amount of fertilizer is used per hectare in India (according to the text)?",
            "optionA": "90 kg",
            "optionB": "92 kg",
            "optionC": "105 kg",
            "optionD": "102 kg",
            "correctOption": "C",
            "explanation": "This is still lower than many developed countries."
        },
        {
            "id": "q_178",
            "question": "Which crop benefited most under the impact of the Green Revolution?",
            "optionA": "Rice",
            "optionB": "Sugar cane",
            "optionC": "Wheat",
            "optionD": "Oil seeds",
            "correctOption": "C",
            "explanation": "Wheat production increased by about 9 times."
        },
        {
            "id": "q_179",
            "question": "What is the trend of production of agriculture output in India?",
            "optionA": "Rising",
            "optionB": "Falling",
            "optionC": "Constant",
            "optionD": "None",
            "correctOption": "A",
            "explanation": "Total output has increased significantly since planning began."
        },
        {
            "id": "q_180",
            "question": "In which of the following is India the largest producer?",
            "optionA": "Rice",
            "optionB": "Wheat",
            "optionC": "Buffalo Milk",
            "optionD": "Sugar cane",
            "correctOption": "C",
            "explanation": "India holds a leading position globally in milk production."
        },
        {
            "id": "q_181",
            "question": "What is the contribution of industry to India's GDP at present (as per text)?",
            "optionA": "23.7%",
            "optionB": "25%",
            "optionC": "30 per cent",
            "optionD": "27%",
            "correctOption": "C",
            "explanation": "The secondary sector has grown significantly since independence."
        },
        {
            "id": "q_182",
            "question": "What is the share of employment in industry in the total work force?",
            "optionA": "40%",
            "optionB": "17%",
            "optionC": "Approximately 20 per cent",
            "optionD": "None",
            "correctOption": "C",
            "explanation": "Industry employs about one-fifth of the population."
        },
        {
            "id": "q_183",
            "question": "Which IPR is regarded as the 'economic constitution of India'?",
            "optionA": "1948",
            "optionB": "1956",
            "optionC": "1977",
            "optionD": "1991",
            "correctOption": "B",
            "explanation": "It defined the long-term role of the public and private sectors."
        },
        {
            "id": "q_184",
            "question": "How many industries are currently reserved for the public sector?",
            "optionA": "17",
            "optionB": "8",
            "optionC": "6",
            "optionD": "3",
            "correctOption": "D",
            "explanation": "Dereservation has left only a few strategic sectors like railways."
        },
        {
            "id": "q_185",
            "question": "How many industries are under the purview of industrial licensing at present?",
            "optionA": "6",
            "optionB": "4",
            "optionC": "5",
            "optionD": "3",
            "correctOption": "A",
            "explanation": "Only a handful of hazardous or strategic industries require licenses."
        },
        {
            "id": "q_186",
            "question": "What is the investment limit in the tiny sector according to IPR 1991?",
            "optionA": "5 lakh",
            "optionB": "10 lakh",
            "optionC": "20 lakh",
            "optionD": "25 lakh",
            "correctOption": "D",
            "explanation": "This encourages small entrepreneurs and rural industry."
        },
        {
            "id": "q_187",
            "question": "Economic infrastructure includes which of the following?",
            "optionA": "Irrigation works",
            "optionB": "Roads",
            "optionC": "Railways",
            "optionD": "All of these",
            "correctOption": "D",
            "explanation": "These are physical systems needed for a functional economy."
        },
        {
            "id": "q_188",
            "question": "Social infrastructure includes?",
            "optionA": "Telecommunication",
            "optionB": "Air transport",
            "optionC": "Education",
            "optionD": "Irrigation",
            "correctOption": "C",
            "explanation": "It deals with the human development aspect."
        },
        {
            "id": "q_189",
            "question": "Which of the following is NOT a source of renewable energy?",
            "optionA": "Solar",
            "optionB": "Fuel wood",
            "optionC": "Tidal",
            "optionD": "Wind",
            "correctOption": "B",
            "explanation": "Fuel wood is considered traditional but leads to deforestation if not managed."
        },
        {
            "id": "q_190",
            "question": "Which of the following is NOT a source of conventional energy?",
            "optionA": "Electricity",
            "optionB": "Bio-energy",
            "optionC": "Coal",
            "optionD": "Oil and natural gas",
            "correctOption": "B",
            "explanation": "Bio-energy is classified as non-conventional\/renewable."
        },
        {
            "id": "q_191",
            "question": "Air transport was started in India in which year?",
            "optionA": "1951",
            "optionB": "1952",
            "optionC": "1953",
            "optionD": "1920",
            "correctOption": "D",
            "explanation": "It has been operating for over a century."
        },
        {
            "id": "q_192",
            "question": "The first railway line in India was laid between?",
            "optionA": "Calcutta and Bombay",
            "optionB": "New Delhi and Bangalore",
            "optionC": "Bombay and Thane",
            "optionD": "Chennai and Calcutta",
            "correctOption": "C",
            "explanation": "It covered a distance of 34 kms in 1853."
        },
        {
            "id": "q_193",
            "question": "The First National Policy on Education was formulated in?",
            "optionA": "1986",
            "optionB": "1987",
            "optionC": "1968",
            "optionD": "1969",
            "correctOption": "C",
            "explanation": "It laid the groundwork for modern Indian education."
        },
        {
            "id": "q_194",
            "question": "Which country was the major trading partner of India at independence?",
            "optionA": "USA",
            "optionB": "UK",
            "optionC": "Germany",
            "optionD": "Japan",
            "correctOption": "B",
            "explanation": "Due to historical colonial links."
        },
        {
            "id": "q_195",
            "question": "Which is India's top most item of exports at present?",
            "optionA": "Vehicles",
            "optionB": "Organic chemicals",
            "optionC": "Petroleum and Petroleum Products",
            "optionD": "Pearls",
            "correctOption": "C",
            "explanation": "India has become a major refiner of oil."
        },
        {
            "id": "q_196",
            "question": "Which is India's top most item of imports at present?",
            "optionA": "Pearls",
            "optionB": "Organic chemicals",
            "optionC": "Crude Petroleum and Petroleum Products",
            "optionD": "Plastic",
            "correctOption": "C",
            "explanation": "Essential for meeting the country's energy needs."
        },
        {
            "id": "q_197",
            "question": "Which of the following is the top most destination for India's exports?",
            "optionA": "North America",
            "optionB": "Asia",
            "optionC": "Africa",
            "optionD": "Europe",
            "correctOption": "B",
            "explanation": "Regional proximity and demand make Asia the top destination."
        },
        {
            "id": "q_198",
            "question": "Which of the following is the most important source of India's imports?",
            "optionA": "North America",
            "optionB": "Europe",
            "optionC": "Africa",
            "optionD": "Asia",
            "correctOption": "D",
            "explanation": "Asia (including China and UAE) is a major supplier."
        },
        {
            "id": "q_199",
            "question": "Who is India's biggest export partner?",
            "optionA": "USA",
            "optionB": "China",
            "optionC": "Hong Kong",
            "optionD": "UK",
            "correctOption": "A",
            "explanation": "The USA remains a key market for Indian goods."
        },
        {
            "id": "q_200",
            "question": "Which is India's biggest import source?",
            "optionA": "USA",
            "optionB": "South Korea",
            "optionC": "China",
            "optionD": "Quatar",
            "correctOption": "C",
            "explanation": "Despite trade deficits, China is a major source of goods."
        },
        {
            "id": "q_201",
            "question": "When did India enter into the era of planned economic development?",
            "optionA": "1947",
            "optionB": "1950",
            "optionC": "April 1951",
            "optionD": "1956",
            "correctOption": "C",
            "explanation": "The first Five Year Plan was launched with effect from April 1951."
        },
        {
            "id": "q_202",
            "question": "Who defined planning as \"the making of major economic decisions... on the basis of a comprehensive survey of the economy as a whole\"?",
            "optionA": "Adam Smith",
            "optionB": "Dickinson",
            "optionC": "Marshall",
            "optionD": "J.M. Keynes",
            "correctOption": "B",
            "explanation": "H.D. Dickinson provided this widely accepted definition of economic planning."
        },
        {
            "id": "q_203",
            "question": "In India, who was the ex-officio Chairperson of the Planning Commission?",
            "optionA": "President of India",
            "optionB": "Finance Minister",
            "optionC": "Prime Minister",
            "optionD": "RBI Governor",
            "correctOption": "C",
            "explanation": "The Prime Minister headed the Planning Commission since its inception in 1950."
        },
        {
            "id": "q_204",
            "question": "What was the primary reason for adopting planning in India at independence?",
            "optionA": "To increase exports",
            "optionB": "To address stagnation, poverty, and unemployment",
            "optionC": "To build a strong military",
            "optionD": "To colonize other nations",
            "correctOption": "B",
            "explanation": "Planning was seen as the chief means to lift the economy out of colonial backwardness."
        },
        {
            "id": "q_205",
            "question": "Which of the following is a major objective of planning mentioned in the text?",
            "optionA": "Mobilisation of resources",
            "optionB": "Regional disparity reduction",
            "optionC": "Alleviation of poverty",
            "optionD": "All of the above",
            "correctOption": "D",
            "explanation": "These are the core pillars of India's developmental strategy."
        },
        {
            "id": "q_206",
            "question": "What was the total plan outlay for the First Five Year Plan?",
            "optionA": "Rs. 4,672 crore",
            "optionB": "Rs. 1,960 crore",
            "optionC": "Rs. 10,000 crore",
            "optionD": "Rs. 50,000 crore",
            "correctOption": "B",
            "explanation": "The first plan was relatively small and focused on agriculture."
        },
        {
            "id": "q_207",
            "question": "The Second Five Year Plan (1956-61) accorded top priority to?",
            "optionA": "Agriculture",
            "optionB": "Heavy and basic industries",
            "optionC": "Education",
            "optionD": "Foreign Trade",
            "correctOption": "B",
            "explanation": "It aimed for rapid industrialization based on the Mahalanobis model."
        },
        {
            "id": "q_208",
            "question": "What was the actual annual growth rate achieved during the First Five Year Plan?",
            "optionA": "2.1 per cent",
            "optionB": "3.6 per cent",
            "optionC": "5.0 per cent",
            "optionD": "4.2 per cent",
            "correctOption": "B",
            "explanation": "The first plan exceeded its target of 2.1% by achieving 3.6%."
        },
        {
            "id": "q_209",
            "question": "During which period did India have a 'Plan Holiday'?",
            "optionA": "1951-1956",
            "optionB": "1966 to 1969",
            "optionC": "1990-1992",
            "optionD": "1980-1985",
            "correctOption": "B",
            "explanation": "Due to drought and economic crisis, three Annual Plans were implemented instead of a Five Year Plan."
        },
        {
            "id": "q_210",
            "question": "Which Five Year Plan was delayed by two years due to political instability and started in 1992?",
            "optionA": "Seventh Plan",
            "optionB": "Eighth Five Year Plan",
            "optionC": "Ninth Plan",
            "optionD": "Tenth Plan",
            "correctOption": "B",
            "explanation": "The Eighth plan was eventually launched after the 1991 reforms."
        },
        {
            "id": "q_211",
            "question": "What was the targeted growth rate for the Tenth Five Year Plan?",
            "optionA": "5.6 per cent",
            "optionB": "6.5 per cent",
            "optionC": "8 per cent",
            "optionD": "9 per cent",
            "correctOption": "C",
            "explanation": "The Tenth plan aimed for a high growth rate of 8%."
        },
        {
            "id": "q_212",
            "question": "The Twelfth Five Year Plan covered which period?",
            "optionA": "2002-2007",
            "optionB": "2007-2012",
            "optionC": "2012-2017",
            "optionD": "2015-2020",
            "correctOption": "C",
            "explanation": "This was the final Five Year Plan in India's history."
        },
        {
            "id": "q_213",
            "question": "How many Annual Plans have been formulated in India during the planning era?",
            "optionA": "3",
            "optionB": "4",
            "optionC": "6",
            "optionD": "10",
            "correctOption": "C",
            "explanation": "Six annual plans were used during periods when five-year plans couldn't be implemented."
        },
        {
            "id": "q_214",
            "question": "In the Indian context, 'Self-reliance' implies?",
            "optionA": "No trade with anyone",
            "optionB": "Reduction and ultimate elimination of foreign aid",
            "optionC": "Only importing gold",
            "optionD": "None of the above",
            "correctOption": "B",
            "explanation": "It means producing essential goods and meeting financial needs domestically."
        },
        {
            "id": "q_215",
            "question": "'Modernisation of the economy' involves?",
            "optionA": "Changing the structural and institutional set up",
            "optionB": "Buying new cars",
            "optionC": "Only using computers",
            "optionD": "Moving everyone to cities",
            "correctOption": "A",
            "explanation": "It includes technological advancement and institutional changes like land reforms."
        },
        {
            "id": "q_216",
            "question": "The 'Garibi Hatao' goal was most prominent from which Five Year Plan onwards?",
            "optionA": "First",
            "optionB": "Second",
            "optionC": "Fourth",
            "optionD": "Sixth",
            "correctOption": "C",
            "explanation": "Poverty alleviation became a distinct plan objective in the 1970s."
        },
        {
            "id": "q_217",
            "question": "Which indicator showed a significant rise during the entire plan period (1951-2016)?",
            "optionA": "Inflation",
            "optionB": "GDP and Per capita income",
            "optionC": "Poverty",
            "optionD": "Unemployment",
            "correctOption": "B",
            "explanation": "Despite failures, the overall trend of national income has been upwards."
        },
        {
            "id": "q_218",
            "question": "India became self-sufficient in foodgrain production by the end of which plan?",
            "optionA": "Second",
            "optionB": "Third",
            "optionC": "Fourth",
            "optionD": "Fifth Five Year Plan",
            "correctOption": "D",
            "explanation": "The Green Revolution's success was fully realized by the late 1970s."
        },
        {
            "id": "q_219",
            "question": "A major failure of Indian planning mentioned is 'Massive Unemployment'; about how many million were unemployed in 2012?",
            "optionA": "10",
            "optionB": "25",
            "optionC": "40 million",
            "optionD": "100",
            "correctOption": "C",
            "explanation": "The backlog of unemployed remained a grim challenge."
        },
        {
            "id": "q_220",
            "question": "The HDI rank of India (135) is considered ___ compared to other emerging economies?",
            "optionA": "High",
            "optionB": "Low",
            "optionC": "Equal",
            "optionD": "Best",
            "correctOption": "B",
            "explanation": "India lags behind countries like China and Brazil in human development."
        },
        {
            "id": "q_221",
            "question": "When was NITI Aayog formed?",
            "optionA": "August 15, 2014",
            "optionB": "January 1, 2015",
            "optionC": "April 1, 2015",
            "optionD": "January 1, 2016",
            "correctOption": "B",
            "explanation": "It replaced the 65-year-old Planning Commission."
        },
        {
            "id": "q_222",
            "question": "NITI Aayog is a Government of India ___?",
            "optionA": "Bank",
            "optionB": "Court",
            "optionC": "Policy think-tank",
            "optionD": "Statistical office",
            "correctOption": "C",
            "explanation": "It provides directional and strategic inputs to the government."
        },
        {
            "id": "q_223",
            "question": "Who is the Chairperson of NITI Aayog?",
            "optionA": "Finance Minister",
            "optionB": "Prime Minister",
            "optionC": "President",
            "optionD": "Vice-President",
            "correctOption": "B",
            "explanation": "Like the Planning Commission, it is headed by the PM."
        },
        {
            "id": "q_224",
            "question": "The 'Governing Council' of NITI Aayog comprises?",
            "optionA": "Only Cabinet Ministers",
            "optionB": "Chief Ministers of all States and Lt. Governors of UTs",
            "optionC": "Only Economists",
            "optionD": "Foreign Investors",
            "correctOption": "B",
            "explanation": "This fosters cooperative federalism."
        },
        {
            "id": "q_225",
            "question": "NITI Aayog follows which approach to planning?",
            "optionA": "Top-down",
            "optionB": "Bottom-up",
            "optionC": "Side-to-side",
            "optionD": "No approach",
            "correctOption": "B",
            "explanation": "It emphasizes involvement of states and local levels in plan formulation."
        },
        {
            "id": "q_226",
            "question": "Who was the first Vice-Chairperson of NITI Aayog?",
            "optionA": "Amitabh Kant",
            "optionB": "Arvind Panagariya",
            "optionC": "Manmohan Singh",
            "optionD": "Arun Jaitley",
            "correctOption": "B",
            "explanation": "He was a prominent economist appointed to lead the new body."
        },
        {
            "id": "q_227",
            "question": "Which body used to allocate resources to states under the old system, a power NITI Aayog does not have?",
            "optionA": "RBI",
            "optionB": "Planning Commission",
            "optionC": "Finance Ministry",
            "optionD": "SEBI",
            "correctOption": "B",
            "explanation": "Resource allocation is now the function of the Ministry of Finance."
        },
        {
            "id": "q_228",
            "question": "In 1990-91, India's foreign exchange reserves fell to a level barely enough to pay for ___ of imports?",
            "optionA": "One year",
            "optionB": "Six months",
            "optionC": "Two weeks",
            "optionD": "One day",
            "correctOption": "C",
            "explanation": "This severe liquidity crisis forced the 1991 reforms."
        },
        {
            "id": "q_229",
            "question": "What was the fiscal deficit percentage in 1990-91?",
            "optionA": "3%",
            "optionB": "5%",
            "optionC": "8.4 percent",
            "optionD": "12%",
            "correctOption": "C",
            "explanation": "High government borrowing led to a debt crisis."
        },
        {
            "id": "q_230",
            "question": "To get foreign exchange during the 1991 crisis, India had to mortgage gold in?",
            "optionA": "Swiss Bank",
            "optionB": "Bank of America",
            "optionC": "Bank of England",
            "optionD": "World Bank",
            "correctOption": "C",
            "explanation": "This was a desperate measure taken before the reform package."
        },
        {
            "id": "q_231",
            "question": "Who was the Finance Minister who introduced the New Economic Policy in 1991?",
            "optionA": "P.V. Narasimha Rao",
            "optionB": "Dr. Manmohan Singh",
            "optionC": "Yashwant Sinha",
            "optionD": "Pranab Mukherjee",
            "correctOption": "B",
            "explanation": "Under PM Narasimha Rao, Dr. Singh designed the reform strategy."
        },
        {
            "id": "q_232",
            "question": "The 1991 reforms are often summarized as 'LPG'. What does 'L' stand for?",
            "optionA": "Localization",
            "optionB": "Liberalisation",
            "optionC": "Legislation",
            "optionD": "Labor",
            "correctOption": "B",
            "explanation": "It means freeing industries from unnecessary bureaucratic control."
        },
        {
            "id": "q_233",
            "question": "What does 'P' in LPG stand for?",
            "optionA": "Population",
            "optionB": "Public",
            "optionC": "Privatisation",
            "optionD": "Price",
            "correctOption": "C",
            "explanation": "It refers to the transfer of ownership from the public to the private sector."
        },
        {
            "id": "q_234",
            "question": "What does 'G' in LPG stand for?",
            "optionA": "Growth",
            "optionB": "Globalisation",
            "optionC": "Government",
            "optionD": "General",
            "correctOption": "B",
            "explanation": "It involves integrating the domestic economy with the world economy."
        },
        {
            "id": "q_235",
            "question": "Industrial licensing was abolished in 1991 for all except ___ industries?",
            "optionA": "50",
            "optionB": "18",
            "optionC": "5",
            "optionD": "2",
            "correctOption": "B",
            "explanation": "Initially 18, and later reduced further to 5 or 6 hazardous\/strategic industries."
        },
        {
            "id": "q_236",
            "question": "MRTP Act was amended in 1991 to?",
            "optionA": "Ban all large companies",
            "optionB": "Remove asset limits and encourage investment",
            "optionC": "Increase taxes",
            "optionD": "None of the above",
            "correctOption": "B",
            "explanation": "Monopolies and Restrictive Trade Practices (MRTP) Act was relaxed."
        },
        {
            "id": "q_237",
            "question": "Liberalisation allowed private entrepreneurs to set up non-polluting industries in cities with population less than 1 million at what distance from the city's periphery?",
            "optionA": "5 km",
            "optionB": "10 km",
            "optionC": "25 kms",
            "optionD": "50 km",
            "correctOption": "C",
            "explanation": "This was done to decentralize industry."
        },
        {
            "id": "q_238",
            "question": "FDI equity was initially allowed up to what percentage in 34 high priority industries in 1991?",
            "optionA": "25%",
            "optionB": "49%",
            "optionC": "51 percent",
            "optionD": "100%",
            "correctOption": "C",
            "explanation": "This marked a significant opening for foreign investors."
        },
        {
            "id": "q_239",
            "question": "The process of selling government shares in PSUs to the private sector is called?",
            "optionA": "Investment",
            "optionB": "Disinvestment",
            "optionC": "Nationalisation",
            "optionD": "Taxation",
            "correctOption": "B",
            "explanation": "This is a key method of resource mobilization and privatization."
        },
        {
            "id": "q_240",
            "question": "How many industries were reserved for the public sector in the 1956 policy?",
            "optionA": "3",
            "optionB": "8",
            "optionC": "17",
            "optionD": "25",
            "correctOption": "C",
            "explanation": "Most industries were under government control before 1991."
        },
        {
            "id": "q_241",
            "question": "After 1991, the number of industries reserved for the public sector was initially reduced to?",
            "optionA": "15",
            "optionB": "10",
            "optionC": "8",
            "optionD": "3",
            "correctOption": "C",
            "explanation": "Only 8 strategic sectors remained exclusive to the government."
        },
        {
            "id": "q_242",
            "question": "Mandatory Convertibility Clause removal meant?",
            "optionA": "Banks can't lend",
            "optionB": "Financial institutions won't convert loans into equity",
            "optionC": "Currency is not convertible",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "This gave more freedom to private firms to manage their debt."
        },
        {
            "id": "q_243",
            "question": "Devaluation of the Rupee in 1991 was done to?",
            "optionA": "Decrease exports",
            "optionB": "Increase imports",
            "optionC": "Overcome BOP deficit and augment exports",
            "optionD": "None",
            "correctOption": "C",
            "explanation": "Making the currency cheaper makes exports more competitive."
        },
        {
            "id": "q_244",
            "question": "Rupee was made fully convertible on 'Current Account' in which year's budget?",
            "optionA": "1991-92",
            "optionB": "1994-95",
            "optionC": "2000-01",
            "optionD": "2014-15",
            "correctOption": "B",
            "explanation": "This was a major step in globalizing the Indian currency."
        },
        {
            "id": "q_245",
            "question": "'Open General Licence' (OGL) was used for?",
            "optionA": "Driving cars",
            "optionB": "Liberalisation of imports",
            "optionC": "Exporting gold",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It removed quantitative restrictions on many import items."
        },
        {
            "id": "q_246",
            "question": "'Second Generation Reforms' started in India in which year?",
            "optionA": "1991",
            "optionB": "1995",
            "optionC": "2001",
            "optionD": "2015",
            "correctOption": "C",
            "explanation": "These focused on fiscal, financial, and labor law reforms."
        },
        {
            "id": "q_247",
            "question": "Prior to 1991, the growth rate of the Indian economy was very low, often called the?",
            "optionA": "Nehru rate",
            "optionB": "Hindu rate of growth",
            "optionC": "Stagnation rate",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "This term refers to the 3.5% - 4% average growth rate seen before the reforms."
        },
        {
            "id": "q_248",
            "question": "What was the average annual growth rate of GDP during the post-reform decade (1991-2001)?",
            "optionA": "3.7 per cent",
            "optionB": "5.8 per cent",
            "optionC": "7.5 per cent",
            "optionD": "8.6 per cent",
            "correctOption": "B",
            "explanation": "Economic reforms led to a noticeable increase in the growth trajectory."
        },
        {
            "id": "q_249",
            "question": "In 2015-16, India's GDP growth rate was 7.5%, which was higher than which emerging economy?",
            "optionA": "Brazil",
            "optionB": "Russia",
            "optionC": "China",
            "optionD": "All of the above",
            "correctOption": "D",
            "explanation": "Post-reform India became one of the fastest-growing economies globally."
        },
        {
            "id": "q_250",
            "question": "Total FDI inflow to India between 1991-92 and 2006-07 was approximately?",
            "optionA": "$ 10 billion",
            "optionB": "$ 50.5 billion",
            "optionC": "US$ 136.5 billion",
            "optionD": "$ 500 billion",
            "correctOption": "C",
            "explanation": "Globalisation significantly boosted foreign investment."
        },
        {
            "id": "q_251",
            "question": "What was the annual average FDI inflow per annum during the 1991-2007 period?",
            "optionA": "$ 1 billion",
            "optionB": "US$ 9.1 billion",
            "optionC": "$ 24 billion",
            "optionD": "$ 44.9 billion",
            "correctOption": "B",
            "explanation": "This shows the steady integration of India into the global capital market."
