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APPSC ASO Paper II Mock 1 with answers

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  • 150 minutes
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Topics in this test (10)

Questions and answers

  1. Q1 Economic Concepts

    Consider the following statements about arc elasticity of demand:

    1. It measures elasticity between two points on a demand curve and is suited to large changes in price.

    2. When the averages of the old and new prices and quantities are used as the base, it gives the same value whether price rises or falls.

    Which of the statements given above is/are correct?

    1. A1 only
    2. B2 only
    3. CBoth 1 and 2
    4. DNeither 1 nor 2
    Show answerHide answer

    Answer C. Both 1 and 2

    Arc elasticity is the average elasticity over a segment of the curve, used for discrete or large price changes. Using mid-point bases makes the formula symmetric, so the direction of the change does not matter.

    Source: Telugu Akademi B.A. Economics, Micro Economics (Elasticity of Demand); Ahuja, Advanced Economic Theory

  2. Q2 Economic Concepts

    Consider the following statements about the kinked demand curve model of oligopoly:

    1. It assumes that rivals follow a price cut but do not follow a price rise.

    2. The marginal revenue curve has a discontinuous (vertical) gap at the kink.

    3. It explains how the initial price at the kink is determined.

    Which of the statements given above is/are correct?

    1. A1 only
    2. B2 and 3 only
    3. C1 and 2 only
    4. D1, 2 and 3
    Show answerHide answer

    Answer C. 1 and 2 only

    Demand is elastic above the kink (rivals do not follow a rise) and inelastic below it (rivals match a cut), giving a gap in MR. MC can shift within the gap without changing price, explaining price rigidity. The model does not explain how the kink price is reached.

    Source: Koutsoyiannis, Modern Microeconomics; Telugu Akademi B.A. Economics, Market Structures and Price Determination

  3. Q3 Economic Concepts

    Consider the following statements:

    1. Hicks and Hansen criticised the classical, loanable funds and Keynesian theories of interest as indeterminate.

    2. The criticism arises because saving (and liquidity preference) depend on the level of income, which itself depends on the rate of interest.

    Which of the statements given above is/are correct?

    1. A1 only
    2. B2 only
    3. CBoth 1 and 2
    4. DNeither 1 nor 2
    Show answerHide answer

    Answer C. Both 1 and 2

    Hicks and Hansen showed that none of these theories can fix the interest rate unless income is known, while income depends on the rate of interest; the IS-LM model resolves this by determining both together.

    Source: Jhingan, Macro Economic Theory (Theories of Interest)

  4. Q4 Economic Concepts

    Consider the following statements:

    I. Real GDP values the output of a year at constant (base-year) prices.

    II. GDP deflator is the ratio of real GDP to nominal GDP.

    III. A GDP deflator of 150 means the price level is 50% higher than in the base year.

    Which of the statements given above is/are correct?

    1. AI and II only
    2. BII and III only
    3. CI, II and III
    4. DI and III only
    Show answerHide answer

    Answer D. I and III only

    I and III are correct. The GDP deflator is nominal GDP divided by real GDP, not the other way round.

    Source: NCERT Class 12 Introductory Macroeconomics ch.2 (p.39); PW Indian Economy (ref) ch.2 (p.20)

  5. Q5 Economic Concepts

    Consider the following statements about the CPI (Combined) series with base year 2012:

    I. Food and beverages carry the largest weight.

    II. Housing carries a larger weight than the miscellaneous group.

    III. Fuel and light carry a weight of less than 10%.

    Which of the statements given above is/are correct?

    1. AI and II only
    2. BII and III only
    3. CI and III only
    4. DI, II and III
    Show answerHide answer

    Answer C. I and III only

    I and III are correct. Housing (about 10%) carries much less weight than the miscellaneous group (about 28%).

    Source: PW Indian Economy, ch.2 National Income Accounting (CPI, WPI, PPI, IIP) (Components of CPI)

  6. Q6 Economic Concepts

    Which of the following taxes were NOT subsumed in GST?

    I. Basic Customs Duty

    II. Stamp duty

    III. Entry tax (all forms)

    IV. Electricity duty

    Select the correct answer using the codes given below.

    1. AI and II only
    2. BI, II and IV only
    3. CII, III and IV only
    4. DI, II, III and IV
    Show answerHide answer

    Answer B. I, II and IV only

    Basic Customs Duty, stamp duty and electricity duty remain outside GST. Entry tax in all forms was subsumed in GST.

    Source: Indian Economy reference ch.5 (Government Budgeting and Fiscal Policy) (p.57-58); NCERT Class 12 Introductory Macroeconomics ch.5 (p.93)

  7. Q7 Economic Concepts

    Consider the following statements about the budget line of a consumer buying goods X and Y:

    1. Its slope equals −Px/Py.

    2. A rise in money income, with prices unchanged, shifts it outward parallel to itself.

    3. A fall in the price of X alone makes it pivot outward along the X-axis, with its Y-intercept unchanged.

    4. Doubling both prices and money income shifts it outward.

    Which of the statements given above are correct?

    1. A1 and 2 only
    2. B2 and 4 only
    3. C1, 3 and 4 only
    4. D1, 2 and 3 only
    Show answerHide answer

    Answer D. 1, 2 and 3 only

    The budget line PxX + PyY = M has slope −Px/Py and intercepts M/Px and M/Py. A higher M with fixed prices gives a parallel outward shift; a lower Px raises only M/Px. Doubling M, Px and Py leaves both intercepts unchanged, so the line does not move.

    Source: Telugu Akademi B.A. Economics, Micro Economics (Theory of Consumer Behaviour); Koutsoyiannis, Modern Microeconomics

  8. Q8 Economic Concepts

    A monopolist faces the demand curve P = 100 − Q and has a constant marginal and average cost of ₹20. What is its maximum profit?

    1. A₹2,400
    2. B₹3,200
    3. C₹1,600
    4. D₹800
    Show answerHide answer

    Answer C. ₹1,600

    Profit is maximised where MR = MC: 100 − 2Q = 20, so Q = 40 and P = 100 − 40 = 60. Profit = (P − AC) × Q = 40 × 40 = ₹1,600.

    Source: Standard method; answer and every option computed and checked in Python

  9. Q9 Economic Concepts

    Under perfect competition, the marginal physical product of the last worker hired is 6 units and the product sells at ₹25 per unit. According to the marginal productivity theory, the wage paid to each worker is:

    1. A₹31
    2. B₹19
    3. C₹4.17
    4. D₹150
    Show answerHide answer

    Answer D. ₹150

    Wage = VMP = MPP × price = 6 × 25 = ₹150.

    Source: Standard method; answer and every option computed and checked in Python

  10. Q10 Economic Concepts

    From the following (₹ crore), find domestic income (NDP at factor cost) by the income method: compensation of employees 4,200; rent 600; interest 500; profits 1,300; mixed income of the self-employed 900; old-age pensions paid by government 250; sale of a second-hand car 80.

    1. A₹7,500 crore
    2. B₹7,750 crore
    3. C₹7,580 crore
    4. D₹7,830 crore
    Show answerHide answer

    Answer A. ₹7,500 crore

    Only factor incomes count: 4,200 + 600 + 500 + 1,300 + 900 = 7,500. Pensions are transfers; a second-hand sale is not current production.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  11. Q11 Economic Concepts

    Consider the following statements about the Liquidity Adjustment Facility (LAF) corridor:

    I. The SDF rate is the floor of the LAF corridor.

    II. The MSF rate is the ceiling of the LAF corridor.

    III. After April 2022 the fixed-rate reverse repo continued to be the floor of the corridor.

    Which of the statements given above is/are correct?

    1. AI only
    2. BI and II only
    3. CII and III only
    4. DI, II and III
    Show answerHide answer

    Answer B. I and II only

    I and II are correct. From April 2022 the SDF rate replaced the fixed-rate reverse repo as the floor.

    Source: PW Indian Economy, ch.4 Monetary Policy and Inflation (LAF corridor)

  12. Q12 Economic Concepts

    Consider the following statements about taxes in India:

    I. Personal income tax is progressive: the tax rate rises as income rises.

    II. Excise duties are levied on goods produced within the country, while customs duties are levied on goods imported into or exported out of India.

    Which of the statements given above is/are correct?

    1. AI only
    2. BII only
    3. CBoth I and II
    4. DNeither I nor II
    Show answerHide answer

    Answer C. Both I and II

    Both statements are correct. Personal income tax is progressive, and excise duty falls on domestic production while customs duty falls on imports and exports.

    Source: NCERT Class 12 Introductory Macroeconomics ch.5 (p.78)

  13. Q13 Economic Concepts

    A consumer is willing to pay ₹50, ₹40, ₹30, ₹20 and ₹10 for the 1st, 2nd, 3rd, 4th and 5th units of a good. If the market price is ₹20 per unit, what is the Marshallian consumer's surplus?