        },
        {
            "id": "q_252",
            "question": "Which sector showed the most significant improvement in performance judged by gross profit after 1991?",
            "optionA": "Agriculture",
            "optionB": "Private Sector",
            "optionC": "Central Public Sector Enterprises (PSUs)",
            "optionD": "Small Scale Industry",
            "correctOption": "C",
            "explanation": "Reforms forced PSUs to become more efficient and profit-oriented."
        },
        {
            "id": "q_253",
            "question": "Between 2005-06, the net profit of PSUs as a percentage of capital employed rose to?",
            "optionA": "2.84%",
            "optionB": "12.1%",
            "optionC": "21.5%",
            "optionD": "5.8%",
            "correctOption": "B",
            "explanation": "As shown in Table 3.3, efficiency in the public sector improved."
        },
        {
            "id": "q_254",
            "question": "Despite reforms, what percentage of the Indian population was living below the poverty line in 2009-10?",
            "optionA": "10%",
            "optionB": "21.9%",
            "optionC": "29.8 per cent",
            "optionD": "50%",
            "correctOption": "C",
            "explanation": "Poverty remains a grim challenge despite high GDP growth."
        },
        {
            "id": "q_255",
            "question": "What is the 'major sin' of economic reforms according to the text?",
            "optionA": "Too much FDI",
            "optionB": "Neglect of Agriculture",
            "optionC": "High literacy",
            "optionD": "Low taxes",
            "correctOption": "B",
            "explanation": "C.S.O. data reveals that agricultural growth fell below targets during the reform period."
        },
        {
            "id": "q_256",
            "question": "The targeted growth of agriculture was 4%, but during the post-reform period (1990-2015), it came down to?",
            "optionA": "3.1%",
            "optionB": "2.0 per cent",
            "optionC": "1.2%",
            "optionD": "0.5%",
            "correctOption": "B",
            "explanation": "Lack of public investment in irrigation and infrastructure hindered rural growth."
        },
        {
            "id": "q_257",
            "question": "What has happened to the 'Inequality' in the distribution of income post-1991?",
            "optionA": "It has decreased",
            "optionB": "It has remained constant",
            "optionC": "It has widened",
            "optionD": "None",
            "correctOption": "C",
            "explanation": "The benefits of reforms have not been equally distributed among all sections."
        },
        {
            "id": "q_258",
            "question": "When did the NDA government assume office and start a new set of reform measures?",
            "optionA": "May 2014",
            "optionB": "May 2015",
            "optionC": "January 2015",
            "optionD": "June 2017",
            "correctOption": "B",
            "explanation": "The text highlights measures taken since May 2015."
        },
        {
            "id": "q_259",
            "question": "Which major tax reform was introduced through a Constitutional Amendment to be implemented from mid-2017?",
            "optionA": "Income Tax",
            "optionB": "Goods and Services Tax (GST)",
            "optionC": "Wealth Tax",
            "optionD": "Sales Tax",
            "correctOption": "B",
            "explanation": "GST aims to create a unified national market."
        },
        {
            "id": "q_260",
            "question": "The 'Pradhanmantri Jan Dhan Yojana' was instituted for?",
            "optionA": "Building roads",
            "optionB": "Financial inclusion",
            "optionC": "Exporting rice",
            "optionD": "Higher education",
            "correctOption": "B",
            "explanation": "Over 12.5 crore new bank accounts were opened by 2015."
        },
        {
            "id": "q_261",
            "question": "What is the FDI cap in the Defense sector as per the recent measures mentioned?",
            "optionA": "26%",
            "optionB": "49 per cent",
            "optionC": "51%",
            "optionD": "100%",
            "correctOption": "B",
            "explanation": "The cap was increased to attract foreign technology and investment in defense."
        },
        {
            "id": "q_262",
            "question": "The 'Aadhar Programme' aims to cover how many Indians according to the policy push?",
            "optionA": "100 million",
            "optionB": "500 million",
            "optionC": "One billion Indians",
            "optionD": "All Asians",
            "correctOption": "C",
            "explanation": "Aadhar is used for direct benefit transfers and bio-identification."
        },
        {
            "id": "q_263",
            "question": "In October 2014, the government increased the excise duty on which items to help the environment?",
            "optionA": "Milk and Bread",
            "optionB": "Diesel and Coal",
            "optionC": "Books and Paper",
            "optionD": "Medicines",
            "correctOption": "B",
            "explanation": "This was done taking advantage of declining global oil prices."
        },
        {
            "id": "q_264",
            "question": "In which year was the Planning Commission set up?",
            "optionA": "1951",
            "optionB": "1947",
            "optionC": "1950",
            "optionD": "1952",
            "correctOption": "C",
            "explanation": "It was established to formulate five-year development plans."
        },
        {
            "id": "q_265",
            "question": "From which year did India enter into an era of planning?",
            "optionA": "1950",
            "optionB": "1951",
            "optionC": "1952",
            "optionD": "1949",
            "correctOption": "B",
            "explanation": "The 1st Five Year Plan started in 1951."
        },
        {
            "id": "q_266",
            "question": "How many Five Year Plans have been completed in India in total (as per the book)?",
            "optionA": "10",
            "optionB": "11",
            "optionC": "12",
            "optionD": "13",
            "correctOption": "C",
            "explanation": "The 12th plan was the final one (ending 2017)."
        },
        {
            "id": "q_267",
            "question": "How many Annual Plans have been formulated in India?",
            "optionA": "3",
            "optionB": "4",
            "optionC": "5",
            "optionD": "6",
            "correctOption": "C",
            "explanation": "These occurred during gaps between five-year plans."
        },
        {
            "id": "q_268",
            "question": "For how many years was there a 'Plan Holiday' in India?",
            "optionA": "3",
            "optionB": "4",
            "optionC": "5",
            "optionD": "2",
            "correctOption": "A",
            "explanation": "From 1966 to 1969."
        },
        {
            "id": "q_269",
            "question": "In which of the following periods was there a plan holiday?",
            "optionA": "1961-64",
            "optionB": "1966 to 1969",
            "optionC": "1957-70",
            "optionD": "1990-92",
            "correctOption": "B",
            "explanation": "This period followed the 3rd Five Year Plan."
        },
        {
            "id": "q_270",
            "question": "In which Five Year Plan was the achievement of growth rate LESS than the targeted growth rate?",
            "optionA": "First",
            "optionB": "Second to Fifth",
            "optionC": "Second to Fifth, Ninth, and Tenth",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Page 223 specifically asks this in the model objective section."
        },
        {
            "id": "q_271",
            "question": "In which year did the Twelfth Five Year Plan commence?",
            "optionA": "2001",
            "optionB": "2003",
            "optionC": "2007",
            "optionD": "2012",
            "correctOption": "D",
            "explanation": "It ran from 2012 to 2017."
        },
        {
            "id": "q_272",
            "question": "Which of the following is the most important indicator of economic growth according to planners?",
            "optionA": "GNP",
            "optionB": "National Income",
            "optionC": "GDP",
            "optionD": "Per capita income",
            "correctOption": "C",
            "explanation": "Gross Domestic Product is the standard measure."
        },
        {
            "id": "q_273",
            "question": "During which Five Year Plan was major emphasis given on industrial development?",
            "optionA": "First",
            "optionB": "Second",
            "optionC": "Third",
            "optionD": "Fourth",
            "correctOption": "B",
            "explanation": "The 2nd plan focused on heavy industries."
        },
        {
            "id": "q_274",
            "question": "In which year were economic reforms introduced in India?",
            "optionA": "1990",
            "optionB": "1991",
            "optionC": "1992",
            "optionD": "1989",
            "correctOption": "B",
            "explanation": "The New Economic Policy was launched in July 1991."
        },
        {
            "id": "q_275",
            "question": "How many industries were requiring licenses in 1991 (initially after reform)?",
            "optionA": "8",
            "optionB": "9",
            "optionC": "18",
            "optionD": "3",
            "correctOption": "C",
            "explanation": "Licensing was drastically reduced from the previous era."
        },
        {
            "id": "q_276",
            "question": "What was the extent of devaluation of the rupee in 1991?",
            "optionA": "20 per cent",
            "optionB": "21 per cent",
            "optionC": "22 per cent",
            "optionD": "23 per cent",
            "correctOption": "B",
            "explanation": "This was done to make Indian exports more competitive."
        },
        {
            "id": "q_277",
            "question": "What was the upper limit of foreign investment in equity of high priority industries in 1991?",
            "optionA": "50%",
            "optionB": "49%",
            "optionC": "51 per cent",
            "optionD": "61%",
            "correctOption": "C",
            "explanation": "Foreign investors could hold a majority stake for the first time."
        },
        {
            "id": "q_278",
            "question": "In which year did the 'Second Generation' of reforms start in India?",
            "optionA": "1991",
            "optionB": "2001",
            "optionC": "2009",
            "optionD": "2000",
            "correctOption": "B",
            "explanation": "These reforms focused on deeper structural and labor issues."
        },
        {
            "id": "q_279",
            "question": "What does 'LPG' stand for?",
            "optionA": "Local, Private, Growth",
            "optionB": "Liberalisation, Privatisation, Globalisation",
            "optionC": "Land, Power, Gold",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "These are the three pillars of the 1991 economic shift."
        },
        {
            "id": "q_280",
            "question": "What is 'Disinvestment'?",
            "optionA": "Buying more shares",
            "optionB": "Sale of government shares in public sector undertakings",
            "optionC": "Increasing 100% tax",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It is a part of the privatization strategy."
        },
        {
            "id": "q_281",
            "question": "The First Five Year Plan was basically a\/an ___ plan?",
            "optionA": "Industrial",
            "optionB": "Agricultural",
            "optionC": "Educational",
            "optionD": "Service",
            "correctOption": "B",
            "explanation": "It focused on food security and rural growth."
        },
        {
            "id": "q_282",
            "question": "Inclusive growth was given major emphasis in which plan?",
            "optionA": "First",
            "optionB": "Eleventh",
            "optionC": "Fifth",
            "optionD": "Second",
            "correctOption": "B",
            "explanation": "The 11th and 12th plans focused on \"faster and more inclusive growth\"."
        },
        {
            "id": "q_283",
            "question": "The \"65 years old Planning Commission\" was described as a ___ organisation by Arun Jaitley?",
            "optionA": "Redundant",
            "optionB": "Essential",
            "optionC": "Modern",
            "optionD": "Banking",
            "correctOption": "A",
            "explanation": "This justification was used for the creation of NITI Aayog."
        },
        {
            "id": "q_284",
            "question": "In 1948, industries were divided into how many broad categories?",
            "optionA": "Two",
            "optionB": "Three",
            "optionC": "Four",
            "optionD": "Five",
            "correctOption": "C",
            "explanation": "The 1948 IPR laid the foundation for the mixed economy."
        },
        {
            "id": "q_285",
            "question": "Which plan was approved by the National Development Council (NDC) on 27th December 2012?",
            "optionA": "10th",
            "optionB": "11th",
            "optionC": "12th",
            "optionD": "8th",
            "correctOption": "C",
            "explanation": "This was the final approval for the last five-year plan."
        },
        {
            "id": "q_286",
            "question": "Reduction of decadal growth of population to 16.2% was a thrust area of which plan?",
            "optionA": "5th",
            "optionB": "10th",
            "optionC": "12th",
            "optionD": "1st",
            "correctOption": "B",
            "explanation": "(Reference page 216)."
        },
        {
            "id": "q_287",
            "question": "India's rank in Human Development Index in 2014 was?",
            "optionA": "100",
            "optionB": "135",
            "optionC": "91",
            "optionD": "118",
            "correctOption": "B",
            "explanation": "India was 135th out of 187 countries."
        },
        {
            "id": "q_288",
            "question": "Which organization's study noted that the top 20% of households in India receive 53.2% of total income?",
            "optionA": "RBI",
            "optionB": "NCAER",
            "optionC": "SEBI",
            "optionD": "UNESCO",
            "correctOption": "B",
            "explanation": "National Council of Applied Economic Research conducted this study on inequality."
        },
        {
            "id": "q_289",
            "question": "Was the Indian economy highly industrialised at the time of independence?",
            "optionA": "Yes",
            "optionB": "No",
            "optionC": "Only in Odisha",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It was predominantly an agrarian economy."
        },
        {
            "id": "q_290",
            "question": "The 1956 IPR is also known as the ___?",
            "optionA": "Paper Plan",
            "optionB": "Economic Constitution",
            "optionC": "Agriculture Policy",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It set the course for India's industrial future."
        },
        {
            "id": "q_291",
            "question": "Who selects the CEO of NITI Aayog?",
            "optionA": "President",
            "optionB": "Chief Justice",
            "optionC": "Prime Minister",
            "optionD": "People by vote",
            "correctOption": "C",
            "explanation": "The PM appoints the CEO for a fixed tenure."
        },
        {
            "id": "q_292",
            "question": "Which plan aimed at the \"Universalisation of primary education\" by 2007?",
            "optionA": "12th",
            "optionB": "10th",
            "optionC": "5th",
            "optionD": "8th",
            "correctOption": "B",
            "explanation": "(Reference page 216)."
        },
        {
            "id": "q_293",
            "question": "In terms of total number of persons, how many were unemployed in India around 2012?",
            "optionA": "1 million",
            "optionB": "10 million",
            "optionC": "40 million",
            "optionD": "100 million",
            "correctOption": "C",
            "explanation": "(Reference page 220)."
        },
        {
            "id": "q_294",
            "question": "What was the target for the fiscal deficit in the 12th Plan?",
            "optionA": "5%",
            "optionB": "3 per cent",
            "optionC": "10%",
            "optionD": "1%",
            "correctOption": "B",
            "explanation": "Reducing the deficit is crucial for economic stability."
        },
        {
            "id": "q_295",
            "question": "By 2014-15, the share of the service sector in India's GDP grew to?",
            "optionA": "17.4%",
            "optionB": "29.7%",
            "optionC": "52.9 per cent",
            "optionD": "80%",
            "correctOption": "C",
            "explanation": "Services now dominate the Indian economy."
        },
        {
            "id": "q_296",
            "question": "Poverty is defined as the deprivation from ___ consumption requirements necessary to keep a person alive and active.",
            "optionA": "Maximum",
            "optionB": "Minimum",
            "optionC": "Average",
            "optionD": "Luxury",
            "correctOption": "B",
            "explanation": "Poverty is essentially the inability to meet basic survival needs."
        },
        {
            "id": "q_297",
            "question": "What is 'Absolute Poverty'?",
            "optionA": "Comparing income with neighbors",
            "optionB": "Inability to obtain a minimum standard of consumption for bare existence",
            "optionC": "Living in a small house",
            "optionD": "Not having a car",
            "correctOption": "B",
            "explanation": "It refers to the absolute lack of basic necessities like food and shelter."
        },
        {
            "id": "q_298",
            "question": "'Relative Poverty' is a measure of ___ in the society.",
            "optionA": "Population",
            "optionB": "Literacy",
            "optionC": "Inequality",
            "optionD": "Health",
            "correctOption": "B",
            "explanation": "It reflects how the consumption of one person falls behind another's in a society."
        },
        {
            "id": "q_299",
            "question": "Which ratio is used to measure the number of persons living below the poverty line?",
            "optionA": "Literacy Ratio",
            "optionB": "Sex Ratio",
            "optionC": "Head Count Ratio (HCR)",
            "optionD": "Dependency Ratio",
            "correctOption": "C",
            "explanation": "HCR is calculated by dividing the number of poor by the total population."
        },
        {
            "id": "q_300",
            "question": "The Task Force (1979) defined the poverty line based on a daily calorie intake of ___ for rural areas?",
            "optionA": "2100 calories",
            "optionB": "2400 calories",
            "optionC": "1800 calories",
            "optionD": "3000 calories",
            "correctOption": "B",
            "explanation": "People in rural areas need more calories due to heavy physical labor."
        },
        {
            "id": "q_301",
            "question": "The poverty line daily calorie requirement for urban areas is?",
            "optionA": "2400",
            "optionB": "2100 calories",
            "optionC": "2000",
            "optionD": "2500",
            "correctOption": "B",
            "explanation": "Urban requirements are lower than rural requirements as per the 1979 Task Force."
        },
        {
            "id": "q_302",
            "question": "According to the Suresh Tendulkar Methodology, the poverty line for urban areas in 2011-12 was fixed at?",
            "optionA": "Rs. 816 per month",
            "optionB": "Rs. 1000 per month",
            "optionC": "Rs. 500",
            "optionD": "Rs. 2000",
            "correctOption": "B",
            "explanation": "This was the monthly per capita expenditure limit set for urban dwellers."
        },
        {
            "id": "q_303",
            "question": "What was the rural poverty line per month in 2011-12 as per the Tendulkar methodology?",
            "optionA": "Rs. 1000",
            "optionB": "Rs. 816",
            "optionC": "Rs. 672",
            "optionD": "Rs. 447",
            "correctOption": "B",
            "explanation": "The cost of living is generally lower in rural areas, hence a lower monetary threshold."
        },
        {
            "id": "q_304",
            "question": "In absolute terms, the number of poor in India declined from 407.6 million in 2004-05 to ___ in 2011-12?",
            "optionA": "100 million",
            "optionB": "200.5 million",
            "optionC": "269.8 million",
            "optionD": "354.7 million",
            "correctOption": "C",
            "explanation": "There was a 14 per cent reduction in the number of poor people during this period."
        },
        {
            "id": "q_305",
            "question": "Which of the following is a major cause of poverty in India?",
            "optionA": "Slow rate of economic growth",
            "optionB": "Rapid growth of population",
            "optionC": "Low productivity of agriculture",
            "optionD": "All of the above",
            "correctOption": "D",
            "explanation": "Poverty is a result of multiple interlocking socio-economic factors."
        },
        {
            "id": "q_306",
            "question": "'Neglect of small scale and cottage industries' leads to poverty because these industries are?",
            "optionA": "Capital-intensive",
            "optionB": "Labour-intensive",
            "optionC": "Technology-intensive",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Neglecting them reduces employment opportunities for the masses."
        },
        {
            "id": "q_307",
            "question": "Between 1951 and 1969, the government relied primarily on ___ to alleviate poverty?",
            "optionA": "Free food",
            "optionB": "Fast economic growth (Trickle-down effect)",
            "optionC": "Direct cash transfer",
            "optionD": "Mandatory jobs",
            "correctOption": "B",
            "explanation": "Planners believed growth benefits would eventually reach the poor."
        },
        {
            "id": "q_308",
            "question": "The 'Hill Area Development Agency' (HADA) was launched in?",
            "optionA": "1950",
            "optionB": "1960",
            "optionC": "1972",
            "optionD": "1991",
            "correctOption": "C",
            "explanation": "It aimed to reduce regional imbalances in hilly regions like Jammu & Kashmir."
        },
        {
            "id": "q_309",
            "question": "Which scheme was formed in 1999 by merging IRDP, TRYSEM, DWCRA, SITRA, GKY, and MWS?",
            "optionA": "MGNREGS",
            "optionB": "PMRY",
            "optionC": "Swarnajayanti Gram Swarozgar Yojana (SGSY)",
            "optionD": "SSA",
            "correctOption": "C",
            "explanation": "SGSY was an integrated self-employment programme."
        },
        {
            "id": "q_310",
            "question": "What are the beneficiaries under the SGSY programme called?",
            "optionA": "Workers",
            "optionB": "Swarozgaris",
            "optionC": "Trainees",
            "optionD": "Employees",
            "correctOption": "B",
            "explanation": "They are members of Self-Help Groups (SHGs) aiming for self-employment."
        },
        {
            "id": "q_311",
            "question": "The Grama Sabha is responsible for selecting BPL households for which scheme?",
            "optionA": "Niti Aayog",
            "optionB": "SGSY",
            "optionC": "SEBI",
            "optionD": "RBI",
            "correctOption": "B",
            "explanation": "Local participation is key to identifying the true poor."
        },
        {
            "id": "q_312",
            "question": "PMRY (Prime Minister's Rozgar Yojana) specifically targets?",
            "optionA": "Farmers",
            "optionB": "Educated unemployed youth",
            "optionC": "Children",
            "optionD": "Elderly people",
            "correctOption": "B",
            "explanation": "It provides financial assistance to help educated youth start micro-enterprises."
        },
        {
            "id": "q_313",
            "question": "The 'Food for Work Programme' (FWP) was originally launched in?",
            "optionA": "1950",
            "optionB": "1977",
            "optionC": "1991",
            "optionD": "2005",
            "correctOption": "B",
            "explanation": "Its objective was to provide employment while improving nutrition."
        },
        {
            "id": "q_314",
            "question": "Rural Landless Employment Guarantee Programme (RLEGP) aimed to provide how many man-days of work per year?",
            "optionA": "50",
            "optionB": "100 man-days",
            "optionC": "200",
            "optionD": "365",
            "correctOption": "B",
            "explanation": "It targeted at least one person in each landless household."
        },
        {
            "id": "q_315",
            "question": "MGNREGS was launched in 2006 to provide at least ___ days of guaranteed wage employment?",
            "optionA": "50",
            "optionB": "100 days",
            "optionC": "150",
            "optionD": "200",
            "correctOption": "B",
            "explanation": "It is a rights-based framework for rural employment."
        },
        {
            "id": "q_316",
            "question": "A person is considered 'unemployed' if they are in the productive age group of?",
            "optionA": "0 to 14 years",
            "optionB": "15 to 59 years",
            "optionC": "Above 60 years",
            "optionD": "All ages",
            "correctOption": "B",
            "explanation": "This age group constitutes the active labour force."
        },
        {
            "id": "q_317",
            "question": "Unemployment refers to a situation where a person is willing and able to work but?",
            "optionA": "Doesn't want to work",
            "optionB": "Fails to secure gainful employment",
            "optionC": "Wants to sleep",
            "optionD": "Is too rich",
            "correctOption": "B",
            "explanation": "Involuntary unemployment is the concern of economics."
        },
        {
            "id": "q_318",
            "question": "'Cyclical Unemployment' is mostly found in?",
            "optionA": "Developing countries",
            "optionB": "Developed countries",
            "optionC": "Only in India",
            "optionD": "Only in villages",
            "correctOption": "B",
            "explanation": "It is caused by the downward phase of the business cycle."
        },
        {
            "id": "q_319",
            "question": "What type of unemployment is found when more workers are engaged in a task than required?",
            "optionA": "Seasonal",
            "optionB": "Structural",
            "optionC": "Disguised unemployment",
            "optionD": "Open",
            "correctOption": "C",
            "explanation": "Also called 'hidden' unemployment, common in Indian agriculture."
        },
        {
            "id": "q_320",
            "question": "'Seasonal Unemployment' in India is most common in?",
            "optionA": "Information Technology",
            "optionB": "Banking",
            "optionC": "Agriculture",
            "optionD": "Railways",
            "correctOption": "C",
            "explanation": "Farmers remain idle during months when there is no sowing or harvesting."
        },
        {
            "id": "q_321",
            "question": "Educated unemployment is primarily a\/an ___ problem in India.",
            "optionA": "Rural",
            "optionB": "Urban",
            "optionC": "Foreign",
            "optionD": "Non-existent",
            "correctOption": "B",
            "explanation": "It affects general graduates in cities due to a lack of professional jobs."
        },
        {
            "id": "q_322",
            "question": "'Underemployment' occurs when a worker?",
            "optionA": "Is too busy",
            "optionB": "Does a work that is inferior to their qualification",
            "optionC": "Works 24 hours",
            "optionD": "Earns too much",
            "correctOption": "B",
            "explanation": "For example, an engineer working as a salesman."
        },
        {
            "id": "q_323",
            "question": "According to Raj Krishna's criteria, a person is 'severely underemployed' if they work ___ per week?",
            "optionA": "70 hours",
            "optionB": "42 hours",
            "optionC": "28 hours or less",
            "optionD": "10 hours",
            "correctOption": "C",
            "explanation": "This is based on the 'time criterion' of employment."
        },
        {
            "id": "q_324",
            "question": "What was the total number of unemployed in India according to the text in 2012?",
            "optionA": "10 million",
            "optionB": "23.3 million",
            "optionC": "40 million",
            "optionD": "100 million",
            "correctOption": "C",
            "explanation": "This reflects a massive backlog of job seekers."
        },
        {
            "id": "q_325",
            "question": "Which organization develops concepts like 'Usual Status' and 'Current Daily Status' for unemployment?",
            "optionA": "RBI",
            "optionB": "SEBI",
            "optionC": "NSSO",
            "optionD": "LIC",
            "correctOption": "C",
            "explanation": "National Sample Survey Organisation provides the official data."
        },
        {
            "id": "q_326",
            "question": "A major cause of the 'Large Supply of Labour Force' in India is?",
            "optionA": "Low birth rate",
            "optionB": "Fast growing population",
            "optionC": "High literacy",
            "optionD": "Use of robots",
            "correctOption": "B",
            "explanation": "Population growth outpaces job creation."