    1. A₹40
    2. B₹60
    3. C₹80
    4. D₹140
    Show answerHide answer

    Answer B. ₹60

    At ₹20 the consumer buys 4 units (willingness to pay ≥ price). Consumer's surplus = total willingness to pay − actual payment = 140 − 80 = ₹60, i.e. 30 + 20 + 10 + 0.

    Source: Marshall's consumer's surplus; answer and every option computed and checked in Python

  14. Q14 Economic Concepts

    At a certain output the average revenue of a firm is ₹60 and the price elasticity of demand is 3. What is the marginal revenue?

    1. A₹40
    2. B₹20
    3. C₹80
    4. D₹180
    Show answerHide answer

    Answer A. ₹40

    The relation between AR, MR and elasticity is MR = AR × (e − 1)/e = 60 × 2/3 = ₹40.

    Source: Standard method; answer and every option computed and checked in Python

  15. Q15 Economic Concepts

    According to J.B. Clark's dynamic theory of profit, which of the following are dynamic changes that give rise to profit?

    1. Increase in population

    2. Increase in capital

    3. Improvement in methods of production

    4. Multiplication of consumers' wants

    Select the correct answer using the code given below:

    1. A1 and 2 only
    2. B1, 2 and 3 only
    3. C3 and 4 only
    4. D1, 2, 3 and 4
    Show answerHide answer

    Answer D. 1, 2, 3 and 4

    Clark listed five dynamic changes: growth of population, growth of capital, improved methods of production, changes in the forms of industrial organisation and multiplication of consumers' wants. In a static economy profit disappears.

    Source: Jhingan, Micro Economic Theory (Theories of Profit)

  16. Q16 Economic Concepts

    Consider the following statements:

    I. Gross value added of a firm is the value of its output minus the value of intermediate goods used.

    II. Net value added is gross value added plus depreciation.

    III. GDP is the sum of gross value added of all producing units in the economy.

    Which of the statements given above is/are correct?

    1. AI and II only
    2. BII and III only
    3. CI and III only
    4. DI, II and III
    Show answerHide answer

    Answer C. I and III only

    I and III are correct. Net value added is gross value added minus (not plus) depreciation.

    Source: NCERT Class 12 Introductory Macroeconomics ch.2 (p.30)

  17. Q17 Economic Concepts

    Match the measures of money supply with their components:

    List I

    a. M1

    b. M2

    c. M3

    d. M4

    List II

    I. M1 + net time deposits of commercial banks

    II. M3 + total post office deposits (excluding NSCs)

    III. Currency with the public + demand deposits + other deposits with RBI

    IV. M1 + savings deposits with post office savings banks

    1. Aa-III, b-I, c-IV, d-II
    2. Ba-IV, b-III, c-I, d-II
    3. Ca-III, b-IV, c-II, d-I
    4. Da-III, b-IV, c-I, d-II
    Show answerHide answer

    Answer D. a-III, b-IV, c-I, d-II

    M1 = currency with the public + demand deposits + other deposits with RBI; M2 = M1 + post office savings deposits; M3 = M1 + net time deposits of banks; M4 = M3 + total post office deposits excluding NSCs.

    Source: NCERT Class 12 Introductory Macroeconomics ch.3 Money and Banking (p.58); PW Indian Economy, ch.3 Money and Banking

  18. Q18 Economic Concepts

    Consider the following statements:

    I. Tax evasion is the illegal non-payment of tax by concealing or misreporting income.

    II. Tax avoidance is the legal use of exemptions and loopholes in the law to reduce tax liability.

    Which of the statements given above is/are correct?

    1. AI only
    2. BII only
    3. CBoth I and II
    4. DNeither I nor II
    Show answerHide answer

    Answer C. Both I and II

    Both statements are correct. Evasion is illegal and punishable; avoidance is legal, though anti-avoidance rules such as GAAR target aggressive cases.

    Source: Indian Economy reference ch.5 (Government Budgeting and Fiscal Policy) (p.59)

  19. Q19 Economic Concepts

    The demand function for a good is Q = 100 − 4P. What is the (numerical) point price elasticity of demand at P = 10?

    1. A0.25
    2. B0.67
    3. C1.50
    4. D4.00
    Show answerHide answer

    Answer B. 0.67

    At P = 10, Q = 60. Point elasticity = (dQ/dP) × (P/Q) = 4 × 10/60 = 0.67.

    Source: Standard method; answer and every option computed and checked in Python

  20. Q20 International Economics

    India imports 50 units of a machine, each valued at ₹3,000. The compound duty is ₹200 per unit plus 10% ad valorem. What is the total duty payable?

    1. A₹15,000
    2. B₹10,000
    3. C₹1,75,000
    4. D₹25,000
    Show answerHide answer

    Answer D. ₹25,000

    Specific part = 50 × ₹200 = ₹10,000. Ad valorem part = 10% of (50 × ₹3,000 = ₹1,50,000) = ₹15,000. Compound duty = ₹10,000 + ₹15,000 = ₹25,000.

    Source: Standard method; answer and every option computed and checked in Python

  21. Q21 International Economics

    Consider the following statements:

    I. Devaluation is a reduction in the value of a currency by government action under a fixed exchange rate system.

    II. Depreciation is a fall in the value of a currency caused by market forces under a flexible exchange rate system.

    III. Revaluation makes the domestic currency cheaper for foreigners.

    Which of the statements given above is/are correct?

    1. AI only
    2. BII and III only
    3. CI and II only
    4. DI, II and III
    Show answerHide answer

    Answer C. I and II only

    Statements I and II are correct. Revaluation makes the domestic currency costlier, not cheaper.

    Source: NCERT Class 12 Introductory Macroeconomics ch.6 (Open Economy)

  22. Q22 International Economics

    Which of the following pairs of report and publishing institution is NOT correctly matched?

    1. AWorld Economic Outlook : IMF
    2. BGlobal Financial Stability Report : IMF
    3. CGlobal Economic Prospects : IMF
    4. DWorld Development Report : World Bank
    Show answerHide answer

    Answer C. Global Economic Prospects : IMF

    The World Economic Outlook and the Global Financial Stability Report are IMF flagships; the World Development Report and Global Economic Prospects are World Bank publications.

    Source: IMF and World Bank publication pages (imf.org, worldbank.org)

  23. Q23 International Economics

    Match List I (economist) with List II (contribution):

    List I:

    A. Ragnar Nurkse

    B. W. Arthur Lewis

    C. Robert Solow

    D. T.W. Schultz

    List II:

    1. Human capital

    2. Vicious circle of poverty

    3. Development with unlimited supplies of labour

    4. Neoclassical growth model

    Select the correct answer using the code given below.

    1. AA-3, B-2, C-4, D-1
    2. BA-2, B-3, C-1, D-4
    3. CA-4, B-3, C-2, D-1
    4. DA-2, B-3, C-4, D-1
    Show answerHide answer

    Answer D. A-2, B-3, C-4, D-1

    Nurkse (1953) explained low capital formation by the vicious circle of poverty; Lewis (1954) the dual economy with unlimited labour; Solow (1956) the neoclassical model; Schultz (1961) human capital.

    Source: M.L. Jhingan, The Economics of Development and Planning

  24. Q24 International Economics

    If the import volume index is 130 and the export volume index is 104 (base = 100), the gross barter terms of trade (Taussig) are

    1. A80
    2. B26
    3. C234
    4. D125
    Show answerHide answer

    Answer D. 125

    Gross barter terms of trade = (Qm / Qx) × 100 = (130 / 104) × 100 = 125.

    Source: Standard method; answer and every option computed and checked in Python

  25. Q25 International Economics

    Assertion (A): The SDR is a currency used by member countries to pay for goods in international markets.

    Reason (R): The SDR is an international reserve asset created by the IMF to supplement member countries' official reserves.

    Choose the correct answer using the codes below.

    1. ABoth A and R are true, and R is the correct explanation of A
    2. BBoth A and R are true, but R is NOT the correct explanation of A
    3. CA is true, but R is false
    4. DA is false, but R is true
    Show answerHide answer

    Answer D. A is false, but R is true

    A is false and R is true. The SDR is not a currency for buying goods; it is a reserve asset (a book-keeping entry) that can be exchanged among official holders for usable currencies.

    Source: PW Indian Economy, BoP & Foreign Exchange chapter

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  27. Q26 International Economics

    Consider the following statements about the New Development Bank (NDB):

    1. The agreement to set up the NDB was signed at the BRICS summit held at Fortaleza, Brazil, in 2014.

    2. The five founding members hold equal shares in the NDB's initial subscribed capital.

    Which of the statements given above is/are correct?