        },
        {
            "id": "q_327",
            "question": "Inappropriate Educational System in India lacks?",
            "optionA": "Books",
            "optionB": "Students",
            "optionC": "Manpower planning and technical training",
            "optionD": "Buildings",
            "correctOption": "C",
            "explanation": "The system produces graduates who are not always employable."
        },
        {
            "id": "q_328",
            "question": "Which of the following is a measure to solve the unemployment problem?",
            "optionA": "Population Control",
            "optionB": "Revamping Education System",
            "optionC": "Stimulating Economic Growth",
            "optionD": "All of the above",
            "correctOption": "D",
            "explanation": "A multi-pronged approach is required."
        },
        {
            "id": "q_329",
            "question": "Tackling 'Seasonal Unemployment' can be done by providing incentives for?",
            "optionA": "Sleeping",
            "optionB": "Poultry, horticulture, and dairy farming",
            "optionC": "Only growing rice",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Diversifying rural activities keeps people employed year-round."
        },
        {
            "id": "q_330",
            "question": "The use of 'Appropriate Technology' suggests using ___ technology in a labour-abundant country like India?",
            "optionA": "Capital-intensive",
            "optionB": "Labour-intensive",
            "optionC": "Robotic only",
            "optionD": "No technology",
            "correctOption": "B",
            "explanation": "Using more labor creates more jobs."
        },
        {
            "id": "q_331",
            "question": "Inflation can be defined as a state of sustained and rapid rise in?",
            "optionA": "GDP",
            "optionB": "Price level",
            "optionC": "Literacy",
            "optionD": "Population",
            "correctOption": "B",
            "explanation": "It is the continuous increase in the cost of goods and services."
        },
        {
            "id": "q_332",
            "question": "If the annual growth rate of prices is 25% over 5 years, the average annual inflation rate is?",
            "optionA": "25%",
            "optionB": "10%",
            "optionC": "5 per cent",
            "optionD": "1%",
            "correctOption": "C",
            "explanation": "Calculated by dividing the total rise by the period."
        },
        {
            "id": "q_333",
            "question": "Which index measures changes in the average retail prices paid by consumers?",
            "optionA": "WPI",
            "optionB": "GDP Deflator",
            "optionC": "Consumer Price Index (CPI)",
            "optionD": "Sensex",
            "correctOption": "C",
            "explanation": "Also known as the cost of living index."
        },
        {
            "id": "q_334",
            "question": "During the First Five Year Plan (1951-56), the price level was?",
            "optionA": "Very high",
            "optionB": "Stable",
            "optionC": "Negative",
            "optionD": "Doubled",
            "correctOption": "B",
            "explanation": "The first plan was a rare period of price stability."
        },
        {
            "id": "q_335",
            "question": "The Wholesale Price Index (WPI) rose at an annual average rate of ___ between 1981 and 1991?",
            "optionA": "2%",
            "optionB": "5%",
            "optionC": "6.9 per cent",
            "optionD": "15%",
            "correctOption": "C",
            "explanation": "This period saw mounting inflationary pressure."
        },
        {
            "id": "q_336",
            "question": "In 1990-91, the inflation rate measured by WPI was?",
            "optionA": "5%",
            "optionB": "10.3 per cent",
            "optionC": "2%",
            "optionD": "20%",
            "correctOption": "B",
            "explanation": "This high rate contributed to the economic crisis of 1991."
        },
        {
            "id": "q_337",
            "question": "A 'comfortable level' of inflation according to RBI is within the range of?",
            "optionA": "0 to 2%",
            "optionB": "4 to 5 per cent",
            "optionC": "10 to 15%",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Mild inflation is seen as stimulating for growth."
        },
        {
            "id": "q_338",
            "question": "'Demand-pull' factors causing inflation include?",
            "optionA": "High taxes",
            "optionB": "Mounting government expenditure",
            "optionC": "Low wages",
            "optionD": "Good crops",
            "correctOption": "B",
            "explanation": "High government spending puts more money in people's hands, raising demand."
        },
        {
            "id": "q_339",
            "question": "'Black Money' leads to a rise in price levels because it is often used for?",
            "optionA": "Saving",
            "optionB": "Hoarding and black marketing",
            "optionC": "Donating to charity",
            "optionD": "Paying taxes",
            "correctOption": "B",
            "explanation": "Unaccounted money fuels artificial demand and supply shortages."
        },
        {
            "id": "q_340",
            "question": "Which 'Cost-push' factor was responsible for high inflation in 2009-10?",
            "optionA": "High literacy",
            "optionB": "Rise in prices of vegetables and fruits",
            "optionC": "Decrease in wages",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Low supply of essential food items drives prices up."
        },
        {
            "id": "q_341",
            "question": "Inflation makes the ___ richer and the ___ poorer?",
            "optionA": "Poor, Rich",
            "optionB": "Rich, Poor",
            "optionC": "Farmers, Bankers",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It increases the gap of inequality in society."
        },
        {
            "id": "q_342",
            "question": "The 'Weakening of Rupee' means the value of the rupee in terms of US dollar is?",
            "optionA": "Rising",
            "optionB": "Falling",
            "optionC": "Constant",
            "optionD": "Zero",
            "correctOption": "B",
            "explanation": "High inflation reduces the purchasing power of the currency."
        },
        {
            "id": "q_343",
            "question": "'Repo Rate' is the rate at which?",
            "optionA": "People borrow from banks",
            "optionB": "RBI lends to commercial banks",
            "optionC": "Banks lend to each other",
            "optionD": "Government collects tax",
            "correctOption": "B",
            "explanation": "Raising the repo rate is a tool to control inflation."
        },
        {
            "id": "q_344",
            "question": "What is the 'Cash Reserve Ratio' (CRR)?",
            "optionA": "Money in the pocket",
            "optionB": "Fraction of total deposits commercial banks park with RBI",
            "optionC": "Total gold with government",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Increasing CRR reduces the lending capacity of banks to control demand."
        },
        {
            "id": "q_345",
            "question": "'Statutory Liquidity Ratio' (SLR) involves commercial banks maintaining assets in?",
            "optionA": "Cash only",
            "optionB": "Government securities and gold",
            "optionC": "Foreign currency",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "This is a quantitative credit control measure by RBI."
        },
        {
            "id": "q_346",
            "question": "What is the 'Reverse Repo Rate'?",
            "optionA": "Rate at which RBI lends to banks",
            "optionB": "Rate at which RBI borrows or accepts deposits from commercial banks",
            "optionC": "Tax rate",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Increasing this rate encourages banks to park more funds with the RBI, reducing money supply."
        },
        {
            "id": "q_347",
            "question": "Inflation leads to a 'fall in real consumption' because?",
            "optionA": "People have more money",
            "optionB": "Money value decreases and prices rise",
            "optionC": "Goods are not available",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "High prices reduce the quantity of goods a fixed income can buy."
        },
        {
            "id": "q_348",
            "question": "What is the effect of inflation on exports?",
            "optionA": "Increases exports",
            "optionB": "Makes exports less competitive and reduces them",
            "optionC": "No effect",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Rising domestic prices make Indian goods expensive for foreign buyers."
        },
        {
            "id": "q_349",
            "question": "A 'Fiscal Measure' to control inflation involves?",
            "optionA": "Raising interest rates",
            "optionB": "Increasing tax revenue and reducing wasteful expenditure",
            "optionC": "Printing more money",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Reducing the budget deficit helps lower the total demand in the economy."
        },
        {
            "id": "q_350",
            "question": "Which organization's report (2010) highlighted that inflation kept 19.4 million people in poverty in Asia?",
            "optionA": "World Bank",
            "optionB": "United Nations (UNESCAP)",
            "optionC": "IMF",
            "optionD": "WTO",
            "correctOption": "B",
            "explanation": "High food prices hit the poorest sections of society the hardest."
        },
        {
            "id": "q_351",
            "question": "The term 'Sustainable Development' was popularized by which report in 1987?",
            "optionA": "Niti Aayog Report",
            "optionB": "Brundtland Report (Our Common Future)",
            "optionC": "Census Report",
            "optionD": "RBI Bulletin",
            "correctOption": "B",
            "explanation": "It defined development that meets present needs without compromising future generations."
        },
        {
            "id": "q_352",
            "question": "What is the core condition for sustainable development regarding natural resources?",
            "optionA": "Exhaust them quickly",
            "optionB": "Existing stock of natural resources should at least be maintained",
            "optionC": "Only use coal",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Future generations must inherit a combined capital stock (man-made and natural) equal to the current one."
        },
        {
            "id": "q_353",
            "question": "According to the Brundtland Report, development is a strategy that manages all assets, except?",
            "optionA": "Natural resources",
            "optionB": "Human resources",
            "optionC": "Financial assets",
            "optionD": "Space exploration",
            "correctOption": "D",
            "explanation": "It focuses on natural, human, and physical assets for long-term wellbeing."
        },
        {
            "id": "q_354",
            "question": "When total benefit (B) minus total cost (C) is maximum, the stock of natural capital is said to be?",
            "optionA": "Low",
            "optionB": "Optimal",
            "optionC": "Zero",
            "optionD": "Wasteful",
            "correctOption": "B",
            "explanation": "This represents the ideal balance for environmental and economic health."
        },
        {
            "id": "q_355",
            "question": "Which of the following is an 'Indicator' of Sustainable Development used by the CSD?",
            "optionA": "Infant mortality rate",
            "optionB": "Emission of green house gases",
            "optionC": "Adult literacy rate",
            "optionD": "All of the above",
            "correctOption": "D",
            "explanation": "The Commission on Sustainable Development uses a broad range of socio-economic and environmental markers."
        },
        {
            "id": "q_356",
            "question": "What is considered a 'cost' of economic development in the context of the environment?",
            "optionA": "Higher GDP",
            "optionB": "Depletion of resources and land pollution",
            "optionC": "More schools",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Rapid industrialization often leads to environmental damage."
        },
        {
            "id": "q_357",
            "question": "Global warming is the rising average temperature of Earth's atmosphere and oceans since?",
            "optionA": "1991",
            "optionB": "The late 19th century",
            "optionC": "1947",
            "optionD": "2011",
            "correctOption": "B",
            "explanation": "The rise is mainly due to the concentration of greenhouse gases."
        },
        {
            "id": "q_358",
            "question": "Which gas is the chief constituent (>90%) of volcanic gases but also a major greenhouse gas?",
            "optionA": "Oxygen",
            "optionB": "Water vapour",
            "optionC": "Nitrogen",
            "optionD": "Argon",
            "correctOption": "B",
            "explanation": "Water vapour, along with CO2 and Methane, traps heat in the atmosphere."
        },
        {
            "id": "q_359",
            "question": "Methane (CH4) is produced in high quantities in which type of agricultural fields?",
            "optionA": "Wheat fields",
            "optionB": "Paddy (Rice) fields and marshy land",
            "optionC": "Apple orchards",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Rotting organic matter in flooded fields releases methane."
        },
        {
            "id": "q_360",
            "question": "Which process describes the 'trapping' of heat inside the atmosphere by certain gases?",
            "optionA": "Evaporation",
            "optionB": "Green house effect",
            "optionC": "Sublimation",
            "optionD": "Condensation",
            "correctOption": "B",
            "explanation": "These gases act like the walls of a glass house."
        },
        {
            "id": "q_361",
            "question": "As per the IPCC (1990), global sea level is predicted to rise by how much by 2098-2099?",
            "optionA": "10 meters",
            "optionB": "0.18 to 0.59 meter",
            "optionC": "5 meters",
            "optionD": "1 km",
            "correctOption": "B",
            "explanation": "This rise is a result of melting polar ice-caps."
        },
        {
            "id": "q_362",
            "question": "What is a major negative effect of global warming on animals?",
            "optionA": "More food",
            "optionB": "Extinction of species and reduced diversity",
            "optionC": "Larger habitats",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Changes in temperature and sea levels destroy natural ecosystems."
        },
        {
            "id": "q_363",
            "question": "Warmer seas could cause some species, like turtles, to?",
            "optionA": "Grow wings",
            "optionB": "Become entirely female",
            "optionC": "Stop eating",
            "optionD": "Migrate to mountains",
            "correctOption": "B",
            "explanation": "Water temperature affects the sex-ratio of hatchlings in certain reptiles."
        },
        {
            "id": "q_364",
            "question": "Climate change is considered 'largely ___'?",
            "optionA": "Reversible",
            "optionB": "Irreversible",
            "optionC": "Temporary",
            "optionD": "Minor",
            "correctOption": "B",
            "explanation": "Once the global environment shifts, it is extremely difficult to return to its previous state."
        },
        {
            "id": "q_365",
            "question": "Which human factor contributes to climate change?",
            "optionA": "Burning of fossil fuels",
            "optionB": "Deforestation",
            "optionC": "Industrial activities",
            "optionD": "All of the above",
            "correctOption": "D",
            "explanation": "These actions increase greenhouse gas concentrations."
        },
        {
            "id": "q_366",
            "question": "What is the international level of per capita consumption expenditure for defining the poverty line?",
            "optionA": "1 US dollar",
            "optionB": "2 US dollar",
            "optionC": "1.5 US dollar",
            "optionD": "1.25 US dollar",
            "correctOption": "D",
            "explanation": "This is a standard measure used by global organizations."
        },
        {
            "id": "q_367",
            "question": "In 1979, the Task Force fixed the poverty line at Rs. 49.09 for which area?",
            "optionA": "Urban",
            "optionB": "Rural",
            "optionC": "International",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Based on 1973-74 prices for the rural population."
        },
        {
            "id": "q_368",
            "question": "The per day per capita expenditure requirement for rural areas in 2009-10 (Tendulkar methodology) was?",
            "optionA": "Rs. 14.80",
            "optionB": "Rs. 22.40",
            "optionC": "Rs. 37.2",
            "optionD": "Rs. 41.8",
            "correctOption": "B",
            "explanation": "This translates to the monthly figure of Rs. 672."
        },
        {
            "id": "q_369",
            "question": "Which of the following is NOT a wage employment programme?",
            "optionA": "MGNREGS",
            "optionB": "SGRY",
            "optionC": "JRY",
            "optionD": "PMRY",
            "correctOption": "D",
            "explanation": "Prime Minister's Rozgar Yojana (PMRY) is a self-employment scheme for educated youth."
        },
        {
            "id": "q_370",
            "question": "The Head Count Ratio (HCR) is calculated as?",
            "optionA": "Total population \/ Number of poor",
            "optionB": "Number of persons living below poverty line \/ Total population",
            "optionC": "Income \/ 100",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It is expressed as a percentage of the total population."
        },
        {
            "id": "q_371",
            "question": "Which scheme was merged with MGNREGS in 2008?",
            "optionA": "IRDP",
            "optionB": "TRYSEM",
            "optionC": "SGRY",
            "optionD": "MWS",
            "correctOption": "C",
            "explanation": "Sampoorna Gramin Rojgar Yojana was merged into the larger rural employment guarantee scheme."
        },
        {
            "id": "q_372",
            "question": "What is the nature of unemployment in developed countries?",
            "optionA": "Disguised",
            "optionB": "Structural",
            "optionC": "Cyclical",
            "optionD": "Permanent",
            "correctOption": "C",
            "explanation": "It fluctuates based on the business cycles of the market."
        },
        {
            "id": "q_373",
            "question": "Which of the following is the main cause of unemployment in India?",
            "optionA": "Lack of manpower planning",
            "optionB": "Inappropriate technology",
            "optionC": "Slow economic growth",
            "optionD": "All of the above",
            "correctOption": "D",
            "explanation": "These are structural and systemic issues in the Indian economy."
        },
        {
            "id": "q_374",
            "question": "Which of the following is a self-employment programme?",
            "optionA": "JRY",
            "optionB": "SGRY",
            "optionC": "SGSY",
            "optionD": "MGNREGS",
            "correctOption": "C",
            "explanation": "Swarnajayanti Gram Swarozgar Yojana focuses on creating self-run SHGs."
        },
        {
            "id": "q_375",
            "question": "Disguised unemployment refers to a situation where marginal productivity of labour is?",
            "optionA": "Very high",
            "optionB": "Increasing",
            "optionC": "Zero or near zero",
            "optionD": "100",
            "correctOption": "C",
            "explanation": "Adding more workers does not increase total output."
        },
        {
            "id": "q_376",
            "question": "According to the 2011 census, about ___ per cent of Indian women are illiterate?",
            "optionA": "26%",
            "optionB": "35 per cent",
            "optionC": "50%",
            "optionD": "10%",
            "correctOption": "B",
            "explanation": "This contributes to high birth rates and poverty."
        },
        {
            "id": "q_377",
            "question": "In which year was the 'National Rural Employment Guarantee Scheme' renamed with Mahatma Gandhi's name?",
            "optionA": "2006",
            "optionB": "2008",
            "optionC": "2009",
            "optionD": "2011",
            "correctOption": "C",
            "explanation": "It became MGNREGS (later MGNREGA)."
        },
        {
            "id": "q_378",
            "question": "Which level of annual inflation is considered 'comfortable' by RBI?",
            "optionA": "1%",
            "optionB": "2%",
            "optionC": "4 to 5 per cent",
            "optionD": "10%",
            "correctOption": "C",
            "explanation": "This range is considered healthy for a growing economy."
        },
        {
            "id": "q_379",
            "question": "Which of the following is NOT a monetary measure for control of inflation?",
            "optionA": "Repo rate",
            "optionB": "CRR",
            "optionC": "Government expenditure",
            "optionD": "Reverse repo rate",
            "correctOption": "C",
            "explanation": "Government expenditure is a 'Fiscal' tool, not a monetary one."
        },
        {
            "id": "q_380",
            "question": "Which of the following is a fiscal tool?",
            "optionA": "Taxation",
            "optionB": "SLR",
            "optionC": "Repo rate",
            "optionD": "None",
            "correctOption": "A",
            "explanation": "Taxes are used by the government to reduce the disposable income of people."
        },
        {
            "id": "q_381",
            "question": "The major contributor to overall inflation in India is often?",
            "optionA": "Fuel inflation",
            "optionB": "Food inflation",
            "optionC": "Manufacturing inflation",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Rise in prices of essential food items drives the general price index."
        },
        {
            "id": "q_382",
            "question": "Unaccounted money in the hands of tax evaders and builders is called?",
            "optionA": "White money",
            "optionB": "Black money",
            "optionC": "Blue money",
            "optionD": "Credit",
            "correctOption": "B",
            "explanation": "This 'parallel economy' fuels inflationary pressure."
        },
        {
            "id": "q_383",
            "question": "In which year did the term 'sustainable development' come into prominence?",
            "optionA": "1985",
            "optionB": "1987",
            "optionC": "1990",
            "optionD": "1980",
            "correctOption": "B",
            "explanation": "Following the publication of the Brundtland Report."
        },
        {
            "id": "q_384",
            "question": "What was the extent of increase in Earth's average temperature during 1906-2005?",
            "optionA": "0.5° C",
            "optionB": "0.74 ± 0.18° C",
            "optionC": "1.5° C",
            "optionD": "2° C",
            "correctOption": "B",
            "explanation": "This data is provided by the Fourth Assessment Report of the IPCC."
        },
        {
            "id": "q_385",
            "question": "Rising temperature of Earth's atmosphere mainly due to greenhouse gases is called?",
            "optionA": "Global warming",
            "optionB": "Acid rain",
            "optionC": "Photosynthesis",
            "optionD": "None",
            "correctOption": "A",
            "explanation": "It is the primary cause of modern climate change."
        },
        {
            "id": "q_386",
            "question": "'Our Common Future' is also known as the?",
            "optionA": "Planning Report",
            "optionB": "Brundtland Report",
            "optionC": "Niti Aayog Vision",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It is the most famous document on sustainability."
        },
        {
            "id": "q_387",
            "question": "Poverty line is fixed by the Indian Planning Commission on the basis of?",
            "optionA": "Height",
            "optionB": "Per capita income\/expenditure",
            "optionC": "Weight",
            "optionD": "Age",
            "correctOption": "B",
            "explanation": "It is based on the ability to buy a minimum consumption basket."
        },
        {
            "id": "q_388",
            "question": "SGSY is an example of an ___ development programme?",
            "optionA": "Urban",
            "optionB": "Area",
            "optionC": "Foreign",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It focuses on rural area development through self-employment."
        },
        {
            "id": "q_389",
            "question": "Is the birth rate in India showing a rising trend?",
            "optionA": "Yes",
            "optionB": "No",
            "optionC": "It is stable",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "The birth rate is slowly falling, though still higher than the death rate."
        },
        {
            "id": "q_390",
            "question": "Is the death rate in India showing a rising trend?",
            "optionA": "Yes",
            "optionB": "No",
            "optionC": "It is stable",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "The death rate has fallen rapidly due to medical advancement."
        },
        {
            "id": "q_391",
            "question": "The 1921 census is known as the year of?",
            "optionA": "Population Explosion",
            "optionB": "Great Divide",
            "optionC": "Independence",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It marked the shift from erratic to consistent population growth."
        },
        {
            "id": "q_392",
            "question": "The 11th Five Year Plan (2007-12) was launched with an outlay of?",
            "optionA": "Rs. 5 lakh",
            "optionB": "Rs. 1.960 cr",
            "optionC": "Rs. 36,44,718 crore",
            "optionD": "None",
            "correctOption": "C",
            "explanation": "This was a massive increase in developmental funding."
        },
        {
            "id": "q_393",
            "question": "India's rank in Human Development Index (2014) was?",
            "optionA": "91",
            "optionB": "79",
            "optionC": "135",
            "optionD": "118",
            "correctOption": "C",
            "explanation": "India was 135th among 187 countries."
        },
        {
            "id": "q_394",
            "question": "A situation where elements of development do not decrease over time is?",
            "optionA": "Stagnation",
            "optionB": "Sustainable development",
            "optionC": "Inflation",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It implies growth that is durable and long-lasting."
        },
        {
            "id": "q_395",
            "question": "The most important cause of global warming mentioned in causes is?",
            "optionA": "Greenhouse gas concentration",
            "optionB": "Volcanic eruptions",
            "optionC": "Solar luminosity",
            "optionD": "None",
            "correctOption": "A",
            "explanation": "More than 90% of scientists agree on this cause."
        },
        {
            "id": "q_396",
            "question": "Are natural calamities included in any component of time series?",
            "optionA": "Yes",
            "optionB": "No",
            "optionC": "Only in Odisha",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "(Note: This refers to the Statistics section which we will cover next)."
        },
        {
            "id": "q_397",
            "question": "The word 'Statistics' is derived from the Latin word?",
            "optionA": "Statista",
            "optionB": "Statistik",
            "optionC": "Status",
            "optionD": "Static",
            "correctOption": "C",
            "explanation": "'Status' in Latin means a political state."
        },
        {
            "id": "q_398",
            "question": "In the Italian language, the word for Statistics is?",
            "optionA": "Status",
            "optionB": "Statista",
            "optionC": "Statistik",
            "optionD": "Statics",
            "correctOption": "B",
            "explanation": "Historically, statistics was used for the administrative needs of the state."
        },
        {
            "id": "q_399",
            "question": "Who observed that \"Statistical thinking will one day be as necessary for efficient citizenship as the ability to read and write\"?",
            "optionA": "Adam Smith",
            "optionB": "H.G. Wells",
            "optionC": "Marshall",
            "optionD": "Bowley",
            "correctOption": "B",
            "explanation": "This highlights the importance of statistics in modern life."
        },
        {
            "id": "q_400",
            "question": "In which sense does 'Statistics' refer to numerical information or statistical data?",
            "optionA": "Singular sense",
            "optionB": "Plural sense",
            "optionC": "Both",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "In the plural sense, it refers to the actual data collected."
        },
        {
            "id": "q_401",
            "question": "Who defined statistics as \"the science of counting\"?",
            "optionA": "Horace Secrist",
            "optionB": "A.L. Bowley",
            "optionC": "Boddington",
            "optionD": "Yule",
            "correctOption": "B",
            "explanation": "Bowley emphasized the counting and mathematical aspect of the subject."
        },
        {
            "id": "q_402",
            "question": "In the 'Singular Sense', Statistics refers to?",
            "optionA": "Data",
            "optionB": "Statistical methods",
            "optionC": "Population",
            "optionD": "People",
            "correctOption": "B",
            "explanation": "It refers to the techniques of collection, presentation, and analysis."
        },
        {
            "id": "q_403",
            "question": "According to Horace Secrist, statistics are 'aggregates of ___'?",
            "optionA": "People",
            "optionB": "Facts",
            "optionC": "Numbers",
            "optionD": "Errors",
            "correctOption": "B",
            "explanation": "A single or isolated figure is not considered statistics."
        },
        {
            "id": "q_404",
            "question": "Which of the following is a characteristic of numerical data to be called statistics?",
            "optionA": "Affected by multiplicity of causes",
            "optionB": "Numerically expressed",
            "optionC": "Collected in a systematic manner",
            "optionD": "All of the above",
            "correctOption": "D",
            "explanation": "Data must meet several criteria to be scientifically valid as statistics."