    1. A1 only
    2. B2 only
    3. CBoth 1 and 2
    4. DNeither 1 nor 2
    Show answerHide answer

    Answer C. Both 1 and 2

    The NDB agreement was signed at the 6th BRICS summit in Fortaleza (July 2014); the bank is headquartered in Shanghai and its first president was India's K.V. Kamath. Brazil, Russia, India, China and South Africa each subscribed an equal share (US$10 billion each of the initial US$50 billion).

    Source: New Development Bank, 'About us' (ndb.int)

  28. Q27 International Economics

    Which of the following pairs of concept and economist is NOT correctly matched?

    1. AFixed capital-output ratio growth model : Harrod and Domar
    2. BEndogenous technological change : Paul Romer
    3. CLow-level equilibrium trap : Ragnar Nurkse
    4. DLearning by doing : Kenneth Arrow
    Show answerHide answer

    Answer C. Low-level equilibrium trap : Ragnar Nurkse

    Nelson's low-level equilibrium trap links population growth and per capita income; Nurkse is associated with the vicious circle of poverty and balanced growth.

    Source: M.L. Jhingan, The Economics of Development and Planning; R.R. Nelson (1956); K.J. Arrow (1962); P. Romer (1990)

  29. Q28 International Economics

    Which one of the following has NOT been offered as an explanation of the Leontief paradox?

    1. AUS exports embodied a large amount of human capital (skilled labour)
    2. BNatural resources, left out of the two-factor model, were complementary to capital in US imports
    3. CUS tariffs mainly protected the capital-intensive industries of the US
    4. DFactor-intensity reversal between the US and its trading partners
    Show answerHide answer

    Answer C. US tariffs mainly protected the capital-intensive industries of the US

    The usual explanations are human capital (Kravis, Kenen), natural resources (Vanek), factor-intensity reversal and US trade barriers. The trade-barrier argument is that US tariffs protected labour-intensive industries, which reduced labour-intensive imports; the reverse statement is not an explanation.

    Source: Salvatore, International Economics, Ch. 2–5 (trade theory); B.A. Economics, International Economics

  30. Q29 International Economics

    Consider the following statements about instruments of foreign capital:

    I. Foreign Currency Convertible Bonds are rupee-denominated bonds issued abroad.

    II. External commercial borrowings are loans raised by Indian entities from non-resident lenders.

    III. ECBs are regulated by the Reserve Bank of India.

    Which of the statements given above is/are INCORRECT?

    1. AI and III only
    2. BII only
    3. CI and II only
    4. DI only
    Show answerHide answer

    Answer D. I only

    Statement I is incorrect: FCCBs are issued in a foreign currency and can be converted into equity; rupee-denominated bonds issued abroad are masala bonds. Statements II and III are correct.

    Source: PW Indian Economy, BoP & Foreign Exchange chapter

  31. Q30 International Economics

    Consider the following statements about the Bretton Woods system:

    1. Member currencies had par values against the US dollar and were to be kept within a band of ±1% around them.

    2. The Jamaica Accords of 1976 restored fixed par values after the breakdown of 1971.

    Which of the statements given above is/are correct?

    1. A1 only
    2. B2 only
    3. CBoth 1 and 2
    4. DNeither 1 nor 2
    Show answerHide answer

    Answer A. 1 only

    Bretton Woods was an adjustable-peg system with ±1% bands around dollar parities. The Jamaica Accords (1976) did the opposite of restoring parities: they legalised floating exchange rates and demonetised gold (Second Amendment, 1978).

    Source: Salvatore, International Economics; M.L. Jhingan, International Economics

  32. Q31 International Economics

    A country invests 30% of its GDP and its GDP grows at 7.5% a year. What is its incremental capital-output ratio (ICOR)?

    1. A0.25
    2. B2.25
    3. C22.5
    4. D4
    Show answerHide answer

    Answer D. 4

    ICOR = (I / Y) / (ΔY / Y) = 30% / 7.5% = 4: four units of investment are needed per unit of extra output.

    Source: Standard method; answer and every option computed and checked in Python

  33. Q32 Indian Economics

    Match the measures with what they capture:

    List I

    a. Gini coefficient

    b. Headcount ratio

    c. Poverty gap index

    d. Multidimensional Poverty Index

    List II

    I. Product of headcount and intensity of deprivation

    II. Inequality on a scale from 0 to 1

    III. Shortfall of the incomes of the poor from the poverty line

    IV. Share of the population below the poverty line

    1. Aa-II, b-III, c-IV, d-I
    2. Ba-IV, b-II, c-III, d-I
    3. Ca-II, b-IV, c-III, d-I
    4. Da-II, b-IV, c-I, d-III
    Show answerHide answer

    Answer C. a-II, b-IV, c-III, d-I

    Gini - inequality from 0 to 1; headcount ratio - share below the line; poverty gap - shortfall from the line; MPI - H x A.