        },
        {
            "id": "q_405",
            "question": "\"Statistics are like clay from which you can make a God or a Devil as you please\" was said by?",
            "optionA": "Marshall",
            "optionB": "W.I. King",
            "optionC": "H.G. Wells",
            "optionD": "Bernoulli",
            "correctOption": "B",
            "explanation": "This refers to the potential for both use and misuse of statistics."
        },
        {
            "id": "q_406",
            "question": "The basic objective of statistics is to ___ the complexity of information?",
            "optionA": "Increase",
            "optionB": "Simplify",
            "optionC": "Ignore",
            "optionD": "Hide",
            "correctOption": "B",
            "explanation": "It makes large masses of data intelligible and easy to understand."
        },
        {
            "id": "q_407",
            "question": "Which function of statistics helps in predicting the future values of a variable?",
            "optionA": "Comparison",
            "optionB": "Forecasting",
            "optionC": "Classification",
            "optionD": "Tabulation",
            "correctOption": "B",
            "explanation": "For example, planners can forecast future population based on past data."
        },
        {
            "id": "q_408",
            "question": "Statistics acts as a 'Barometer' for?",
            "optionA": "Weather",
            "optionB": "Medicine",
            "optionC": "Economics",
            "optionD": "Sports",
            "correctOption": "C",
            "explanation": "It measures the growth and fluctuations in the economy."
        },
        {
            "id": "q_409",
            "question": "Who stated that \"Statistics are the straws out of which Economists have to make bricks\"?",
            "optionA": "H.G. Wells",
            "optionB": "Marshall",
            "optionC": "Adam Smith",
            "optionD": "Keynes",
            "correctOption": "B",
            "explanation": "This shows that economic theories are built upon statistical facts."
        },
        {
            "id": "q_410",
            "question": "Statistics is indispensable in 'Administration' for collecting data on?",
            "optionA": "Manpower",
            "optionB": "Crimes",
            "optionC": "Income",
            "optionD": "All of the above",
            "correctOption": "D",
            "explanation": "It helps the government in formulating various administrative policies."
        },
        {
            "id": "q_411",
            "question": "Statistics does NOT study ___ phenomena?",
            "optionA": "Quantitative",
            "optionB": "Qualitative",
            "optionC": "Numerical",
            "optionD": "Aggregated",
            "correctOption": "B",
            "explanation": "Qualities like beauty, honesty, and intelligence cannot be measured numerically."
        },
        {
            "id": "q_412",
            "question": "\"Statistical laws are not exact.\" This means they hold true only?",
            "optionA": "For individuals",
            "optionB": "On average",
            "optionC": "In the morning",
            "optionD": "Never",
            "correctOption": "B",
            "explanation": "They are based on approximations and probabilities."
        },
        {
            "id": "q_413",
            "question": "Statistics deals with 'aggregates', meaning it does not study?",
            "optionA": "Groups",
            "optionB": "Individuals",
            "optionC": "Countries",
            "optionD": "Cities",
            "correctOption": "B",
            "explanation": "A single mark of a student is not statistics; the average marks of a class is."
        },
        {
            "id": "q_414",
            "question": "'Distrust of Statistics' means?",
            "optionA": "Statistics is a fake science",
            "optionB": "Lack of trust in statistical data due to potential manipulation",
            "optionC": "Numbers are always wrong",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Because figures can be manipulated to suit one's wishes."
        },
        {
            "id": "q_415",
            "question": "What are the \"three types of lies\" mentioned in the text?",
            "optionA": "Small, Big, Huge",
            "optionB": "Lies, Damned Lies, and Statistics",
            "optionC": "White, Black, Grey",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "This is a famous quote illustrating how statistics can be misused."
        },
        {
            "id": "q_416",
            "question": "Data collected by the investigator for the first time from the source is?",
            "optionA": "Secondary Data",
            "optionB": "Primary Data",
            "optionC": "Internal Data",
            "optionD": "Published Data",
            "correctOption": "B",
            "explanation": "It is original in nature and like raw material."
        },
        {
            "id": "q_417",
            "question": "Data which have already been collected and processed by some other agency is?",
            "optionA": "Primary Data",
            "optionB": "Secondary Data",
            "optionC": "Internal Data",
            "optionD": "Raw Data",
            "correctOption": "B",
            "explanation": "For example, data taken from a government report or a newspaper."
        },
        {
            "id": "q_418",
            "question": "Which type of data is more expensive and time-consuming to collect?",
            "optionA": "Secondary",
            "optionB": "Primary",
            "optionC": "Internal",
            "optionD": "External",
            "correctOption": "B",
            "explanation": "Since it involves direct field studies and new investigations."
        },
        {
            "id": "q_419",
            "question": "Information collected from within an organization (like sales or wages) is called?",
            "optionA": "External source",
            "optionB": "Internal source",
            "optionC": "Primary source",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It comes from the basic records of the institution itself."
        },
        {
            "id": "q_420",
            "question": "The person who conducts the statistical enquiry is called the?",
            "optionA": "Informant",
            "optionB": "Respondent",
            "optionC": "Investigator",
            "optionD": "Local agent",
            "correctOption": "C",
            "explanation": "The investigator plans and supervises the collection process."
        },
        {
            "id": "q_421",
            "question": "The person who provides the information is known as the?",
            "optionA": "Investigator",
            "optionB": "Enumerator",
            "optionC": "Respondent or Informant",
            "optionD": "Scientist",
            "correctOption": "C",
            "explanation": "They answer the questions or provide the required data."
        },
        {
            "id": "q_422",
            "question": "In which method does the investigator personally contact the informants?",
            "optionA": "Indirect Oral Interview",
            "optionB": "Mailed Questionnaire",
            "optionC": "Direct Personal Observation",
            "optionD": "Local Agents",
            "correctOption": "C",
            "explanation": "This method provides the most accurate and original information."
        },
        {
            "id": "q_423",
            "question": "Which method is best when the field of investigation is very large and informants are educated?",
            "optionA": "Direct Observation",
            "optionB": "Mailed Questionnaire Method",
            "optionC": "Oral Interview",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It is economical but depends on the cooperation of informants."
        },
        {
            "id": "q_424",
            "question": "In the 'Schedule Method', who fills out the forms?",
            "optionA": "The Informant",
            "optionB": "The Enumerator",
            "optionC": "The Government",
            "optionD": "The Postman",
            "correctOption": "B",
            "explanation": "Enumerators are trained people who go to the informants and record their answers."
        },
        {
            "id": "q_425",
            "question": "Which method is applied to apprehend culprits in cases like theft or murder?",
            "optionA": "Mailed Questionnaire",
            "optionB": "Indirect Oral Interviews",
            "optionC": "Direct Observation",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Information is collected from witnesses or people related to the problem."
        },
        {
            "id": "q_426",
            "question": "Local agents or correspondents are generally employed by?",
            "optionA": "Doctors",
            "optionB": "Teachers",
            "optionC": "Government agencies and Newspapers",
            "optionD": "Small shops",
            "correctOption": "C",
            "explanation": "They provide regular and continuous information from a specific area."
        },
        {
            "id": "q_427",
            "question": "The Reserve Bank of India (RBI) Bulletin is an example of?",
            "optionA": "Primary Data",
            "optionB": "Official Publication (Secondary Data)",
            "optionC": "Private Data",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It is a published report by a government authority."
        },
        {
            "id": "q_428",
            "question": "Publications of the UNO, WHO, and IMF are classified as?",
            "optionA": "Semi-government",
            "optionB": "International",
            "optionC": "Private",
            "optionD": "Primary",
            "correctOption": "B",
            "explanation": "These are reliable global sources of secondary data."
        },
        {
            "id": "q_429",
            "question": "Scrutiny of secondary data is essential because?",
            "optionA": "It is always wrong",
            "optionB": "It may be inaccurate or unsuitable for the specific purpose",
            "optionC": "It is too expensive",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "One must check if the data is reliable and fits the current research."
        },
        {
            "id": "q_430",
            "question": "The National Sample Survey (NSS) was started in India in which year?",
            "optionA": "1947",
            "optionB": "1950",
            "optionC": "1951",
            "optionD": "1991",
            "correctOption": "B",
            "explanation": "It was established as a multipurpose continuing survey."
        },
        {
            "id": "q_431",
            "question": "What is the full form of NSSO?",
            "optionA": "National Social Service Office",
            "optionB": "National Sample Survey Organisation",
            "optionC": "National Savings Scheme Office",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It operates under the Ministry of Planning."
        },
        {
            "id": "q_432",
            "question": "The 'Census of India' is conducted every ___ years?",
            "optionA": "5",
            "optionB": "10 years",
            "optionC": "1",
            "optionD": "20",
            "correctOption": "B",
            "explanation": "It is the principal source of population statistics in India."
        },
        {
            "id": "q_433",
            "question": "The comprehensive census operation in India was first taken in?",
            "optionA": "1850",
            "optionB": "1872",
            "optionC": "1881",
            "optionD": "1901",
            "correctOption": "C",
            "explanation": "The 1881 census was the first complete one."
        },
        {
            "id": "q_434",
            "question": "The 'Registrar General of India' (RGI) works as the?",
            "optionA": "Governor",
            "optionB": "Ex-officio census commissioner",
            "optionC": "Finance Minister",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "RGI is responsible for conducting the population census."
        },
        {
            "id": "q_435",
            "question": "The method where every unit of the 'universe' or 'population' is studied is?",
            "optionA": "Sampling Method",
            "optionB": "Census Method",
            "optionC": "Indirect Method",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It provides the most accurate and detailed information."
        },
        {
            "id": "q_436",
            "question": "A finite subset of the universe selected for study is called a?",
            "optionA": "Total",
            "optionB": "Sample",
            "optionC": "Parameter",
            "optionD": "Constant",
            "correctOption": "B",
            "explanation": "A sample is used to draw inferences about the whole population."
        },
        {
            "id": "q_437",
            "question": "Which method is used when a doctor examines a few drops of blood?",
            "optionA": "Census",
            "optionB": "Sampling Method",
            "optionC": "Direct Observation",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Examining all the blood (census) is not possible\/safe."
        },
        {
            "id": "q_438",
            "question": "According to the law of 'Inertia of Large Numbers', accuracy is usually higher in?",
            "optionA": "Small samples",
            "optionB": "Census method",
            "optionC": "Small groups",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Census is more accurate because it covers every single unit."
        },
        {
            "id": "q_439",
            "question": "Sampling is considered 'Scientific' because it is based on the principle of?",
            "optionA": "Luck",
            "optionB": "Statistical Regularity",
            "optionC": "Chaos",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Large random samples tend to represent the characteristics of the population."
        },
        {
            "id": "q_440",
            "question": "Which method is 'economical' in terms of money, time, and effort?",
            "optionA": "Census",
            "optionB": "Sampling",
            "optionC": "Direct Observation",
            "optionD": "Schedule Method",
            "correctOption": "B",
            "explanation": "Investigating fewer units reduces resources required."
        },
        {
            "id": "q_441",
            "question": "The 'Universe' in statistics means?",
            "optionA": "The stars",
            "optionB": "The aggregate of all items under study",
            "optionC": "Only people",
            "optionD": "Only India",
            "correctOption": "B",
            "explanation": "It refers to the total population of items being researched."
        },
        {
            "id": "q_442",
            "question": "Information collected through field studies is always?",
            "optionA": "Primary",
            "optionB": "Secondary",
            "optionC": "Internal",
            "optionD": "Published",
            "correctOption": "A",
            "explanation": "It is gathered directly from the source."
        },
        {
            "id": "q_443",
            "question": "What is the last step in a statistical enquiry?",
            "optionA": "Collection",
            "optionB": "Analysis",
            "optionC": "Interpretation of Data",
            "optionD": "Presentation",
            "correctOption": "C",
            "explanation": "This is where conclusions are examined and drawn."
        },
        {
            "id": "q_444",
            "question": "Which method is NOT suitable for large investigations?",
            "optionA": "Sampling",
            "optionB": "Direct Personal Investigation",
            "optionC": "Mailed Questionnaire",
            "optionD": "Schedule Method",
            "correctOption": "B",
            "explanation": "It is difficult for one person to cover a very wide area personally."
        },
        {
            "id": "q_445",
            "question": "Errors in counting or measurement are likely to take place when the field of enquiry is?",
            "optionA": "Small",
            "optionB": "Vast or indefinite",
            "optionC": "Understood",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Managing a huge volume of data increases the risk of manual errors."
        },
        {
            "id": "q_446",
            "question": "Which organization publishes 'Survekshna', a quarterly bulletin?",
            "optionA": "RBI",
            "optionB": "NSSO",
            "optionC": "CSO",
            "optionD": "SEBI",
            "correctOption": "B",
            "explanation": "It contains the results of the various survey rounds."
        },
        {
            "id": "q_447",
            "question": "Which method is preferred when the population is infinite or hypothetical?",
            "optionA": "Census",
            "optionB": "Sampling",
            "optionC": "Indirect Observation",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It is impossible to count every unit of an infinite population, so sampling is the only way."
        },
        {
            "id": "q_448",
            "question": "The 'Administrative convenience' of the sampling method is due to?",
            "optionA": "Requiring more people",
            "optionB": "Requiring fewer investigators and easier organization",
            "optionC": "Being more expensive",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Managing a small group of trained staff is easier than managing a massive census team."
        },
        {
            "id": "q_449",
            "question": "What is a major demerit of the sampling method?",
            "optionA": "It is too fast",
            "optionB": "If the sample is not representative, it gives wrong results",
            "optionC": "It uses too little paper",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "The reliability depends entirely on how well the sample represents the whole group."
        },
        {
            "id": "q_450",
            "question": "'Sampling Error' refers to the difference between?",
            "optionA": "Two different investigators",
            "optionB": "The sample value and the true population value",
            "optionC": "Two different cities",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "This error is inherent in any sampling process."
        },
        {
            "id": "q_451",
            "question": "Which method allows for 'Detailed Information' to be collected through intensive enquiries?",
            "optionA": "Census",
            "optionB": "Sampling",
            "optionC": "Both",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Since fewer units are studied, the investigator can spend more time on each."
        },
        {
            "id": "q_452",
            "question": "'Non-sampling errors' are more likely to occur in which method?",
            "optionA": "Sampling",
            "optionB": "Census",
            "optionC": "Both",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Due to the massive volume of data handled in a census, manual errors in recording are higher."
        },
        {
            "id": "q_453",
            "question": "Which method is recommended when the population is 'Small and Finite'?",
            "optionA": "Sampling",
            "optionB": "Census",
            "optionC": "Indirect Method",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "If the group is small, it is better to study everyone for 100% accuracy."
        },
        {
            "id": "q_454",
            "question": "Which primary data collection method is known for its 'Originality and Reliability'?",
            "optionA": "Mailed Questionnaire",
            "optionB": "Schedule Method",
            "optionC": "Direct Personal Observation",
            "optionD": "Secondary Data",
            "correctOption": "C",
            "explanation": "The investigator is physically present to verify facts."
        },
        {
            "id": "q_455",
            "question": "What is the biggest drawback of the 'Mailed Questionnaire' method?",
            "optionA": "It is expensive",
            "optionB": "High rate of non-response and lack of cooperation",
            "optionC": "It is very fast",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "People often ignore the questionnaires sent by mail."
        },
        {
            "id": "q_456",
            "question": "Which method is best suited for covering 'Illiterate' informants?",
            "optionA": "Mailed Questionnaire",
            "optionB": "Schedule Method",
            "optionC": "Internet Survey",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Enumerators can explain questions to illiterate people and record their answers."
        },
        {
            "id": "q_457",
            "question": "Secondary data is often called ___ data?",
            "optionA": "Raw",
            "optionB": "Second-hand",
            "optionC": "First-hand",
            "optionD": "Field",
            "correctOption": "B",
            "explanation": "It has already been collected and processed by others."
        },
        {
            "id": "q_458",
            "question": "Which of the following is an 'Unpublished' source of secondary data?",
            "optionA": "RBI Bulletin",
            "optionB": "Records maintained by private firms or scholars",
            "optionC": "Census Report",
            "optionD": "UNO Yearbook",
            "correctOption": "B",
            "explanation": "These are private records not meant for general public release."
        },
        {
            "id": "q_459",
            "question": "The 'NSSO' conducts surveys in 'Rounds'. Each round usually lasts for?",
            "optionA": "1 month",
            "optionB": "3 to 6 months",
            "optionC": "10 years",
            "optionD": "1 day",
            "correctOption": "B",
            "explanation": "This allows for detailed data collection on specific subjects like employment or consumption."
        },
        {
            "id": "q_460",
            "question": "Which organization is the largest repository of socio-economic data in India?",
            "optionA": "SEBI",
            "optionB": "LIC",
            "optionC": "National Sample Survey Organisation (NSSO)",
            "optionD": "SBI",
            "correctOption": "C",
            "explanation": "It provides the most comprehensive survey data for planners."
        },
        {
            "id": "q_461",
            "question": "The 'Census Act' in India was passed in which year?",
            "optionA": "1947",
            "optionB": "1948",
            "optionC": "1951",
            "optionD": "1991",
            "correctOption": "B",
            "explanation": "This law makes it mandatory for citizens to provide information during a census."
        },
        {
            "id": "q_462",
            "question": "Census of India provides data on which of the following?",
            "optionA": "Age structure",
            "optionB": "Literacy",
            "optionC": "Religious distribution",
            "optionD": "All of the above",
            "correctOption": "D",
            "explanation": "It is a complete demographic profile of the nation."
        },
        {
            "id": "q_463",
            "question": "Which of the following is a statistical statement of facts?",
            "optionA": "Weekly wages of 100 workers in a factory",
            "optionB": "Height of Hari is six feet",
            "optionC": "Mohan's weight is 70 kgs",
            "optionD": "None of the above",
            "correctOption": "A",
            "explanation": "Statistics deals with aggregates (groups), not isolated individual facts."
        },
        {
            "id": "q_464",
            "question": "Which of the following is a 'discrete variable'?",
            "optionA": "Yearly income of teachers",
            "optionB": "Temperature of a patient",
            "optionC": "Height of students",
            "optionD": "Number of share holders in a company",
            "correctOption": "D",
            "explanation": "People (shareholders) can only be counted in whole numbers (1, 2, 3...)."
        },
        {
            "id": "q_465",
            "question": "Who is known as the 'Father of Statistics'?",
            "optionA": "R.A. Fisher",
            "optionB": "Irving Fisher",
            "optionC": "Adam Smith",
            "optionD": "Horace Secrist",
            "correctOption": "A",
            "explanation": "Sir Ronald A. Fisher developed the modern mathematical foundations of the subject."
        },
        {
            "id": "q_466",
            "question": "In the case of an 'Array', data are arranged in?",
            "optionA": "Random order",
            "optionB": "Ascending or Descending order",
            "optionC": "Alphabetical order",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Systematic arrangement is the first step in tabulation."
        },
        {
            "id": "q_467",
            "question": "Census method is suitable for investigation when?",
            "optionA": "Size of population is large",
            "optionB": "High degree of accuracy is required",
            "optionC": "Items are uniform",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "When every detail matters, census is the best choice."
        },
        {
            "id": "q_468",
            "question": "Reliability of sampling data depends on?",
            "optionA": "Size of sample",
            "optionB": "Method of sampling",
            "optionC": "Training of enumerators",
            "optionD": "All of the above",
            "correctOption": "D",
            "explanation": "All these factors contribute to the quality of the final result."
        },
        {
            "id": "q_469",
            "question": "Statistics in the 'Plural Sense' refers to?",
            "optionA": "Statistical methods",
            "optionB": "Numerical data",
            "optionC": "Population",
            "optionD": "Investigators",
            "correctOption": "B",
            "explanation": "It means the actual figures or facts collected."
        },
        {
            "id": "q_470",
            "question": "Statistics in the 'Singular Sense' refers to?",
            "optionA": "Data",
            "optionB": "Statistical science\/methods",
            "optionC": "Numbers",
            "optionD": "People",
            "correctOption": "B",
            "explanation": "It refers to the science of collecting and analyzing data."
        },
        {
            "id": "q_471",
            "question": "___ is the first step in tabulation?",
            "optionA": "Analysis",
            "optionB": "Classification",
            "optionC": "Presentation",
            "optionD": "Conclusion",
            "correctOption": "B",
            "explanation": "Grouping data according to similarities must happen before putting it in a table."
        },
        {
            "id": "q_472",
            "question": "In ancient times, statistics was considered as the?",
            "optionA": "Science of counting",
            "optionB": "Science of Statecraft",
            "optionC": "Science of Earth",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It was used by kings to track taxes and soldiers."
        },
        {
            "id": "q_473",
            "question": "A 'Sample' is a part of the ___?",
            "optionA": "Book",
            "optionB": "Universe \/ Population",
            "optionC": "Country",
            "optionD": "Office",
            "correctOption": "B",
            "explanation": "It represents the whole group from which it is taken."
        },
        {
            "id": "q_474",
            "question": "The statement \"Statistics refers to numerical statement of facts\" applies to which sense?",
            "optionA": "Singular",
            "optionB": "Plural",
            "optionC": "Both",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "This is the definition for the plural sense."
        },
        {
            "id": "q_475",
            "question": "The statement \"Statistics refers to the body of methods\" applies to which sense?",
            "optionA": "Plural",
            "optionB": "Singular",
            "optionC": "Both",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Methods = Singular sense."
        },
        {
            "id": "q_476",
            "question": "Which method of enquiry is comparatively MORE expensive?",
            "optionA": "Sampling",
            "optionB": "Census",
            "optionC": "Indirect",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Covering every single unit requires more money and manpower."
        },
        {
            "id": "q_477",
            "question": "What is the term for data collected for the first time?",
            "optionA": "Secondary",
            "optionB": "Primary",
            "optionC": "Internal",
            "optionD": "Published",
            "correctOption": "B",
            "explanation": "It is original data gathered by the researcher."
        },
        {
            "id": "q_478",
            "question": "A state of slow growth or no growth in national income is called?",
            "optionA": "Boom",
            "optionB": "Stagnation",
            "optionC": "Development",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "(Review from Ch 1) Stagnation is a key economic term."
        },
        {
            "id": "q_479",
            "question": "The ratio of the number of unemployed people to the total population is?",
            "optionA": "Literacy rate",
            "optionB": "Proportion unemployed (PU)",
            "optionC": "Sex ratio",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It is usually expressed per 1000 persons."
        },
        {
            "id": "q_480",
            "question": "When an investigator uses data from a book, it is ___ data for him?",
            "optionA": "Primary",
            "optionB": "Secondary",
            "optionC": "Original",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Because he did not collect it from the field himself."
        },
        {
            "id": "q_481",
            "question": "A 'Questionnaire' is a ___?",
            "optionA": "List of people",
            "optionB": "Set of questions relating to the problem of enquiry",
            "optionC": "Type of rock",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It is the tool used to gather information from respondents."
        },
        {
            "id": "q_482",
            "question": "The final step in a statistical enquiry is?",
            "optionA": "Collection",
            "optionB": "Analysis",
            "optionC": "Interpretation of Data",
            "optionD": "Presentation",
            "correctOption": "C",
            "explanation": "Drawing valid conclusions from the results."
        },
        {
            "id": "q_483",
            "question": "'Statistical thinking' was described as necessary for citizenship by?",
            "optionA": "Marshall",
            "optionB": "H.G. Wells",
            "optionC": "Adam Smith",
            "optionD": "Keynes",
            "correctOption": "B",
            "explanation": "It emphasizes the need for data awareness in the modern world."
        },
        {
            "id": "q_484",
            "question": "Which function of statistics helps in the 'Formulation of Policies'?",
            "optionA": "Presentation",
            "optionB": "Analysis",
            "optionC": "Both",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Governments use data to decide on taxes, welfare, and laws."
        },
        {
            "id": "q_485",
            "question": "What is the 'major handicap' of statistics?",
            "optionA": "It uses math",
            "optionB": "It does not study individuals",
            "optionC": "It is printed in books",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It focuses on group averages, ignoring individual differences."
        },
        {
            "id": "q_486",
            "question": "The 'multiplicity of causes' means a numerical fact is?",
            "optionA": "Simple",
            "optionB": "Affected by many factors simultaneously",
            "optionC": "False",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "For example, crop yield is affected by rain, soil, and seeds together."
        },
        {
            "id": "q_487",
            "question": "What is 'Reasonable Accuracy' in statistics?",
            "optionA": "100% accuracy",
            "optionB": "Accuracy according to the nature and purpose of enquiry",
            "optionC": "Guessing",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Depending on the study, some margin of error is acceptable."
        },
        {
            "id": "q_488",
            "question": "Which method is described as 'Unarranged data are as dead as mutton'?",
            "optionA": "Presentation",
            "optionB": "Interpretation",
            "optionC": "Collection of data",
            "optionD": "Organization of Data",
            "correctOption": "D",
            "explanation": "Without organization, data has no meaning."
        },
        {
            "id": "q_489",
            "question": "Statistical laws are based on?",
            "optionA": "Absolute truth",
            "optionB": "Approximations",
            "optionC": "Magic",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "They are generally true on average but not for every individual."
        },
        {
            "id": "q_490",
            "question": "Which organization's data is used for 'Computation of National Income'?",
            "optionA": "NSSO",
            "optionB": "CSO",
            "optionC": "RBI",
            "optionD": "SEBI",
            "correctOption": "C",
            "explanation": "Central Statistical Organisation (CSO) handles the GDP data."
        },
        {
            "id": "q_491",
            "question": "In 2011, the total population of India was approximately ___ crore?",
            "optionA": "102",
            "optionB": "112",
            "optionC": "121",
            "optionD": "150",
            "correctOption": "C",
            "explanation": "As per the 2011 census."
        },
        {
            "id": "q_492",
            "question": "A 'Unit' in a population is also called an?",
            "optionA": "Element",
            "optionB": "Investigator",
            "optionC": "Respondent",
            "optionD": "None",
            "correctOption": "A",
            "explanation": "Each individual item is an element of the population."
        },
        {
            "id": "q_493",
            "question": "If an investigator wants to study the quality of rice in a bag, he uses?",
            "optionA": "Census",
            "optionB": "Sampling",
            "optionC": "Indirect Interview",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "He checks a handful (sample) to judge the whole bag."
        },
        {
            "id": "q_494",
            "question": "'Classification' is the ___ step in a statistical study?",
            "optionA": "First",
            "optionB": "Intermediate (after collection)",
            "optionC": "Last",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It happens after collection and before presentation."
        },
        {
            "id": "q_495",
            "question": "Which sense of statistics is also called 'Statistical Science'?",
            "optionA": "Plural",
            "optionB": "Singular",
            "optionC": "Both",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Because it refers to the study of the scientific methods used."
        },
        {
            "id": "q_496",
            "question": "Scrutiny of data is most important for?",
            "optionA": "Primary data",
            "optionB": "Secondary data",
            "optionC": "Internal data",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Since you didn't collect it, you must verify its quality."
        },
        {
            "id": "q_497",
            "question": "What refers to the presentation of data in a condensed form so that it can be readily comprehended?",
            "optionA": "Collection",
            "optionB": "Organisation of data",
            "optionC": "Interpretation",
            "optionD": "Analysis",
            "correctOption": "B",
            "explanation": "Organisation simplifies voluminous data for further comparison and study."
        },
        {
            "id": "q_498",
            "question": "Data collected in a statistical investigation which is unarranged and unwieldy is called?",
            "optionA": "Classified data",
            "optionB": "Raw data",
            "optionC": "Secondary data",
            "optionD": "Grouped data",
            "correctOption": "B",
            "explanation": "Raw data are like raw materials; they do not convey meaning until processed."
        },
        {
            "id": "q_499",
            "question": "The systematic arrangement of raw data into different homogeneous classes according to resemblances is known as?",
            "optionA": "Tabulation",
            "optionB": "Classification",
            "optionC": "Presentation",
            "optionD": "Summarization",
            "correctOption": "B",
            "explanation": "Classification is the process of grouping data based on common characteristics."
        },
        {
            "id": "q_500",
            "question": "How many types of data presentation are mentioned in the text?",
            "optionA": "One",
            "optionB": "Two",
            "optionC": "Three",
            "optionD": "Four",
            "correctOption": "B",
            "explanation": "Data can be presented via Tabular Presentation and Diagrammatic & Graphic Presentation."
        },
        {
            "id": "q_501",
            "question": "A characteristic or phenomenon which is capable of being measured and changes its value over time is a?",
            "optionA": "Constant",
            "optionB": "Variable",
            "optionC": "Parameter",
            "optionD": "Sample",
            "correctOption": "B",
            "explanation": "Variables represent quantities like weight, income, or marks."
        },
        {
            "id": "q_502",
            "question": "Which type of variable increases in jumps or complete numbers?",
            "optionA": "Continuous variable",
            "optionB": "Discrete variable",
            "optionC": "Qualitative variable",
            "optionD": "None of the above",
            "correctOption": "B",
            "explanation": "Discrete variables take only integral values (e.g., number of students)."
        },
        {
            "id": "q_503",
            "question": "Which of the following is an example of a discrete variable?",
            "optionA": "Height of students",
            "optionB": "Rainfall in an area",
            "optionC": "Number of books in a library",
            "optionD": "Temperature",
            "correctOption": "C",
            "explanation": "Books are counted in whole numbers, while height can be in fractions."
        },
        {
            "id": "q_504",
            "question": "Variables that can assume any value within an appropriate range, including fractions, are?",
            "optionA": "Discrete variables",
            "optionB": "Continuous variables",
            "optionC": "Constant variables",
            "optionD": "Integer variables",
            "correctOption": "B",
            "explanation": "Examples include weight (50.5 kg) or height (5.4 ft)."
        },
        {
            "id": "q_505",
            "question": "How are continuous variables typically obtained?",
            "optionA": "By counting",
            "optionB": "By measurement",
            "optionC": "By guessing",
            "optionD": "By observation only",
            "correctOption": "B",
            "explanation": "Measurement (using scales) is required for continuous data."
        },
        {
            "id": "q_506",
            "question": "What is a systematic arrangement of item values along with their respective frequencies?",
            "optionA": "Array",
            "optionB": "Frequency distribution",
            "optionC": "Census",
            "optionD": "Sample",
            "correctOption": "B",
            "explanation": "It shows how many times each value appears in the dataset."
        },
        {
            "id": "q_507",
            "question": "The number of times an item occurs in a series is called its?",
            "optionA": "Magnitude",
            "optionB": "Frequency",
            "optionC": "Class",
            "optionD": "Limit",
            "correctOption": "B",
            "explanation": "If the mark '10' appears 5 times, its frequency is 5."
        },
        {
            "id": "q_508",
            "question": "Which are the two main components of a frequency distribution?",
            "optionA": "Variables and Frequency",
            "optionB": "Tables and Graphs",
            "optionC": "Mean and Median",
            "optionD": "Population and Sample",
            "correctOption": "A",
            "explanation": "A frequency distribution relates a variable value to its occurrence count."
        },
        {
            "id": "q_509",
            "question": "A frequency distribution where the frequency of each individual variable is shown separately is a?",
            "optionA": "Grouped distribution",
            "optionB": "Individual frequency distribution",
            "optionC": "Cumulative distribution",
            "optionD": "None of the above",
            "correctOption": "B",
            "explanation": "Each value is listed with its specific frequency."
        },
        {
            "id": "q_510",
            "question": "What technique is used to count the number of times each value occurs in a discrete series?",
            "optionA": "Addition",
            "optionB": "Tally Bars",
            "optionC": "Multiplication",
            "optionD": "Division",
            "correctOption": "B",
            "explanation": "Tally bars (vertical lines) help in systematic counting."
        },
        {
            "id": "q_511",
            "question": "In the tally bar system, after four occurrences, how is the fifth occurrence marked?",
            "optionA": "A fifth vertical bar",
            "optionB": "A cross line through the four bars",
            "optionC": "A circle",
            "optionD": "A dot",
            "correctOption": "B",
            "explanation": "A cross line creates a block of 5 for easy counting."
        },
        {
            "id": "q_512",
            "question": "When is 'Grouped Frequency Distribution' used?",
            "optionA": "When data is very small",
            "optionB": "When the number of observations is very large",
            "optionC": "Only for qualitative data",
            "optionD": "Never",
            "correctOption": "B",
            "explanation": "Grouping into classes makes large datasets easier to analyze."
        },
        {
            "id": "q_513",
            "question": "The lowest and highest values that can be included in a class are called?",
            "optionA": "Class intervals",
            "optionB": "Class limits",
            "optionC": "Class frequency",
            "optionD": "Mid-values",
            "correctOption": "B",
            "explanation": "Each class has a lower limit (L1) and an upper limit (L2)."
        },
        {
            "id": "q_514",
            "question": "The difference between the upper limit and the lower limit of a class is the?",
            "optionA": "Class frequency",
            "optionB": "Class interval (or width)",
            "optionC": "Mid-point",
            "optionD": "Range",
            "correctOption": "B",
            "explanation": "Interval (i) = U2 - L1."
        },
        {
            "id": "q_515",
            "question": "What is the formula for the 'Mid-value' of a class?",
            "optionA": "(Upper limit - Lower limit) \/ 2",
            "optionB": "(Upper limit + Lower limit) \/ 2",
            "optionC": "Upper limit x Lower limit",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It is the value half-way between the two limits."
        },
        {
            "id": "q_516",
            "question": "If a class is 10-20, what is the mid-value?",
            "optionA": "10",
            "optionB": "15",
            "optionC": "20",
            "optionD": "5",
            "correctOption": "B",
            "explanation": "(10 + 20) \/ 2 = 15."
        },
        {
            "id": "q_517",
            "question": "Which rule is used to determine the appropriate number of classes (K)?",
            "optionA": "Marshall's rule",
            "optionB": "Sturges' rule",
            "optionC": "Fisher's rule",
            "optionD": "Newton's rule",
            "correctOption": "B",
            "explanation": "Sturges' rule provides a mathematical basis for choosing the number of classes."
        },
        {
            "id": "q_518",
            "question": "What is the formula for Sturges' rule?",
            "optionA": "K = 1 + log N",
            "optionB": "K = 1 + 3.322 Log N",
            "optionC": "K = N \/ 10",
            "optionD": "K = 10 + N",
            "correctOption": "B",
            "explanation": "Where K is the number of classes and N is the total number of items."
        },
        {
            "id": "q_519",
            "question": "What is the suggested simple magnitude for class intervals in the text?",
            "optionA": "Odd numbers like 3, 7, 11",
            "optionB": "Multiples of 5 (e.g., 5, 10, 15, 20)",
            "optionC": "Any random number",
            "optionD": "Only prime numbers",
            "correctOption": "B",
            "explanation": "Multiples of 5 are preferred for simplicity and clarity."
        },
        {
            "id": "q_520",
            "question": "What is the formula to find the magnitude of the class interval (i)?",
            "optionA": "(Highest value + Lowest value) \/ Number of classes",
            "optionB": "(Highest value - Lowest value) \/ Number of classes",
            "optionC": "Range x 10",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "i = (Max - Min) \/ K."
        },
        {
            "id": "q_521",
            "question": "In which method does the upper limit of one class become the lower limit of the next class?",
            "optionA": "Inclusive method",
            "optionB": "Exclusive method",
            "optionC": "Open-end method",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "For example, 10-20, 20-30."
        },
        {
            "id": "q_522",
            "question": "In the 'Exclusive Method', where is the value 20 included in classes 10-20 and 20-30?",
            "optionA": "In 10-20",
            "optionB": "In 20-30",
            "optionC": "In both",
            "optionD": "In neither",
            "correctOption": "B",
            "explanation": "The upper limit is excluded from the current class and included in the next."
        },
        {
            "id": "q_523",
            "question": "In which method is the upper limit of a class same as the lower limit of the next higher class?",
            "optionA": "Inclusive",
            "optionB": "Exclusive",
            "optionC": "Tabular",
            "optionD": "Graphic",
            "correctOption": "B",
            "explanation": "This method ensures continuity of data."
        },
        {
            "id": "q_524",
            "question": "In the 'Inclusive Method', are both the limits of a class included in the same class?",
            "optionA": "No",
            "optionB": "Yes",
            "optionC": "Only the lower limit",
            "optionD": "Only the upper limit",
            "correctOption": "B",
            "explanation": "For example, in class 100-199, a person earning 199 is included."
        },
        {
            "id": "q_525",
            "question": "Which method of classification is preferred for continuous variables?",
            "optionA": "Inclusive",
            "optionB": "Exclusive",
            "optionC": "Qualitative",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Exclusive method handles decimals and continuous data points better."
        },
        {
            "id": "q_526",
            "question": "To convert an 'Inclusive' series to an 'Exclusive' one, what is the standard correction factor subtracted\/added?",
            "optionA": "1",
            "optionB": "0.5",
            "optionC": "10",
            "optionD": "0",
            "correctOption": "B",
            "explanation": "Subtract 0.5 from the lower limit and add 0.5 to the upper limit."
        },
        {
            "id": "q_527",
            "question": "What is the process of systematic and orderly arrangement of data into rows and columns?",
            "optionA": "Classification",
            "optionB": "Tabulation",
            "optionC": "Graphic presentation",
            "optionD": "Analysis",
            "correctOption": "B",
            "explanation": "Tabulation is an intermediate process between collection and analysis."
        },
        {
            "id": "q_528",
            "question": "In a statistical table, what refer to the 'row headings'?",
            "optionA": "Captions",
            "optionB": "Stubs",
            "optionC": "Body",
            "optionD": "Footnotes",
            "correctOption": "B",
            "explanation": "Stubs are the descriptions of horizontal rows."
        },
        {
            "id": "q_529",
            "question": "In a statistical table, what refer to the 'column headings'?",
            "optionA": "Stubs",
            "optionB": "Captions",
            "optionC": "Head notes",
            "optionD": "Title",
            "correctOption": "B",
            "explanation": "Captions are the headings for vertical columns."
        },
        {
            "id": "q_530",
            "question": "What is the 'Body' of a table?",
            "optionA": "The title",
            "optionB": "The part containing the actual numerical information (cells)",
            "optionC": "The footnote",
            "optionD": "The source note",
            "correctOption": "B",
            "explanation": "This is the main part of the statistical table."
        },
        {
            "id": "q_531",
            "question": "Where is the 'Title' of a table usually placed?",
            "optionA": "At the bottom",
            "optionB": "At the top",
            "optionC": "In a footnote",
            "optionD": "On the side",
            "correctOption": "B",
            "explanation": "The title should be brief and self-explanatory."
        },
        {
            "id": "q_532",
            "question": "What part of the table provides additional information about the title, like units of measurement?",
            "optionA": "Stub",
            "optionB": "Head Note",
            "optionC": "Caption",
            "optionD": "Source Note",
            "correctOption": "B",
            "explanation": "It is usually placed in brackets after the title."
        },
        {
            "id": "q_533",
            "question": "Where is the 'Source Note' placed in a table?",
            "optionA": "At the top",
            "optionB": "Below the foot-notes",
            "optionC": "In the caption",
            "optionD": "In the stub",
            "correctOption": "B",
            "explanation": "It allows the reader to check the origin of the data."
        },
        {
            "id": "q_534",
            "question": "A table that studies only one characteristic (e.g., population by age) is a?",
            "optionA": "Complex table",
            "optionB": "Simple table (One-way table)",
            "optionC": "Manifold table",
            "optionD": "Three-way table",
            "correctOption": "B",
            "explanation": "It is the simplest form of tabulation."
        },
        {
            "id": "q_535",
            "question": "A table showing more than one characteristic of data is called a?",
            "optionA": "Primary table",
            "optionB": "Complex table",
            "optionC": "One-way table",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "These can be two-fold, three-fold, or manifold."
        },
        {
            "id": "q_536",
            "question": "A 'Two-way table' shows how many characteristics of data?",
            "optionA": "One",
            "optionB": "Two",
            "optionC": "Three",
            "optionD": "Infinite",
            "correctOption": "B",
            "explanation": "For example, classification by both education level and sex."
        },
        {
            "id": "q_537",
            "question": "Diagrams are constructed on ___ paper, while graphs are constructed on ___ paper?",
            "optionA": "Plain, Graph",
            "optionB": "Graph, Plain",
            "optionC": "Ruled, Plain",
            "optionD": "None",
            "correctOption": "A",
            "explanation": "Graphs are more precise and accurate because of the grid."
        },
        {
            "id": "q_538",
            "question": "Diagrammatic presentation is usually intended for?",
            "optionA": "Scientists only",
            "optionB": "Layman and general public",
            "optionC": "Computers",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Diagrams are eye-catching and have a lasting impression."
        },
        {
            "id": "q_539",
            "question": "Which of the following is a 'one-dimensional' diagram?",
            "optionA": "Pie chart",
            "optionB": "Bar chart",
            "optionC": "Cube",
            "optionD": "Histogram",
            "correctOption": "C",
            "explanation": "Only the height (magnitude) of the bar is considered, not the width."
        },
        {
            "id": "q_540",
            "question": "In a bar chart, all bars should be of?",
            "optionA": "Different width",
            "optionB": "Equal width",
            "optionC": "Equal height",
            "optionD": "Different colors only",
            "correctOption": "B",
            "explanation": "The width is arbitrary, but must be uniform for all bars."
        },
        {
            "id": "q_541",
            "question": "What is another name for a 'Pie-chart'?",
            "optionA": "Square chart",
            "optionB": "Circle-chart",
            "optionC": "Line graph",
            "optionD": "Histogram",
            "correctOption": "B",
            "explanation": "It shows the break-up of a total into its component parts."
        },
        {
            "id": "q_542",
            "question": "In a pie-chart, the total value is represented by a circle of how many degrees?",
            "optionA": "180",
            "optionB": "360",
            "optionC": "100",
            "optionD": "90",
            "correctOption": "B",
            "explanation": "Each component is represented as a sector of the 360-degree circle."
        },
        {
            "id": "q_543",
            "question": "What is the formula to find the 'Radius' of circles for comparing two datasets in pie-charts?",
            "optionA": "r = total value",
            "optionB": "r = square root of the total value",
            "optionC": "r = log(value)",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "This makes the areas of the circles proportional to the totals."
        },
        {
            "id": "q_544",
            "question": "Which of the following is a limitation of diagrams and graphs?",
            "optionA": "They are too accurate",
            "optionB": "They exhibit only limited number of observations",
            "optionC": "They are difficult to make",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "They provide an approximate idea rather than detailed figures."
        },
        {
            "id": "q_545",
            "question": "Can diagrams and graphs be easily mis-interpreted?",
            "optionA": "No",
            "optionB": "Yes",
            "optionC": "Only in Odisha",
            "optionD": "Never",
            "correctOption": "B",
            "explanation": "They require close inspection and should be analyzed carefully."
        },
        {
            "id": "q_546",
            "question": "What is a Histogram?",
            "optionA": "A one-dimensional diagram",
            "optionB": "A two-dimensional graph consisting of adjacent rectangles",
            "optionC": "A circular chart",
            "optionD": "A list of numbers",
            "correctOption": "B",
            "explanation": "It represents frequency distribution where both length and breadth of rectangles are important."
        },
        {
            "id": "q_547",
            "question": "In a Histogram, what is represented along the X-axis?",
            "optionA": "Frequency",
            "optionB": "Class intervals",
            "optionC": "Mid-values",
            "optionD": "Cumulative frequency",
            "correctOption": "B",
            "explanation": "The base of each rectangle represents the magnitude of the class interval."
        },
        {
            "id": "q_548",
            "question": "In a Histogram, what is represented along the Y-axis?",
            "optionA": "Class intervals",
            "optionB": "Frequencies",
            "optionC": "Percentages",
            "optionD": "Time",
            "correctOption": "B",
            "explanation": "The height of the rectangles corresponds to the frequency of the respective classes."
        },
        {
            "id": "q_549",
            "question": "Which type of graph is also known as a 'block diagram' or 'staircase chart'?",
            "optionA": "Pie diagram",
            "optionB": "Frequency Polygon",
            "optionC": "Histogram",
            "optionD": "Ogive",
            "correctOption": "C",
            "explanation": "Because of its appearance as a series of steps or blocks."
        },
        {
            "id": "q_550",
            "question": "When class intervals are unequal, the height of the rectangles in a Histogram is proportional to?",
            "optionA": "Simple frequency",
            "optionB": "Frequency density",
            "optionC": "Cumulative frequency",
            "optionD": "Range",
            "correctOption": "B",
            "explanation": "Frequency density = (Frequency of the class) \/ (Magnitude of the class interval)."
        },
        {
            "id": "q_551",
            "question": "Can a Histogram be constructed for 'open-end' classes?",
            "optionA": "Yes, easily",
            "optionB": "No, it cannot be constructed unless frequencies are suitably adjusted",
            "optionC": "Only if data is discrete",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Open-end classes lack a defined limit, making it difficult to draw the first or last bar accurately."
        },
        {
            "id": "q_552",
            "question": "How is a Frequency Polygon often derived from a Histogram?",
            "optionA": "By joining the corners",
            "optionB": "By joining the mid-points of the top horizontal sides",
            "optionC": "By coloring the bars",
            "optionD": "By adding the frequencies",
            "correctOption": "B",
            "explanation": "These mid-points are joined by straight lines to form the curve."
        },
        {
            "id": "q_553",
            "question": "Can a Frequency Polygon be drawn without first drawing a Histogram?",
            "optionA": "No",
            "optionB": "Yes, by plotting frequencies against mid-points",
            "optionC": "Only for small data",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "One can simply plot the points and connect them with straight lines."
        },
        {
            "id": "q_554",
            "question": "To find the 'area' under a frequency polygon, what is done at the ends?",
            "optionA": "They are left open",
            "optionB": "They are extended to the X-axis to touch two hypothetical classes",
            "optionC": "They are joined to the Y-axis",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "This makes the area under the polygon equal to the area under the corresponding histogram."
        },
        {
            "id": "q_555",
            "question": "What is another name for 'Ogives'?",
            "optionA": "Line graphs",
            "optionB": "Cumulative frequency curves",
            "optionC": "Bar charts",
            "optionD": "Historigrams",
            "correctOption": "B",
            "explanation": "Ogives are used to represent the growth or accumulation of frequencies."
        },
        {
            "id": "q_556",
            "question": "How many types of Ogives are there?",
            "optionA": "One",
            "optionB": "Two (Less than and More than)",
            "optionC": "Three",
            "optionD": "Four",
            "correctOption": "B",
            "explanation": "These two curves together help in locating the median."
        },
        {
            "id": "q_557",
            "question": "In the 'Less Than' method of constructing an Ogive, we start with the ___ of the classes?",
            "optionA": "Lower limit",
            "optionB": "Upper limit",
            "optionC": "Mid-point",
            "optionD": "Frequency",
            "correctOption": "B",
            "explanation": "We add frequencies serially starting from the lowest class."
        },
        {
            "id": "q_558",
            "question": "A 'More Than' Ogive is a ___ curve?",
            "optionA": "Rising",
            "optionB": "Falling",
            "optionC": "Straight horizontal",
            "optionD": "Vertical",
            "correctOption": "B",
            "explanation": "It starts with the total frequency and deducts frequencies serially."
        },
        {
            "id": "q_559",
            "question": "Ogives are primarily used to determine which partition values?",
            "optionA": "Mean and Mode",
            "optionB": "Median, quartiles, and deciles",
            "optionC": "Range only",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "The point where the two Ogives intersect corresponds to the median."
        },
        {
            "id": "q_560",
            "question": "A graph representing data according to its time of occurrence is called a?",
            "optionA": "Histogram",
            "optionB": "Historigram",
            "optionC": "Pie chart",
            "optionD": "Frequency Polygon",
            "correctOption": "B",
            "explanation": "Note the spelling 'Historigram' for time series, distinct from 'Histogram'."
        },
        {
            "id": "q_561",
            "question": "In a Historigram, 'Time' is always taken on the?",
            "optionA": "Y-axis",
            "optionB": "X-axis",
            "optionC": "Legend",
            "optionD": "Footnote",
            "correctOption": "B",
            "explanation": "Time is the independent variable in a time series."
        },
        {
            "id": "q_562",
            "question": "Which type of time series graph is used when there are two or more variables measured in the same unit?",
            "optionA": "Simple line graph",
            "optionB": "Historigram for two or more variables",
            "optionC": "Pie chart",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Different types of lines or colors are used to distinguish the variables."
        },
        {
            "id": "q_563",
            "question": "A 'Net Balance Graph' is used to show?",
            "optionA": "Only total sales",
            "optionB": "The difference between two related variables (e.g., Export and Import)",
            "optionC": "Only population",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It visually highlights the gap between two data trends over time."
        },
        {
            "id": "q_564",
            "question": "Which method provides more accurate and detailed information for professional analysis?",
            "optionA": "Diagrammatic presentation",
            "optionB": "Tabular presentation",
            "optionC": "Pictogram",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Tables contain precise figures, whereas graphs provide approximate visual ideas."
        },
        {
            "id": "q_565",
            "question": "Diagrams and graphs are considered ___ to tabulation?",
            "optionA": "Replacements",
            "optionB": "Complementary",
            "optionC": "Irrelevant",
            "optionD": "Opposite",
            "correctOption": "B",
            "explanation": "Both tools work together to make data analysis complete."
        },
        {
            "id": "q_566",
            "question": "Why should diagrams and graphs be analyzed only by statisticians?",
            "optionA": "Because they are secret",
            "optionB": "Because they can be easily mis-interpreted by laymen",
            "optionC": "Because they are expensive",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Visuals can be misleading if the scale or context is not understood."
        },
        {
            "id": "q_567",
            "question": "In the 'Inclusive Method' of classification?",
            "optionA": "Only upper class limit is included",
            "optionB": "Only lower class limit is included",
            "optionC": "Both the upper and lower class limits are included",
            "optionD": "None",
            "correctOption": "C",
            "explanation": "For example, in 10-19, both 10 and 19 stay in that group."
        },
        {
            "id": "q_568",
            "question": "In the 'Exclusive Method' of classification?",
            "optionA": "Upper class limit is included",
            "optionB": "Upper class limit is excluded and included in the next class",
            "optionC": "Frequencies are doubled",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "In 10-20, 20 is not counted here but in 20-30."
        },
        {
            "id": "q_569",
            "question": "Which of the following is a 'discrete variable'?",
            "optionA": "Heights of children",
            "optionB": "Number of children in a family",
            "optionC": "Weight of students",
            "optionD": "Rainfall",
            "correctOption": "B",
            "explanation": "You cannot have 2.5 children; it must be a whole number."
        },
        {
            "id": "q_570",
            "question": "'Yearly income of school teachers' is considered a?",
            "optionA": "Discrete variable",
            "optionB": "Continuous variable",
            "optionC": "Qualitative trait",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Income can involve any value and fractions, making it continuous."
        },
        {
            "id": "q_571",
            "question": "Who is known as the 'Father of Statistics'?",
            "optionA": "R.A. Fisher",
            "optionB": "Irving Fisher",
            "optionC": "Adam Smith",
            "optionD": "Horace Secrist",
            "correctOption": "A",
            "explanation": "Sir Ronald A. Fisher is the correct answer from the choices."
        },
        {
            "id": "q_572",
            "question": "In case of an 'Array', data are arranged in?",
            "optionA": "Ascending order",
            "optionB": "Descending order",
            "optionC": "Either ascending or descending order",
            "optionD": "Random order",
            "correctOption": "C",
            "explanation": "An array is any systematic arrangement of raw data by magnitude."
        },
        {
            "id": "q_573",
            "question": "Census method is suitable for investigation in which?",
            "optionA": "Size of population is small",
            "optionB": "High degree of accuracy is NOT required",
            "optionC": "Population is infinite",
            "optionD": "None",
            "correctOption": "A",
            "explanation": "Census is best when the group is manageable and total accuracy is needed."
        },
        {
            "id": "q_574",
            "question": "Reliability of sampling data depends on?",
            "optionA": "Size of sample",
            "optionB": "Method of sampling",
            "optionC": "Training of enumerators",
            "optionD": "All of the above",
            "correctOption": "D",
            "explanation": "These factors ensure the sample truly reflects the population."
        },
        {
            "id": "q_575",
            "question": "___ is the first step in tabulation?",
            "optionA": "Collection",
            "optionB": "Classification",
            "optionC": "Analysis",
            "optionD": "Interpretation",
            "correctOption": "B",
            "explanation": "Grouping data into classes must happen before a table can be made."
        },
        {
            "id": "q_576",
            "question": "A ___ is the systematic arrangement of data in rows and columns?",
            "optionA": "Graph",
            "optionB": "Statistical Table",
            "optionC": "Paragraph",
            "optionD": "List",
            "correctOption": "B",
            "explanation": "Tabulation is the formal name for this arrangement."
        },
        {
            "id": "q_577",
            "question": "In a statistical table, 'Stubs' refer to?",
            "optionA": "Column headings",
            "optionB": "Row headings",
            "optionC": "Footnotes",
            "optionD": "Title",
            "correctOption": "B",
            "explanation": "Stubs identify the horizontal entries."
        },
        {
            "id": "q_578",
            "question": "'Captions' in a table refer to?",
            "optionA": "Row headings",
            "optionB": "Column headings",
            "optionC": "Source note",
            "optionD": "Cell values",
            "correctOption": "B",
            "explanation": "Captions identify the vertical columns."
        },
        {
            "id": "q_579",
            "question": "Classification is the ___ step in a statistical enquiry?",
            "optionA": "First",
            "optionB": "Second (after collection)",
            "optionC": "Last",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It follows data collection."
        },
        {
            "id": "q_580",
            "question": "Time series graphs are otherwise called ___?",
            "optionA": "Histograms",
            "optionB": "Historigrams",
            "optionC": "Ogives",
            "optionD": "Polygons",
            "correctOption": "B",
            "explanation": "They represent data over a period of time."
        },
        {
            "id": "q_581",
            "question": "___ is taken on the X-axis while drawing time series graphs?",
            "optionA": "Frequency",
            "optionB": "Time",
            "optionC": "Variable value",
            "optionD": "Total",
            "correctOption": "B",
            "explanation": "Time is the base for these graphs."
        },
        {
            "id": "q_582",
            "question": "Cumulative frequency curves are otherwise called ___?",
            "optionA": "Histograms",
            "optionB": "Ogives",
            "optionC": "Pie charts",
            "optionD": "Bars",
            "correctOption": "B",
            "explanation": "They show the running total of frequencies."
        },
        {
            "id": "q_583",
            "question": "What is 'Organisation of Data'?",
            "optionA": "Throwing away old files",
            "optionB": "Presenting data in condensed form for comprehension",
            "optionC": "Only using computers",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It is the heart of statistical processing."
        },
        {
            "id": "q_584",
            "question": "Frequencies are counted using which tool in Chapter 6?",
            "optionA": "Calculator",
            "optionB": "Tally-bars",
            "optionC": "Ruler",
            "optionD": "Compass",
            "correctOption": "B",
            "explanation": "Marks are grouped into blocks of 5."
        },
        {
            "id": "q_585",
            "question": "What is the formula for the number of classes (K) as per Sturges?",
            "optionA": "K = N + 1",
            "optionB": "K = 1 + 3.322 log N",
            "optionC": "K = log N \/ 10",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "This is a foundational rule in frequency distribution."
        },
        {
            "id": "q_586",
            "question": "Mid-value of a class is also known as?",
            "optionA": "Class width",
            "optionB": "Mid-point",
            "optionC": "Frequency density",
            "optionD": "Range",
            "correctOption": "B",
            "explanation": "Calculated as (L1+U2)\/2."
        },
        {
            "id": "q_587",
            "question": "A 'Simple Table' is also called a?",
            "optionA": "One-way table",
            "optionB": "Two-way table",
            "optionC": "Complex table",
            "optionD": "Manifold table",
            "correctOption": "A",
            "explanation": "It studies only one characteristic of the data."
        },
        {
            "id": "q_588",
            "question": "Which diagram is better for showing categorical or geographical data?",
            "optionA": "Graph",
            "optionB": "Diagram (like Bars\/Circles)",
            "optionC": "Ogive",
            "optionD": "Histogram",
            "correctOption": "B",
            "explanation": "Diagrams are better for non-continuous categories."
        },
        {
            "id": "q_589",
            "question": "In a pie-chart, if a component is 10% of the total, its degree will be?",
            "optionA": "10°",
            "optionB": "36°",
            "optionC": "100°",
            "optionD": "360°",
            "correctOption": "B",
            "explanation": "(10\/100) * 360 = 36 degrees."
        },
        {
            "id": "q_590",
            "question": "Which graph is best to determine the 'Median' graphically?",
            "optionA": "Histogram",
            "optionB": "Ogive",
            "optionC": "Bar chart",
            "optionD": "Pictogram",
            "correctOption": "B",
            "explanation": "The intersection of 'less than' and 'more than' ogives is the median."
        },
        {
            "id": "q_591",
            "question": "Comparison between different sets of observation is a major function of?",
            "optionA": "Data collection",
            "optionB": "Statistics",
            "optionC": "History",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Statistics allows for meaningful comparison through condensation."
        },
        {
            "id": "q_592",
            "question": "What is 'Raw Data' compared to in the text?",
            "optionA": "A finished building",
            "optionB": "Raw materials",
            "optionC": "A car",
            "optionD": "A book",
            "correctOption": "B",
            "explanation": "Like raw materials, data must be processed into 'finished goods' (information)."
        },
        {
            "id": "q_593",
            "question": "'Stubs' and 'Captions' are parts of?",
            "optionA": "A Map",
            "optionB": "A Statistical Table",
            "optionC": "A Mountain",
            "optionD": "A River",
            "correctOption": "B",
            "explanation": "They are essential structural components of any table."
        },
        {
            "id": "q_594",
            "question": "Why is the 'Exclusive Method' preferred for continuous variables?",
            "optionA": "It is shorter",
            "optionB": "It ensures continuity of data",
            "optionC": "It uses fewer numbers",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It perfectly handles values that fall on class boundaries."
        },
        {
            "id": "q_595",
            "question": "The purpose of 'Foot-notes' in a table is to?",
            "optionA": "Give the name of the author",
            "optionB": "Explain certain specific points not understood from the title",
            "optionC": "Show the date",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "They provide necessary clarifications for the data."
        },
        {
            "id": "q_596",
            "question": "Which of the following is NOT a graphic presentation tool?",
            "optionA": "Histogram",
            "optionB": "Frequency Polygon",
            "optionC": "Tabular cells",
            "optionD": "Ogives",
            "correctOption": "C",
            "explanation": "Tabular cells belong to the table, not the graph."
        },
        {
            "id": "q_597",
            "question": "What is 'Classification of Data' according to the summary?",
            "optionA": "Hiding data",
            "optionB": "Dividing data into groups based on similarities",
            "optionC": "Deleting data",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It is the preliminary step to presentation."
        },
        {
            "id": "q_598",
            "question": "A single figure that precisely represents the whole distribution is known as?",
            "optionA": "Dispersion",
            "optionB": "Central Tendency",
            "optionC": "Range",
            "optionD": "Variable",
            "correctOption": "B",
            "explanation": "It is also called an 'average' or 'measure of location'."
        },
        {
            "id": "q_599",
            "question": "According to Clark, \"An average is a figure that represents the ___ group\"?",
            "optionA": "Smallest",
            "optionB": "Whole",
            "optionC": "Largest",
            "optionD": "Random",
            "correctOption": "B",
            "explanation": "A central value provides a birds-eye view of the entire dataset."
        },
        {
            "id": "q_600",
            "question": "Which of the following is a 'mathematical average'?",
            "optionA": "Median",
            "optionB": "Arithmetic Mean",
            "optionC": "Mode",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Arithmetic, Geometric, and Harmonic means are mathematical, while Median and Mode are positional."
        },
        {
            "id": "q_601",
            "question": "An ideal measure of central tendency should be 'rigidly defined'. What does this mean?",
            "optionA": "It should be hard to calculate",
            "optionB": "It should lead to the same interpretation by everyone",
            "optionC": "it should be flexible",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "A rigid definition prevents personal bias from affecting the result."
        },
        {
            "id": "q_602",
            "question": "An average that satisfies all or most of the ideal characteristics is?",
            "optionA": "Mode",
            "optionB": "Median",
            "optionC": "Arithmetic Mean",
            "optionD": "Harmonic Mean",
            "correctOption": "C",
            "explanation": "Arithmetic mean is widely considered the best average for general purposes."
        },
        {
            "id": "q_603",
            "question": "Arithmetic Mean is obtained by dividing the sum-total of all values by?",
            "optionA": "Two",
            "optionB": "The highest value",
            "optionC": "The number of observations (n)",
            "optionD": "The range",
            "correctOption": "C",
            "explanation": "Mean = Σx \/ n."
        },
        {
            "id": "q_604",
            "question": "In the 'Short-cut method' for mean, what does 'A' stand for?",
            "optionA": "Average",
            "optionB": "Assumed Mean",
            "optionC": "Actual Mean",
            "optionD": "Addition",
            "correctOption": "B",
            "explanation": "An arbitrary value is taken from the middle to simplify calculations."
        },
        {
            "id": "q_605",
            "question": "In the formula for Mean (X̄ = A + Σfd \/ N), what is 'd'?",
            "optionA": "Distance",
            "optionB": "Deviation of X from Assumed Mean (X - A)",
            "optionC": "Division",
            "optionD": "Data",
            "correctOption": "B",
            "explanation": "Deviations help reduce the size of the numbers being calculated."
        },
        {
            "id": "q_606",
            "question": "The 'Step-deviation method' is used when?",
            "optionA": "Values are small",
            "optionB": "Class intervals are equal and values are large",
            "optionC": "No frequency is given",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It uses a common factor 'h' to further simplify calculations."
        },
        {
            "id": "q_607",
            "question": "The algebraic sum of deviations of items from the actual arithmetic mean is always?",
            "optionA": "One",
            "optionB": "Zero",
            "optionC": "Positive",
            "optionD": "Negative",
            "correctOption": "C",
            "explanation": "This is a fundamental property: Σ(X - X̄) = 0."
        },
        {
            "id": "q_608",
            "question": "The sum of squares of deviations of items from the mean is?",
            "optionA": "The most",
            "optionB": "The least",
            "optionC": "Zero",
            "optionD": "Infinity",
            "correctOption": "B",
            "explanation": "Σ(X - X̄)² is minimum compared to squares of deviations from any other value."
        },
        {
            "id": "q_609",
            "question": "If all items in a series are multiplied by a constant 'c', the new mean will be?",
            "optionA": "Unchanged",
            "optionB": "Multiplied by 'c'",
            "optionC": "Divided by 'c'",
            "optionD": "Zero",
            "correctOption": "B",
            "explanation": "The mean changes proportionately with the items in the series."
        },
        {
            "id": "q_610",
            "question": "Which type of mean is used when different items in a distribution are of unequal importance?",
            "optionA": "Simple AM",
            "optionB": "Weighted Arithmetic Mean",
            "optionC": "Median",
            "optionD": "Mode",
            "correctOption": "B",
            "explanation": "It assigns 'weights' (w) to items based on their significance."
        },
        {
            "id": "q_611",
            "question": "Arithmetic mean is highly affected by?",
            "optionA": "Middle values",
            "optionB": "Extreme values (very large or very small)",
            "optionC": "No values",
            "optionD": "Colors",
            "correctOption": "B",
            "explanation": "One extremely high value can pull the mean away from the center."
        },
        {
            "id": "q_612",
            "question": "Can Arithmetic Mean be determined by inspection or located graphically?",
            "optionA": "Yes",
            "optionB": "No",
            "optionC": "Only in Odisha",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It must be calculated mathematically; unlike Mode or Median."
        },
        {
            "id": "q_613",
            "question": "Median is a ___ average?",
            "optionA": "Mathematical",
            "optionB": "Positional",
            "optionC": "Qualitative",
            "optionD": "Calculated",
            "correctOption": "B",
            "explanation": "It depends on the position of the item in an arranged series."
        },
        {
            "id": "q_614",
            "question": "Before calculating the Median, the data must be arranged in?",
            "optionA": "Any order",
            "optionB": "Ascending or Descending order",
            "optionC": "Alphabetical order",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Proper ordering is essential to find the middle-most value."
        },
        {
            "id": "q_615",
            "question": "The Median divides a series into how many equal parts?",
            "optionA": "Three",
            "optionB": "Two",
            "optionC": "Four",
            "optionD": "Ten",
            "correctOption": "B",
            "explanation": "One half of items are above the median, the other half below."
        },
        {
            "id": "q_616",
            "question": "If 'n' (number of items) is ODD, the Median is the value of?",
            "optionA": "(n\/2)th item",
            "optionB": "(n+1)\/2 th item",
            "optionC": "n-th item",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "For example, if n=7, the 4th item is the median."
        },
        {
            "id": "q_617",
            "question": "If 'n' is EVEN, the Median is the arithmetic mean of?",
            "optionA": "The first and last items",
            "optionB": "The two middle items",
            "optionC": "All items",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It is the average of (n\/2)th and (n\/2 + 1)th items."
        },
        {
            "id": "q_618",
            "question": "In which type of distribution can Median be graphically located using Ogives?",
            "optionA": "Simple series",
            "optionB": "Discrete series",
            "optionC": "Grouped Frequency Distribution (Continuous)",
            "optionD": "None",
            "correctOption": "C",
            "explanation": "The intersection of 'less than' and 'more than' ogives is the median."
        },
        {
            "id": "q_619",
            "question": "Median is best suited for which type of data?",
            "optionA": "Mathematical",
            "optionB": "Qualitative (Intelligence, Beauty)",
            "optionC": "Large numbers",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Since qualities can be ranked but not measured, median is the most appropriate."
        },
        {
            "id": "q_620",
            "question": "A major advantage of Median is that it is NOT affected by?",
            "optionA": "Middle values",
            "optionB": "Extreme values",
            "optionC": "Frequency",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Unlike the mean, the median doesn't shift much due to one outlier."
        },
        {
            "id": "q_621",
            "question": "In a continuous series, the formula for Median includes 'c'. What is 'c'?",
            "optionA": "Class width",
            "optionB": "Frequency",
            "optionC": "Cumulative frequency of the class preceding the median class",
            "optionD": "Constant",
            "correctOption": "C",
            "explanation": "It is a part of the interpolation formula."
        },
        {
            "id": "q_622",
            "question": "The item value which occurs with the 'maximum frequency' in a distribution is?",
            "optionA": "Mean",
            "optionB": "Median",
            "optionC": "Mode",
            "optionD": "Range",
            "correctOption": "C",
            "explanation": "It is the most typical or 'fashionable' value."
        },
        {
            "id": "q_623",
            "question": "A distribution with only one mode is called?",
            "optionA": "Bimodal",
            "optionB": "Unimodal",
            "optionC": "Multimodal",
            "optionD": "Tri-modal",
            "correctOption": "B",
            "explanation": "Most standard distributions are unimodal."
        },
        {
            "id": "q_624",
            "question": "Mode can be located graphically from a?",
            "optionA": "Ogive",
            "optionB": "Histogram",
            "optionC": "Pie chart",
            "optionD": "Line graph",
            "correctOption": "B",
            "explanation": "The highest bar in the histogram represents the modal class."
        },
        {
            "id": "q_625",
            "question": "What is the 'Empirical Formula' relating Mean, Median, and Mode?",
            "optionA": "Mode = 3 Median - 2 Mean",
            "optionB": "Mean = 3 Mode",
            "optionC": "Median = Mean + Mode",
            "optionD": "None",
            "correctOption": "A",
            "explanation": "This relationship holds for moderately asymmetrical distributions."
        },
        {
            "id": "q_626",
            "question": "Mode is commonly used in which field?",
            "optionA": "Scientific research",
            "optionB": "Marketing and Business (e.g., shoe size)",
            "optionC": "Atomic physics",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Businessmen look for the most popular item to stock."
        },
        {
            "id": "q_627",
            "question": "Which average is 'ill-defined' if the maximum frequency repeats?",
            "optionA": "Mean",
            "optionB": "Median",
            "optionC": "Mode",
            "optionD": "AM",
            "correctOption": "C",
            "explanation": "If two values have the same high frequency, the distribution becomes bimodal."
        },
        {
            "id": "q_628",
            "question": "Which mean is defined as the 'nth root of the product of n observations'?",
            "optionA": "Arithmetic",
            "optionB": "Geometric Mean (GM)",
            "optionC": "Harmonic",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It is specifically used for growth rates and index numbers."
        },
        {
            "id": "q_629",
            "question": "If any observation in a series is ZERO, the Geometric Mean becomes?",
            "optionA": "One",
            "optionB": "Zero",
            "optionC": "Infinity",
            "optionD": "Doubled",
            "correctOption": "B",
            "explanation": "Because the product of all items will be zero."
        },
        {
            "id": "q_630",
            "question": "Which mean is defined as the 'reciprocal of the arithmetic mean of the reciprocals' of values?",
            "optionA": "Geometric",
            "optionB": "Harmonic Mean (HM)",
            "optionC": "Median",
            "optionD": "Mode",
            "correctOption": "B",
            "explanation": "It is useful for averaging rates and speeds."
        },
        {
            "id": "q_631",
            "question": "For any series of positive numbers, what is the relationship between AM, GM, and HM?",
            "optionA": "AM < GM < HM",
            "optionB": "AM ≥ GM ≥ HM",
            "optionC": "All are equal",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Arithmetic mean is always the highest of the three."
        },
        {
            "id": "q_632",
            "question": "Measures of central tendency are called 'averages of first order'. Measures of dispersion are called?",
            "optionA": "Averages of zero order",
            "optionB": "Averages of second order",
            "optionC": "Final averages",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "They measure the variation of items around the first-order average."
        },
        {
            "id": "q_633",
            "question": "Dispersion means the ___ or variation of data?",
            "optionA": "Centering",
            "optionB": "Scatterness",
            "optionC": "Total",
            "optionD": "Addition",
            "correctOption": "B",
            "explanation": "It shows how spread out the data points are from the mean."
        },
        {
            "id": "q_634",
            "question": "A 'Relative Measure' of dispersion is expressed in terms of?",
            "optionA": "Kilograms\/Rupees",
            "optionB": "Ratios or Percentages (Coefficients)",
            "optionC": "Absolute numbers",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Relative measures are unitless and used for comparison."
        },
        {
            "id": "q_635",
            "question": "Which of the following is a characteristic of a good measure of dispersion?",
            "optionA": "Rigidly defined",
            "optionB": "Easy to calculate",
            "optionC": "Based on all observations",
            "optionD": "All of the above",
            "correctOption": "D",
            "explanation": "It should follow similar standards as an ideal average."
        },
        {
            "id": "q_636",
            "question": "What is the simplest measure of dispersion?",
            "optionA": "Standard Deviation",
            "optionB": "Range",
            "optionC": "Variance",
            "optionD": "Quartile Deviation",
            "correctOption": "B",
            "explanation": "It is easy to understand and calculate."
        },
        {
            "id": "q_637",
            "question": "Range is the difference between?",
            "optionA": "Mean and Median",
            "optionB": "The two extreme values (Highest - Lowest)",
            "optionC": "Q3 and Q1",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "R = H - L."
        },
        {
            "id": "q_638",
            "question": "What is the formula for the 'Coefficient of Range'?",
            "optionA": "(H - L) \/ (H + L)",
            "optionB": "H + L",
            "optionC": "H \/ L",
            "optionD": "None",
            "correctOption": "A",
            "explanation": "This is the relative measure used to compare different series."
        },
        {
            "id": "q_639",
            "question": "Range is commonly used in which industry?",
            "optionA": "Education",
            "optionB": "Quality control in industrial products and Weather forecasting",
            "optionC": "Banking",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "For example, measuring the daily temperature range."
        },
        {
            "id": "q_640",
            "question": "How many Quartiles divide a series into four equal parts?",
            "optionA": "Two",
            "optionB": "Three (Q1, Q2, Q3)",
            "optionC": "Four",
            "optionD": "Ten",
            "correctOption": "B",
            "explanation": "Q1 covers 25%, Q2 (Median) 50%, and Q3 75%."
        },
        {
            "id": "q_641",
            "question": "Quartile Deviation (QD) is also known as?",
            "optionA": "Range",
            "optionB": "Semi-interquartile range",
            "optionC": "Mean deviation",
            "optionD": "Variance",
            "correctOption": "B",
            "explanation": "It is half of the difference between Q3 and Q1."
        },
        {
            "id": "q_642",
            "question": "What is the formula for QD?",
            "optionA": "(Q3 - Q1) \/ 2",
            "optionB": "Q3 + Q1",
            "optionC": "Q1 - Q3",
            "optionD": "None",
            "correctOption": "A",
            "explanation": "It measures the spread of the middle 50% of the items."
        },
        {
            "id": "q_643",
            "question": "The 'Coefficient of Quartile Deviation' is?",
            "optionA": "(Q3 - Q1) \/ (Q3 + Q1)",
            "optionB": "Q3 \/ Q1",
            "optionC": "Q2",
            "optionD": "None",
            "correctOption": "A",
            "explanation": "It is an absolute number used for comparison."
        },
        {
            "id": "q_644",
            "question": "Which measure of dispersion is best for 'open-end' classes?",
            "optionA": "Range",
            "optionB": "Standard Deviation",
            "optionC": "Quartile Deviation",
            "optionD": "Mean Deviation",
            "correctOption": "D",
            "explanation": "Since it depends on quartiles, it doesn't need the extreme boundaries."
        },
        {
            "id": "q_645",
            "question": "Mean Deviation is the arithmetic average of the ___ deviations of items from an average?",
            "optionA": "Square",
            "optionB": "Absolute (ignoring signs)",
            "optionC": "Cubed",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "We ignore the plus and minus signs, using only 'modulus' values."
        },
        {
            "id": "q_646",
            "question": "Mean Deviation can be calculated from?",
            "optionA": "Mean only",
            "optionB": "Median only",
            "optionC": "Mean, Median, or Mode",
            "optionD": "Range",
            "correctOption": "C",
            "explanation": "However, Mean Deviation from Median is usually the most stable."
        },
        {
            "id": "q_647",
            "question": "The 'Coefficient of Mean Deviation' is calculated by?",
            "optionA": "MD \/ Average from which it was calculated",
            "optionB": "MD * 100",
            "optionC": "MD + 10",
            "optionD": "None",
            "correctOption": "A",
            "explanation": "It makes the measure relative for comparison."
        },
        {
            "id": "q_648",
            "question": "Who introduced the concept of 'Standard Deviation' in 1893?",
            "optionA": "Adam Smith",
            "optionB": "Karl Pearson",
            "optionC": "R.A. Fisher",
            "optionD": "Bowley",
            "correctOption": "B",
            "explanation": "Karl Pearson gave this most important and popular measure of dispersion."
        },
        {
            "id": "q_649",
            "question": "Standard Deviation is defined as the positive ___ of the mean of the squares of deviations of items from the mean?",
            "optionA": "Square",
            "optionB": "Square root",
            "optionC": "Logarithm",
            "optionD": "Reciprocal",
            "correctOption": "B",
            "explanation": "It is also known as 'root-mean square deviation'."
        },
        {
            "id": "q_650",
            "question": "Which Greek letter is used to denote Standard Deviation?",
            "optionA": "Alpha (α)",
            "optionB": "Beta (β)",
            "optionC": "Sigma (σ)",
            "optionD": "Delta (δ)",
            "correctOption": "C",
            "explanation": "The small letter sigma (σ) is the standard symbol."
        },
        {
            "id": "q_651",
            "question": "In a simple series, the formula for S.D. using the actual mean is?",
            "optionA": "σ = √[Σ(x-X̄)² \/ n]",
            "optionB": "σ = Σx \/ n",
            "optionC": "σ = H - L",
            "optionD": "None",
            "correctOption": "A",
            "explanation": "It measures the average distance of each data point from the mean."
        },
        {
            "id": "q_652",
            "question": "The 'Step-deviation method' for S.D. uses a common factor 'h'. What is the purpose of 'h'?",
            "optionA": "To increase the value",
            "optionB": "To simplify calculation by reducing the magnitude of deviations",
            "optionC": "To find the median",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Dividing by the class interval 'h' makes the numbers smaller and easier to work with."
        },
        {
            "id": "q_653",
            "question": "Standard Deviation of the first 'n' natural numbers (1, 2, 3...n) is given by which formula?",
            "optionA": "√[(n² - 1) \/ 12]",
            "optionB": "(n + 1) \/ 2",
            "optionC": "n² \/ 12",
            "optionD": "None",
            "correctOption": "A",
            "explanation": "This is a fixed mathematical property mentioned in the textbook."
        },
        {
            "id": "q_654",
            "question": "Which measure of dispersion is considered 'ideal' because it is based on all observations and capable of further algebraic treatment?",
            "optionA": "Range",
            "optionB": "Quartile Deviation",
            "optionC": "Standard Deviation",
            "optionD": "Mean Deviation",
            "correctOption": "C",
            "explanation": "S.D. is the most scientifically sound measure of dispersion."
        },
        {
            "id": "q_655",
            "question": "A major demerit of Standard Deviation is that it?",
            "optionA": "Ignores signs",
            "optionB": "Is not affected by extreme values",
            "optionC": "Is relatively difficult to calculate and understand",
            "optionD": "None",
            "correctOption": "C",
            "explanation": "Compared to Range or Q.D., the mathematical process for S.D. is complex."
        },
        {
            "id": "q_656",
            "question": "The square of the standard deviation (σ²) is known as?",
            "optionA": "Range",
            "optionB": "Variance",
            "optionC": "Mean",
            "optionD": "Coefficient",
            "correctOption": "B",
            "explanation": "Variance measures the spread of a dataset around its mean."
        },
        {
            "id": "q_657",
            "question": "If the Standard Deviation of a series is 5, what is the Variance?",
            "optionA": "10",
            "optionB": "2.5",
            "optionC": "25",
            "optionD": "0",
            "correctOption": "C",
            "explanation": "Variance is σ², so 5 * 5 = 25."
        },
        {
            "id": "q_658",
            "question": "If the Variance is 100, what is the Standard Deviation?",
            "optionA": "1000",
            "optionB": "50",
            "optionC": "10",
            "optionD": "1",
            "correctOption": "C",
            "explanation": "S.D. is the square root of Variance (√100 = 10)."
        },
        {
            "id": "q_659",
            "question": "What is the formula for the 'Coefficient of Variation'?",
            "optionA": "(σ \/ X̄) x 100",
            "optionB": "(X̄ \/ σ) x 100",
            "optionC": "σ + X̄",
            "optionD": "None",
            "correctOption": "A",
            "explanation": "It is the standard deviation expressed as a percentage of the mean."
        },
        {
            "id": "q_660",
            "question": "The Coefficient of Variation (C.V.) is used to compare the ___ of two or more series?",
            "optionA": "Total sum",
            "optionB": "Variability or Consistency",
            "optionC": "Number of items",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "A series with a smaller C.V. is said to be more 'consistent' or 'stable'."
        },
        {
            "id": "q_661",
            "question": "If series A has a C.V. of 30% and series B has a C.V. of 25%, which series is more consistent?",
            "optionA": "Series A",
            "optionB": "Series B",
            "optionC": "Both are same",
            "optionD": "Cannot be determined",
            "correctOption": "B",
            "explanation": "The lower the C.V., the more uniform or stable the data."
        },
        {
            "id": "q_662",
            "question": "Standard Deviation is a measure of ___ dispersion, while C.V. is a measure of ___ dispersion?",
            "optionA": "Relative, Absolute",
            "optionB": "Absolute, Relative",
            "optionC": "Simple, Complex",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "S.D. has units (like kg\/Rs), while C.V. is a pure percentage."
        },
        {
            "id": "q_663",
            "question": "The concept of 'Lorenz Curve' was introduced by?",
            "optionA": "Max O. Lorenz",
            "optionB": "Karl Pearson",
            "optionC": "Marshall",
            "optionD": "Niti Aayog",
            "correctOption": "A",
            "explanation": "It is a graphic method of studying dispersion."
        },
        {
            "id": "q_664",
            "question": "The Lorenz Curve is most commonly used to study the distribution of?",
            "optionA": "Rainfall",
            "optionB": "Height of students",
            "optionC": "Income, Wealth, or Wages",
            "optionD": "None",
            "correctOption": "C",
            "explanation": "It visually represents economic inequality."
        },
        {
            "id": "q_665",
            "question": "In a Lorenz Curve graph, the straight diagonal line joining (0,0) to (100,100) is called?",
            "optionA": "Curve of Concentration",
            "optionB": "Line of Equal Distribution",
            "optionC": "X-axis",
            "optionD": "Y-axis",
            "correctOption": "B",
            "explanation": "It represents a perfectly equal distribution where everyone has the same share."
        },
        {
            "id": "q_666",
            "question": "The closer the Lorenz Curve is to the 'Line of Equal Distribution', the ___ is the inequality?",
            "optionA": "Higher",
            "optionB": "Lower",
            "optionC": "Constant",
            "optionD": "Zero",
            "correctOption": "B",
            "explanation": "Distance from the diagonal indicates the degree of inequality."
        },
        {
            "id": "q_667",
            "question": "What is the 'Gini's Coefficient'?",
            "optionA": "A measure of mean",
            "optionB": "A numerical measure of the area between the Lorenz curve and the diagonal",
            "optionC": "A type of average",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It turns the visual Lorenz Curve into a single numerical index of inequality."
        },
        {
            "id": "q_668",
            "question": "What is the ratio of Q.D., M.D., and S.D. in a normal distribution?",
            "optionA": "1:2:3",
            "optionB": "10 : 12 : 15",
            "optionC": "5 : 6 : 7",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "As per page 453, Q.D. : M.D. : S.D. ≈ 10 : 12 : 15 (or 2\/3 : 4\/5 : 1)."
        },
        {
            "id": "q_669",
            "question": "That means, Standard Deviation (S.D.) is equal to?",
            "optionA": "5\/4 M.D.",
            "optionB": "3\/2 Q.D.",
            "optionC": "Both A and B",
            "optionD": "None",
            "correctOption": "C",
            "explanation": "S.D. is the largest among the three measures."
        },
        {
            "id": "q_670",
            "question": "Standard Deviation is independent of the change of ___?",
            "optionA": "Scale",
            "optionB": "Origin",
            "optionC": "Both",
            "optionD": "Neither",
            "correctOption": "B",
            "explanation": "Adding or subtracting a constant from all items does not change the S.D."
        },
        {
            "id": "q_671",
            "question": "Standard Deviation is dependent on the change of ___?",
            "optionA": "Origin",
            "optionB": "Scale",
            "optionC": "Color",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Multiplying or dividing all items by a constant changes the S.D. proportionately."
        },
        {
            "id": "q_672",
            "question": "Is Standard Deviation always greater than the Mean Deviation from the mean?",
            "optionA": "No",
            "optionB": "Yes",
            "optionC": "Only in Odisha",
            "optionD": "Sometimes",
            "correctOption": "B",
            "explanation": "Mathematically, S.D. will always be higher than M.D."
        },
        {
            "id": "q_673",
            "question": "Which of the following is amendable to further algebraic treatment?",
            "optionA": "Mean",
            "optionB": "Median",
            "optionC": "Mode",
            "optionD": "None",
            "correctOption": "A",
            "explanation": "The mean is used in many further statistical calculations like S.D. or Correlation."
        },
        {
            "id": "q_674",
            "question": "Which of the following values divides a series into two equal parts?",
            "optionA": "Mean",
            "optionB": "Median",
            "optionC": "Mode",
            "optionD": "All of the above",
            "correctOption": "B",
            "explanation": "Median is the central position of an arranged dataset."
        },
        {
            "id": "q_675",
            "question": "The item value having the maximum frequency is called?",
            "optionA": "Mean",
            "optionB": "Median",
            "optionC": "Mode",
            "optionD": "Quartile",
            "correctOption": "C",
            "explanation": "Mode is the most frequent value."
        },
        {
            "id": "q_676",
            "question": "If Mean = 20 and Median = 18, the Mode is?",
            "optionA": "16",
            "optionB": "12",
            "optionC": "14",
            "optionD": "15",
            "correctOption": "C",
            "explanation": "Mode = (3 * 18) - (2 * 20) = 54 - 40 = 14."
        },
        {
            "id": "q_677",
            "question": "If item values in a series are 15, 3, 7, 21, 28, 11, 5, the median is?",
            "optionA": "7",
            "optionB": "15",
            "optionC": "11",
            "optionD": "21",
            "correctOption": "C",
            "explanation": "Arranged: 3, 5, 7, 11, 15, 21, 28. The middle (4th) value is 11."
        },
        {
            "id": "q_678",
            "question": "What is the geometric mean of 5 and 45?",
            "optionA": "25",
            "optionB": "15",
            "optionC": "22.5",
            "optionD": "50",
            "correctOption": "B",
            "explanation": "GM = √(5 * 45) = √225 = 15."
        },
        {
            "id": "q_679",
            "question": "Which measure is least affected by fluctuations in sampling?",
            "optionA": "Mode",
            "optionB": "Median",
            "optionC": "Arithmetic Mean",
            "optionD": "None",
            "correctOption": "C",
            "explanation": "AM is more stable than positional averages."
        },
        {
            "id": "q_680",
            "question": "In qualitative data, which is considered the best measure of central tendency?",
            "optionA": "Mean",
            "optionB": "Median",
            "optionC": "Range",
            "optionD": "Variance",
            "correctOption": "B",
            "explanation": "Since attributes can be ranked, median is ideal."
        },
        {
            "id": "q_681",
            "question": "If n = 6 and X̄ = 5, then Σx is?",
            "optionA": "11",
            "optionB": "1",
            "optionC": "30",
            "optionD": "25",
            "correctOption": "C",
            "explanation": "Σx = n * X̄ = 6 * 5 = 30."
        },
        {
            "id": "q_682",
            "question": "Median is equal to which quartile?",
            "optionA": "Q1",
            "optionB": "Q2",
            "optionC": "Q3",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "The second quartile is the 50th percentile or median."
        },
        {
            "id": "q_683",
            "question": "The difference between the upper quartile (Q3) and lower quartile (Q1) is called?",
            "optionA": "Quartile deviation",
            "optionB": "Semi interquartile range",
            "optionC": "Interquartile range",
            "optionD": "Range",
            "correctOption": "C",
            "explanation": "IQR = Q3 - Q1."
        },
        {
            "id": "q_684",
            "question": "If Q1 = 10 and Q3 = 30, the Quartile Deviation is?",
            "optionA": "20",
            "optionB": "10",
            "optionC": "0.5",
            "optionD": "40",
            "correctOption": "B",
            "explanation": "Q.D. = (30 - 10) \/ 2 = 10."
        },
        {
            "id": "q_685",
            "question": "What is 'Range'?",
            "optionA": "Mean - Median",
            "optionB": "Maximum value - Minimum value",
            "optionC": "Q3 - Q1",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It measures the total spread from start to finish."
        },
        {
            "id": "q_686",
            "question": "The 'Inter quartile range' is equal to?",
            "optionA": "Same as Quartile Deviation",
            "optionB": "2 x Q.D.",
            "optionC": "Q.D. \/ 2",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Since Q.D. is half of IQR."
        },
        {
            "id": "q_687",
            "question": "Mean Deviation (M.D.) can be calculated from?",
            "optionA": "Mean",
            "optionB": "Median",
            "optionC": "Mode",
            "optionD": "All of the above",
            "correctOption": "D",
            "explanation": "It is the average of absolute deviations from any central value."
        },
        {
            "id": "q_688",
            "question": "Which of the following is a 'relative' measure of deviation?",
            "optionA": "Range",
            "optionB": "Quartile Deviation",
            "optionC": "Coefficient of variation",
            "optionD": "Standard Deviation",
            "correctOption": "C",
            "explanation": "Coefficients are relative measures (unitless)."
        },
        {
            "id": "q_689",
            "question": "Standard deviation is always ___ than mean deviation from mean?",
            "optionA": "Smaller",
            "optionB": "Greater",
            "optionC": "Equal",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "S.D. gives more weight to larger deviations."
        },
        {
            "id": "q_690",
            "question": "The square of standard deviation is known as?",
            "optionA": "Mean",
            "optionB": "Variance",
            "optionC": "Range",
            "optionD": "Mode",
            "correctOption": "B",
            "explanation": "Variance = σ²."
        },
        {
            "id": "q_691",
            "question": "Absolute measures of dispersion are expressed in terms of?",
            "optionA": "Percentages",
            "optionB": "Ratios",
            "optionC": "Units of the data (e.g. Rs, kg)",
            "optionD": "None",
            "correctOption": "C",
            "explanation": "They carry the same unit as the original variable."
        },
        {
            "id": "q_692",
            "question": "A series with a ___ coefficient of variation is considered more variable?",
            "optionA": "Smaller",
            "optionB": "Larger",
            "optionC": "Zero",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Higher C.V. means the data is more spread out and less consistent."
        },
        {
            "id": "q_693",
            "question": "In the formula for Mean Deviation (MD = Σ",
            "optionA": "X - M",
            "optionB": "\/ n), the bars",
            "optionC": "",
            "optionD": "signify?",
            "correctOption": "MULTIPLICATION",
            "explanation": "Ignore algebraic signs (Absolute value)"
        },
        {
            "id": "q_694",
            "question": "Standard Deviation is the ___ root of the arithmetic mean of the squares of deviations?",
            "optionA": "Cube",
            "optionB": "Square",
            "optionC": "Fourth",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Hence the name root-mean-square."
        },
        {
            "id": "q_695",
            "question": "Can the sum of deviations from the actual mean ever be non-zero?",
            "optionA": "Yes",
            "optionB": "No",
            "optionC": "Only if data is negative",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "The sum Σ(x - X̄) is always exactly zero."
        },
        {
            "id": "q_696",
            "question": "Graphically, dispersion is shown in the form of?",
            "optionA": "Histogram",
            "optionB": "Pie chart",
            "optionC": "Lorenz Curve",
            "optionD": "Frequency Polygon",
            "correctOption": "C",
            "explanation": "Lorenz curve is the standard graphical tool for dispersion."
        },
        {
            "id": "q_697",
            "question": "Why is S.D. considered better than M.D.?",
            "optionA": "It is easier",
            "optionB": "It ignores signs",
            "optionC": "It is capable of further algebraic treatment and does not ignore signs",
            "optionD": "None",
            "correctOption": "C",
            "explanation": "S.D. squared the values to remove signs, which is mathematically superior to just ignoring them."
        },
        {
            "id": "q_698",
            "question": "The 'Line of Equal Distribution' in a Lorenz Curve graph is?",
            "optionA": "A curved line",
            "optionB": "A 45-degree diagonal",
            "optionC": "The X-axis",
            "optionD": "The Y-axis",
            "correctOption": "B",
            "explanation": "It serves as the baseline for comparing inequality."
        },
        {
            "id": "q_699",
            "question": "What is the statistical tool used to study and measure the relationship between two variables?",
            "optionA": "Dispersion",
            "optionB": "Average",
            "optionC": "Correlation",
            "optionD": "Index Number",
            "correctOption": "C",
            "explanation": "Correlation measures the degree of association between variables."
        },
        {
            "id": "q_700",
            "question": "If two variables 'X' and 'Y' move in the same direction, the correlation is?",
            "optionA": "Negative",
            "optionB": "Positive",
            "optionC": "Zero",
            "optionD": "Partial",
            "correctOption": "B",
            "explanation": "For example, as income increases, expenditure also increases."
        },
        {
            "id": "q_701",
            "question": "What type of correlation exists between Price and Demand of a commodity?",
            "optionA": "Positive",
            "optionB": "Negative",
            "optionC": "Linear",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Usually, as price rises, demand falls (opposite directions)."
        },
        {
            "id": "q_702",
            "question": "Correlation coefficient (r) always lies between which limits?",
            "optionA": "0 and 1",
            "optionB": "-1 and +1",
            "optionC": "-10 and +10",
            "optionD": "1 and 100",
            "correctOption": "B",
            "explanation": "'r' cannot be less than -1 or greater than +1."
        },
        {
            "id": "q_703",
            "question": "When a change in one variable leads to a change in the other in a constant proportion, it is called?",
            "optionA": "Non-linear correlation",
            "optionB": "Linear correlation",
            "optionC": "Multiple correlation",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Plotting linear correlation on a graph gives a straight line."
        },
        {
            "id": "q_704",
            "question": "If the relationship between variables is expressed by a curve rather than a straight line, it is?",
            "optionA": "Linear",
            "optionB": "Non-linear or Curvilinear",
            "optionC": "Simple",
            "optionD": "Partial",
            "correctOption": "B",
            "explanation": "This happens when the ratio of change is not constant."
        },
        {
            "id": "q_705",
            "question": "Correlation studying the relationship between three or more variables simultaneously is?",
            "optionA": "Simple correlation",
            "optionB": "Partial correlation",
            "optionC": "Multiple correlation",
            "optionD": "Linear correlation",
            "correctOption": "C",
            "explanation": "For example, studying the effect of rain and fertilizer on crop yield."
        },
        {
            "id": "q_706",
            "question": "A 'Partial Correlation' involves studying two variables while keeping other related variables ___?",
            "optionA": "Changing",
            "optionB": "Constant",
            "optionC": "Zero",
            "optionD": "Hidden",
            "correctOption": "B",
            "explanation": "It isolates the relationship between two specific factors."
        },
        {
            "id": "q_707",
            "question": "Does correlation necessarily imply 'Causation' (Cause and effect)?",
            "optionA": "Yes, always",
            "optionB": "No, not necessarily",
            "optionC": "Only in India",
            "optionD": "Only for math",
            "correctOption": "B",
            "explanation": "Two variables may be correlated by pure chance (Spurious correlation)."
        },
        {
            "id": "q_708",
            "question": "The correlation between the size of shoes and intelligence level is an example of?",
            "optionA": "Positive correlation",
            "optionB": "Spurious (Nonsense) correlation",
            "optionC": "High correlation",
            "optionD": "Linear correlation",
            "correctOption": "B",
            "explanation": "There is no logical causal link between these two variables."
        },
        {
            "id": "q_709",
            "question": "Which is the simplest visual tool to check the existence of correlation?",
            "optionA": "Histogram",
            "optionB": "Pie chart",
            "optionC": "Scatter Diagram method",
            "optionD": "Index Number",
            "correctOption": "C",
            "explanation": "It involves plotting paired values (x, y) as dots on a graph."
        },
        {
            "id": "q_710",
            "question": "In a Scatter Diagram, if all dots lie on a straight line rising from lower left to upper right, the correlation is?",
            "optionA": "Perfect Negative",
            "optionB": "Perfect Positive",
            "optionC": "Low Positive",
            "optionD": "No Correlation",
            "correctOption": "B",
            "explanation": "This represents r = +1."
        },
        {
            "id": "q_711",
            "question": "If dots in a Scatter Diagram show a downward trend from top left to bottom right, it indicates?",
            "optionA": "Positive correlation",
            "optionB": "Negative correlation",
            "optionC": "Zero correlation",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "This shows an inverse relationship between variables."
        },
        {
            "id": "q_712",
            "question": "Who developed the mathematical 'Product Moment Method' for measuring correlation?",
            "optionA": "Adam Smith",
            "optionB": "Karl Pearson",
            "optionC": "Spearman",
            "optionD": "Marshall",
            "correctOption": "B",
            "explanation": "It is the most widely used mathematical method for linear correlation."
        },
        {
            "id": "q_713",
            "question": "The 'Spearman’s Rank Correlation' is best used for which type of data?",
            "optionA": "Quantitative",
            "optionB": "Qualitative (e.g., Beauty, Honesty)",
            "optionC": "Large numbers",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It measures correlation based on ranks or positions."
        },
        {
            "id": "q_714",
            "question": "When the actual values of variables are not available but their ranks are known, we use?",
            "optionA": "Karl Pearson method",
            "optionB": "Spearman's method",
            "optionC": "Regression",
            "optionD": "Time series",
            "correctOption": "B",
            "explanation": "Rank correlation was introduced by Charles Spearman in 1904."
        },
        {
            "id": "q_715",
            "question": "The square of the correlation coefficient (r²) is known as the?",
            "optionA": "Coefficient of Variation",
            "optionB": "Coefficient of Determination",
            "optionC": "Probable Error",
            "optionD": "Standard Error",
            "correctOption": "B",
            "explanation": "It shows the percentage of variation explained by the relationship."
        },
        {
            "id": "q_716",
            "question": "'Probable Error' (P.E.) is used to test the ___ of the correlation coefficient?",
            "optionA": "Color",
            "optionB": "Significance",
            "optionC": "Speed",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "If 'r' is more than 6 times the P.E., the correlation is considered significant."
        },
        {
            "id": "q_717",
            "question": "The formula for P.E. involves which constant?",
            "optionA": "0.5",
            "optionB": "0.6745",
            "optionC": "1.1",
            "optionD": "100",
            "correctOption": "B",
            "explanation": "P.E. = 0.6745 * (1 - r²) \/ √n."
        },
        {
            "id": "q_718",
            "question": "If r = 0, what does it mean in a Scatter Diagram?",
            "optionA": "Dots are in a line",
            "optionB": "Dots are widely scattered with no trend",
            "optionC": "Dots go down",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "This indicates the absence of any correlation."
        },
        {
            "id": "q_719",
            "question": "The word 'Regression' literally means?",
            "optionA": "Moving forward",
            "optionB": "Stepping back or returning to average",
            "optionC": "Multiplication",
            "optionD": "Adding data",
            "correctOption": "B",
            "explanation": "Sir Francis Galton first used this term in the 19th century."
        },
        {
            "id": "q_720",
            "question": "Regression analysis is used to ___ the value of an unknown variable?",
            "optionA": "Hide",
            "optionB": "Predict or estimate",
            "optionC": "Delete",
            "optionD": "Average",
            "correctOption": "B",
            "explanation": "It helps find the value of one variable based on the known value of another."
        },
        {
            "id": "q_721",
            "question": "In the regression equation y = a + bx, 'y' is the?",
            "optionA": "Independent variable",
            "optionB": "Dependent variable",
            "optionC": "Constant",
            "optionD": "Slope",
            "correctOption": "B",
            "explanation": "Its value is 'explained' by the independent variable 'x'."
        },
        {
            "id": "q_722",
            "question": "In the same equation (y = a + bx), 'x' is known as the?",
            "optionA": "Dependent variable",
            "optionB": "Independent or Explanatory variable",
            "optionC": "Result",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It is the 'cause' factor in the relationship."
        },
        {
            "id": "q_723",
            "question": "How many regression lines are there in a bivariate distribution?",
            "optionA": "One",
            "optionB": "Two (Y on X and X on Y)",
            "optionC": "Three",
            "optionD": "Infinite",
            "correctOption": "B",
            "explanation": "One predicts Y from X, the other predicts X from Y."
        },
        {
            "id": "q_724",
            "question": "The correlation coefficient (r) is the ___ of the two regression coefficients (bxy and byx)?",
            "optionA": "Arithmetic Mean",
            "optionB": "Geometric Mean",
            "optionC": "Sum",
            "optionD": "Difference",
            "correctOption": "B",
            "explanation": "r = √(bxy * byx)."
        },
        {
            "id": "q_725",
            "question": "Index numbers are known as the '___ of the economy'?",
            "optionA": "Heart",
            "optionB": "Barometer",
            "optionC": "Brain",
            "optionD": "Feet",
            "correctOption": "B",
            "explanation": "They measure relative changes in variables like prices or production over time."
        },
        {
            "id": "q_726",
            "question": "Which year is used as a reference point for comparison in an index number?",
            "optionA": "Current Year",
            "optionB": "Base Year",
            "optionC": "Next Year",
            "optionD": "Leap Year",
            "correctOption": "B",
            "explanation": "The base year is assigned a value of 100."
        },
        {
            "id": "q_727",
            "question": "The value of an index number for the base year is always taken as?",
            "optionA": "0",
            "optionB": "1",
            "optionC": "100",
            "optionD": "1000",
            "correctOption": "C",
            "explanation": "This provides a standard base for calculating percentage changes."
        },
        {
            "id": "q_728",
            "question": "Which index number measures changes in the general price level at the wholesale stage?",
            "optionA": "CPI",
            "optionB": "WPI (Wholesale Price Index)",
            "optionC": "Sensex",
            "optionD": "Nifty",
            "correctOption": "B",
            "explanation": "WPI is used to track inflation in the bulk market."
        },
        {
            "id": "q_729",
            "question": "Consumer Price Index (CPI) is also known as?",
            "optionA": "Growth index",
            "optionB": "Cost of Living Index",
            "optionC": "Poverty index",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It measures the change in retail prices paid by consumers."
        },
        {
            "id": "q_730",
            "question": "What is the first step in the construction of an index number?",
            "optionA": "Collection of data",
            "optionB": "Defining the purpose of the index",
            "optionC": "Selection of base year",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "You must know what you are measuring before starting."
        },
        {
            "id": "q_731",
            "question": "A 'Base Year' should ideally be a ___ year?",
            "optionA": "War year",
            "optionB": "Normal year (no extreme events)",
            "optionC": "Famine year",
            "optionD": "Future year",
            "correctOption": "B",
            "explanation": "It should not have abnormal economic fluctuations."
        },
        {
            "id": "q_732",
            "question": "Why is a system of 'Weighting' used in index numbers?",
            "optionA": "To make it look better",
            "optionB": "Because all commodities are not of equal importance",
            "optionC": "To increase the total",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Items like food are given more weight than items like entertainment."
        },
        {
            "id": "q_733",
            "question": "The CPI for industrial workers is prepared and published by which agency?",
            "optionA": "RBI",
            "optionB": "Labour Bureau, GOI",
            "optionC": "Niti Aayog",
            "optionD": "SEBI",
            "correctOption": "B",
            "explanation": "It is used to determine dearness allowances (DA) for employees."
        },
        {
            "id": "q_734",
            "question": "WPI helps in identifying ___ in the economy?",
            "optionA": "Rainfall",
            "optionB": "Trends and tendencies of prices",
            "optionC": "Number of schools",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It acts as an economic barometer for inflation."
        },
        {
            "id": "q_735",
            "question": "A set of statistical observations arranged in chronological order is a?",
            "optionA": "Frequency distribution",
            "optionB": "Time Series",
            "optionC": "Scatter diagram",
            "optionD": "Regression",
            "correctOption": "B",
            "explanation": "It shows how a variable changes over hours, days, months, or years."
        },
        {
            "id": "q_736",
            "question": "Which of the following is a component of a Time Series?",
            "optionA": "Secular Trend",
            "optionB": "Seasonal Variation",
            "optionC": "Cyclical and Irregular variations",
            "optionD": "All of the above",
            "correctOption": "D",
            "explanation": "These four forces combine to create the observed data pattern."
        },
        {
            "id": "q_737",
            "question": "'Secular Trend' refers to the ___ tendency of data?",
            "optionA": "Short-term",
            "optionB": "Long-term (growth or decline)",
            "optionC": "Weekly",
            "optionD": "Random",
            "correctOption": "B",
            "explanation": "For example, the steady rise in India's population over decades."
        },
        {
            "id": "q_738",
            "question": "Which component is responsible for the rise in demand for cold drinks during summer?",
            "optionA": "Trend",
            "optionB": "Seasonal Variation",
            "optionC": "Cyclical",
            "optionD": "Irregular",
            "correctOption": "B",
            "explanation": "These are periodic patterns that repeat within one year."
        },
        {
            "id": "q_739",
            "question": "Variations that repeat after a period of more than one year (e.g., 3-10 years) are?",
            "optionA": "Seasonal",
            "optionB": "Cyclical Variations",
            "optionC": "Irregular",
            "optionD": "Secular",
            "correctOption": "B",
            "explanation": "These are associated with business cycles (Boom and Recession)."
        },
        {
            "id": "q_740",
            "question": "Business cycles consist of phases like Prosperity, Recession, Depression, and ___?",
            "optionA": "Growth",
            "optionB": "Recovery",
            "optionC": "Inflation",
            "optionD": "Stagnation",
            "correctOption": "B",
            "explanation": "The cycle follows a definite order of movement."
        },
        {
            "id": "q_741",
            "question": "'Irregular Variations' are caused by?",
            "optionA": "Festivals",
            "optionB": "Seasons",
            "optionC": "Natural calamities, wars, or strikes",
            "optionD": "Planned policy",
            "correctOption": "C",
            "explanation": "These are erratic and unpredictable random movements."
        },
        {
            "id": "q_742",
            "question": "A record of the annual production of rice in Odisha for 10 years is an example of?",
            "optionA": "Regression",
            "optionB": "Time Series",
            "optionC": "Census",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It tracks one variable over a continuous sequence of time."
        },
        {
            "id": "q_743",
            "question": "When two variables change in the same direction, such correlation is called?",
            "optionA": "Negative",
            "optionB": "Positive",
            "optionC": "Zero",
            "optionD": "Multiple",
            "correctOption": "B",
            "explanation": "They are directly related."
        },
        {
            "id": "q_744",
            "question": "How many variables are there in a 'Bivariate' frequency distribution?",
            "optionA": "One",
            "optionB": "Two",
            "optionC": "Three",
            "optionD": "Four",
            "correctOption": "B",
            "explanation": "'Bi' stands for two variables (X and Y)."
        },
        {
            "id": "q_745",
            "question": "Correlation between price and demand is generally?",
            "optionA": "Positive",
            "optionB": "Negative",
            "optionC": "One to one",
            "optionD": "No relationship",
            "correctOption": "B",
            "explanation": "As price goes up, demand goes down."
        },
        {
            "id": "q_746",
            "question": "If dots on a scatter diagram fall on a straight line, correlation is?",
            "optionA": "Partial",
            "optionB": "Perfect",
            "optionC": "Zero",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It can be perfect positive (+1) or perfect negative (-1)."
        },
        {
            "id": "q_747",
            "question": "A diagrammatic presentation of paired values of a bivariate distribution is a?",
            "optionA": "Histogram",
            "optionB": "Scatter diagram",
            "optionC": "Pie chart",
            "optionD": "Ogive",
            "correctOption": "B",
            "explanation": "It is the visual representation of correlation."
        },
        {
            "id": "q_748",
            "question": "Which method measures the degree of relationship between two variables?",
            "optionA": "Mean",
            "optionB": "Range",
            "optionC": "Correlation",
            "optionD": "Tabulation",
            "correctOption": "C",
            "explanation": "(Summary question from page 495)."
        },
        {
            "id": "q_749",
            "question": "The Karl Pearson coefficient of correlation is also known as?",
            "optionA": "Rank Correlation",
            "optionB": "Product Moment Correlation",
            "optionC": "Linear Deviation",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It is the most mathematically rigorous method for measuring linear association."
        },
        {
            "id": "q_750",
            "question": "If the sum of the products of deviations (Σxy) is zero, the correlation coefficient will be?",
            "optionA": "1",
            "optionB": "-1",
            "optionC": "Zero",
            "optionD": "Infinity",
            "correctOption": "C",
            "explanation": "Since 'r' is directly proportional to Σxy, a zero numerator makes the result zero."
        },
        {
            "id": "q_751",
            "question": "Spearman's Rank Correlation coefficient is denoted by which symbol?",
            "optionA": "r",
            "optionB": "R or ρ (rho)",
            "optionC": "σ",
            "optionD": "b",
            "correctOption": "B",
            "explanation": "It uses the Greek letter rho to distinguish it from the Pearson coefficient."
        },
        {
            "id": "q_752",
            "question": "What is the formula for Spearman's Rank Correlation?",
            "optionA": "1 - [6ΣD² \/ n(n²-1)]",
            "optionB": "Σx \/ n",
            "optionC": "√bxy.byx",
            "optionD": "None",
            "correctOption": "A",
            "explanation": "It calculates the relationship based on the difference (D) between ranks."
        },
        {
            "id": "q_753",
            "question": "Rank correlation is used when the data is in the form of?",
            "optionA": "Exact measurements",
            "optionB": "Preferences or Ranks",
            "optionC": "Constant values",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It is ideal for qualitative data like ranking students in a competition."
        },
        {
            "id": "q_754",
            "question": "Regression lines always intersect at the point of?",
            "optionA": "(0,0)",
            "optionB": "(X̄, Ȳ)",
            "optionC": "(1,1)",
            "optionD": "(Max, Min)",
            "correctOption": "B",
            "explanation": "The intersection represents the mean values of both variables."
        },
        {
            "id": "q_755",
            "question": "If the correlation is perfect (r = ±1), how many regression lines will exist?",
            "optionA": "Two distinct lines",
            "optionB": "Only one line (both coincide)",
            "optionC": "No lines",
            "optionD": "Infinite",
            "correctOption": "B",
            "explanation": "When correlation is perfect, the two lines merge into one."
        },
        {
            "id": "q_756",
            "question": "The slope of the regression line Y on X is represented by?",
            "optionA": "a",
            "optionB": "byx",
            "optionC": "bxy",
            "optionD": "r",
            "correctOption": "B",
            "explanation": "It indicates the change in Y for a unit change in X."
        },
        {
            "id": "q_757",
            "question": "Regression analysis helps in 'Forecasting'. What does this mean?",
            "optionA": "Looking at the past",
            "optionB": "Estimating future values based on past trends",
            "optionC": "Deleting data",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It is a primary tool for business and economic planning."
        },
        {
            "id": "q_758",
            "question": "Which of the following is an explanatory variable?",
            "optionA": "Dependent variable",
            "optionB": "Independent variable",
            "optionC": "Median",
            "optionD": "Mode",
            "correctOption": "B",
            "explanation": "It is the variable used to 'explain' or predict the other."
        },
        {
            "id": "q_759",
            "question": "Which index number is called the 'Ideal Index'?",
            "optionA": "Laspeyres",
            "optionB": "Paasche",
            "optionC": "Fisher's Ideal Index",
            "optionD": "Marshall",
            "correctOption": "C",
            "explanation": "It is the geometric mean of Laspeyres and Paasche indices."
        },
        {
            "id": "q_760",
            "question": "Fisher's Ideal Index satisfies which consistency test?",
            "optionA": "Time Reversal Test",
            "optionB": "Factor Reversal Test",
            "optionC": "Both A and B",
            "optionD": "Neither",
            "correctOption": "C",
            "explanation": "This is why it is considered mathematically superior to other indices."
        },
        {
            "id": "q_761",
            "question": "What is the primary difference between Laspeyres and Paasche indices?",
            "optionA": "The base year",
            "optionB": "The current year",
            "optionC": "The weightage used (Base year vs Current year quantity)",
            "optionD": "The price",
            "correctOption": "C",
            "explanation": "Laspeyres uses base year quantities (q0) as weights, while Paasche uses current year (q1)."
        },
        {
            "id": "q_762",
            "question": "Which index is better for comparing the change in 'Purchasing Power' of money?",
            "optionA": "Quantity Index",
            "optionB": "Price Index",
            "optionC": "Value Index",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "As prices rise, the purchasing power of the currency falls."
        },
        {
            "id": "q_763",
            "question": "If the Price Index of 2016 is 150 with 2010 as base (100), it means prices have risen by?",
            "optionA": "150%",
            "optionB": "50 per cent",
            "optionC": "10%",
            "optionD": "5%",
            "correctOption": "B",
            "explanation": "Index (150) - Base (100) = 50% increase."
        },
        {
            "id": "q_764",
            "question": "'Family Budget Enquiry' is a step involved in the construction of?",
            "optionA": "WPI",
            "optionB": "Consumer Price Index (CPI)",
            "optionC": "Sensex",
            "optionD": "GDP",
            "correctOption": "B",
            "explanation": "It helps determine the consumption pattern and weightage for a specific class of people."
        },
        {
            "id": "q_765",
            "question": "Real Wage is calculated by which formula?",
            "optionA": "(Money Wage \/ CPI) x 100",
            "optionB": "Money Wage + 100",
            "optionC": "CPI \/ Money Wage",
            "optionD": "None",
            "correctOption": "A",
            "explanation": "It shows the actual goods and services a person can buy after accounting for inflation."
        },
        {
            "id": "q_766",
            "question": "Who benefits from a rise in the Consumer Price Index (CPI)?",
            "optionA": "Fixed income earners",
            "optionB": "Debtors (Borrowers)",
            "optionC": "Creditors (Lenders)",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Debtors benefit as they repay in money that has less purchasing power."
        },
        {
            "id": "q_767",
            "question": "Which of the following is NOT included in the typical basket of CPI?",
            "optionA": "Food",
            "optionB": "House Rent",
            "optionC": "Fuel and Lighting",
            "optionD": "Heavy Machinery",
            "correctOption": "D",
            "explanation": "CPI focuses on goods consumed by individuals\/households."
        },
        {
            "id": "q_768",
            "question": "The 'Dearness Allowance' (DA) for government employees is linked to?",
            "optionA": "WPI",
            "optionB": "CPI (Consumer Price Index)",
            "optionC": "Gold prices",
            "optionD": "Stock market",
            "correctOption": "B",
            "explanation": "It is adjusted to protect employees from the rising cost of living."
        },
        {
            "id": "q_769",
            "question": "In the 'Additive Model' of Time Series, the components are?",
            "optionA": "Multiplied",
            "optionB": "Added (Y = T + S + C + I)",
            "optionC": "Divided",
            "optionD": "Subtracted",
            "correctOption": "B",
            "explanation": "It assumes that the components act independently."
        },
        {
            "id": "q_770",
            "question": "In the 'Multiplicative Model' of Time Series, the components are?",
            "optionA": "T + S + C + I",
            "optionB": "T x S x C x I",
            "optionC": "T \/ S",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "This model is more common when the variation changes proportionally with the trend."
        },
        {
            "id": "q_771",
            "question": "The 'Secular Trend' can be represented graphically by a?",
            "optionA": "Circle",
            "optionB": "Straight line or a smooth curve",
            "optionC": "Histogram",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It shows the general movement over a long period."
        },
        {
            "id": "q_772",
            "question": "A 'Business Cycle' consists of phases like Prosperity, Recession, Depression, and Recovery. This is which variation?",
            "optionA": "Seasonal",
            "optionB": "Cyclical Variation",
            "optionC": "Trend",
            "optionD": "Irregular",
            "correctOption": "B",
            "explanation": "These are rhythmic movements occurring over periods longer than a year."
        },
        {
            "id": "q_773",
            "question": "The strike in a factory or a sudden flood represents which time series component?",
            "optionA": "Trend",
            "optionB": "Seasonal",
            "optionC": "Random or Irregular Variation",
            "optionD": "Cyclical",
            "correctOption": "C",
            "explanation": "These are non-periodic and non-predictable."
        },
        {
            "id": "q_774",
            "question": "Regression analysis studies the ___?",
            "optionA": "Association",
            "optionB": "Cause and effect relationship between variables",
            "optionC": "Total sum",
            "optionD": "Average only",
            "correctOption": "B",
            "explanation": "Unlike correlation, regression seeks to identify how one variable causes change in another."
        },
        {
            "id": "q_775",
            "question": "In the equation y = a + bx, 'x' is the?",
            "optionA": "Dependent variable",
            "optionB": "Independent variable",
            "optionC": "Constant",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "X is the predictor."
        },
        {
            "id": "q_776",
            "question": "The relationship between regression coefficients and correlation coefficient is?",
            "optionA": "r = √(bxy * byx)",
            "optionB": "r = bxy + byx",
            "optionC": "r = bxy \/ byx",
            "optionD": "None",
            "correctOption": "A",
            "explanation": "The correlation coefficient is the geometric mean of the two regression coefficients."
        },
        {
            "id": "q_777",
            "question": "Regression models predict a value of the 'Y' variable given a known value of 'X'. This is called?",
            "optionA": "Interpolation",
            "optionB": "Extrapolation",
            "optionC": "Both, depending on the range",
            "optionD": "None",
            "correctOption": "C",
            "explanation": "If within the data range, it's interpolation; outside, it's extrapolation."
        },
        {
            "id": "q_778",
            "question": "An index number is a statistical measure designed to show changes in a variable with respect to?",
            "optionA": "Time",
            "optionB": "Geography",
            "optionC": "Income\/Profession",
            "optionD": "All of the above",
            "correctOption": "D",
            "explanation": "It is a composite relative measure."
        },
        {
            "id": "q_779",
            "question": "A 'Base Year' should NOT be a year of?",
            "optionA": "War",
            "optionB": "Famine or Strike",
            "optionC": "Economic Depression",
            "optionD": "All of the above",
            "correctOption": "D",
            "explanation": "It must be a 'normal' year for the comparison to be valid."
        },
        {
            "id": "q_780",
            "question": "Which index represents the price of a representative basket of goods at the wholesale stage?",
            "optionA": "CPI",
            "optionB": "WPI",
            "optionC": "Quantity Index",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "WPI is the key measure for producer-level inflation."
        },
        {
            "id": "q_781",
            "question": "Steps in constructing an index number include?",
            "optionA": "Selection of base year",
            "optionB": "Selection of commodities",
            "optionC": "Collection of data",
            "optionD": "All of the above",
            "correctOption": "D",
            "explanation": "It is a systematic process requiring careful selection."
        },
        {
            "id": "q_782",
            "question": "Which index uses 100 times the ratio of the current price to the base price?",
            "optionA": "Simple Price Index",
            "optionB": "Geometric Mean",
            "optionC": "Standard Deviation",
            "optionD": "None",
            "correctOption": "A",
            "explanation": "(P1 \/ P0) * 100."
        },
        {
            "id": "q_783",
            "question": "Sales of a business house usually relate to which component of time series?",
            "optionA": "Only Trend",
            "optionB": "A combination of Trend and Seasonal",
            "optionC": "Only Irregular",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Sales usually grow over years (trend) but peak during specific months (seasonal)."
        },
        {
            "id": "q_784",
            "question": "The celebration of 'Rath Yatra' or 'Puja' is associated with which component?",
            "optionA": "Trend",
            "optionB": "Seasonal variation",
            "optionC": "Cyclical",
            "optionD": "Random",
            "correctOption": "B",
            "explanation": "These are periodic events that happen every year at the same time."
        },
        {
            "id": "q_785",
            "question": "Which of the following is NOT a time series?",
            "optionA": "Annual rice production in Odisha",
            "optionB": "Record of malaria deaths in 10 years",
            "optionC": "A list of names of districts",
            "optionD": "Weekly readers of a library",
            "correctOption": "C",
            "explanation": "A list of names is qualitative\/static data, not a chronological sequence of a variable."
        },
        {
            "id": "q_786",
            "question": "Data collected on an 'annual basis' is free from which variation?",
            "optionA": "Trend",
            "optionB": "Cyclical",
            "optionC": "Irregular",
            "optionD": "Seasonal fluctuation",
            "correctOption": "D",
            "explanation": "Since seasonal changes happen WITHIN a year, an annual total hides them."
        },
        {
            "id": "q_787",
            "question": "A time series has how many main components?",
            "optionA": "Two",
            "optionB": "Three",
            "optionC": "Four",
            "optionD": "Five",
            "correctOption": "B",
            "explanation": "Trend (T), Seasonal (S), Cyclical (C), and Irregular (I)."
        },
        {
            "id": "q_788",
            "question": "Which component makes a time series oscillatory but with a non-fixed period?",
            "optionA": "Trend",
            "optionB": "Cyclical component",
            "optionC": "Seasonal",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "Cycles vary in length, unlike seasons which are fixed to the calendar."
        },
        {
            "id": "q_789",
            "question": "Correlation analysis serves as the basis for?",
            "optionA": "Collection of data",
            "optionB": "Regression analysis",
            "optionC": "Printing books",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "We must know if variables are related before we try to predict one from another."
        },
        {
            "id": "q_790",
            "question": "A Scatter Diagram is the ___ tool of studying correlation?",
            "optionA": "Most difficult",
            "optionB": "Simplest",
            "optionC": "Most expensive",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It gives a rough visual idea of the relationship."
        },
        {
            "id": "q_791",
            "question": "When the dots on a scatter diagram show an upward trend from left to right, it represents?",
            "optionA": "Negative correlation",
            "optionB": "Positive correlation",
            "optionC": "No correlation",
            "optionD": "Perfect negative",
            "correctOption": "B",
            "explanation": "As X increases, Y also increases."
        },
        {
            "id": "q_792",
            "question": "Causation implies correlation, but ___?",
            "optionA": "Correlation does not necessarily imply causation",
            "optionB": "It is the same thing",
            "optionC": "It is always true",
            "optionD": "None",
            "correctOption": "A",
            "explanation": "Just because two things change together doesn't mean one causes the other."
        },
        {
            "id": "q_793",
            "question": "The word 'Regression' was first used in the 19th century by?",
            "optionA": "Sir Francis Galton",
            "optionB": "Karl Pearson",
            "optionC": "Adam Smith",
            "optionD": "Niti Aayog",
            "correctOption": "A",
            "explanation": "He used it to describe biological inheritance patterns."
        },
        {
            "id": "q_794",
            "question": "Wholesale Price Index (WPI) is used as an 'Economic Barometer' to find?",
            "optionA": "Rainfall",
            "optionB": "The ups and downs in general economic conditions",
            "optionC": "Only gold prices",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It tracks the broad inflationary health of the country."
        },
        {
            "id": "q_795",
            "question": "Construction of a Consumer Price Index involves?",
            "optionA": "Selecting a class of people",
            "optionB": "Conducting family budget enquiry",
            "optionC": "Collecting retail prices",
            "optionD": "All of the above",
            "correctOption": "D",
            "explanation": "It is a specific index for a specific group (e.g., agricultural laborers)."
        },
        {
            "id": "q_796",
            "question": "Index numbers are expressed as?",
            "optionA": "Absolute units (kg)",
            "optionB": "Percentages (Ratios)",
            "optionC": "Names",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "They are relative measures expressed in terms of 100."
        },
        {
            "id": "q_797",
            "question": "The 'Multiplicative model' is expressed as?",
            "optionA": "T + S + C + I",
            "optionB": "T x S x C x I",
            "optionC": "T - S - C - I",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It is the standard model used in modern economic analysis."
        },
        {
            "id": "q_798",
            "question": "'Irregular variations' are also called?",
            "optionA": "Erratic, random, or accidental variations",
            "optionB": "Trends",
            "optionC": "Cycles",
            "optionD": "None",
            "correctOption": "A",
            "explanation": "They are caused by one-off events."
        },
        {
            "id": "q_799",
            "question": "An 'Ideal Average' should be representative of?",
            "optionA": "Only the first item",
            "optionB": "All the items in the series",
            "optionC": "Only the last item",
            "optionD": "None",
            "correctOption": "B",
            "explanation": "It must reflect the entire dataset."
        },
        {
            "id": "q_800",
            "question": "The last step in a statistical enquiry is?",
            "optionA": "Data Collection",
            "optionB": "Tabulation",
            "optionC": "Interpretation of Data",
            "optionD": "None",
            "correctOption": "C",
            "explanation": "This is where the researcher draws the final conclusions."
        },
        {
            "id": "q_801",
            "question": "Does the standard of living of people improve if per capita income rises?",
            "optionA": "Yes",
            "optionB": "No",
            "optionC": "Only if prices remain stable",
            "optionD": "None",
            "correctOption": "C",
            "explanation": "Real income (adjusted for inflation) is the true measure of living standards."
        },
        {
            "id": "q_802",
            "question": "Statistics is the science which deals with the collection, classification, and ___?",
            "optionA": "Tabulation of numerical facts",
            "optionB": "Writing stories",
            "optionC": "Painting",
            "optionD": "None",
            "correctOption": "A",
            "explanation": "This is the definition in the singular sense."
        }
    ]
}