    Source: PW Indian Economy

  34. Q33 Indian Economics

    Consider the following statements about tax reforms after 1991:

    Statement I: Income tax rates were reduced, since high rates were seen as a reason for tax evasion.

    Statement II: GST was introduced in 1991 as part of the New Economic Policy.

    Which of the statements given above is/are correct?

    1. AI only
    2. BII only
    3. CBoth I and II
    4. DNeither I nor II
    Show answerHide answer

    Answer A. I only

    Only Statement I is correct. GST came much later, after the 2016 constitutional amendment.

    Source: NCERT Class 11 Indian Economic Development ch.3 (p.58)

  35. Q34 Indian Economics

    Holders of mining leases granted on or after 12 January 2015 must pay to the District Mineral Foundation an amount equal to what share of the royalty?

    1. A10 per cent
    2. B20 per cent
    3. C30 per cent
    4. D50 per cent
    Show answerHide answer

    Answer A. 10 per cent

    DMF contribution is 10 per cent of royalty for leases from 12 January 2015 and 30 per cent for earlier leases.

    Source: PW Indian Economy, ch.9 Industry, Manufacturing and Infrastructure, p.134

  36. Q35 Indian Economics

    As per the Union Budget 2025-26, the Central Government's debt-to-GDP ratio in 2025-26 (Budget Estimates) is estimated at

    1. A57.1%
    2. B56.1%
    3. C54.1%
    4. D58.1%
    Show answerHide answer

    Answer B. 56.1%

    The Budget estimated the Central Government debt-to-GDP ratio at 56.1% in 2025-26 (BE), down from 57.1% in 2024-25 (RE).

    Source: Union Budget 2025-26, Fiscal Policy Strategy Statement; PW Indian Economy (p.52 printed)

  37. Q36 Indian Economics

    Consider the following statements about measures of inequality:

    I. A Gini coefficient of zero means perfect equality.

    II. A Lorenz curve that coincides with the 45-degree line of equality means perfect inequality.

    Which of the statements given above is/are correct?

    1. AI only
    2. BII only
    3. CBoth I and II
    4. DNeither I nor II
    Show answerHide answer

    Answer A. I only

    Only I is correct. A Lorenz curve on the line of equality means perfect equality; the more it bows away, the greater the inequality.

    Source: PW Indian Economy (Human Capital, Unemployment and Poverty chapter)

  38. Q37 Indian Economics

    Consider the following statements about the Aspirational Districts Programme:

    I. It was launched in January 2018.

    II. NITI Aayog anchors the programme at the central level.

    III. Districts are ranked only on the basis of their per capita income.

    Which of the statements given above is/are correct?

    1. AI only
    2. BII only
    3. CI and II only
    4. DI, II and III
    Show answerHide answer

    Answer C. I and II only

    Statements I and II are correct. The programme, launched in January 2018 and anchored by NITI Aayog, ranks districts on many indicators such as health and nutrition, education, agriculture, financial inclusion and infrastructure.

    Source: NITI Aayog, Aspirational Districts Programme

  39. Q38 Indian Economics

    Consider the following statements about negotiable warehouse receipts in India:

    I. The Warehousing Development and Regulatory Authority was set up under the Warehousing (Development and Regulation) Act, 2007.

    II. These receipts are regulated by the Securities and Exchange Board of India.

    III. Farmers can obtain bank loans against receipts issued by registered warehouses.

    Which of the statements given above is/are correct?

    1. AIII only
    2. BI and III only
    3. CI, II and III
    4. DI only
    Show answerHide answer

    Answer B. I and III only

    Statements I and III are correct. I is true; II is false (they are regulated by WDRA); III is true.

    Source: PW Indian Economy, ch.8 Agriculture and Allied Sector, p.118

  40. Q39 Indian Economics

    Consider the following statements about agriculture announcements in the Union Budget 2025-26:

    I. A five-year Mission for Cotton Productivity was announced.

    II. A National Mission on High Yielding Seeds was announced.

    Which of the statements given above is/are correct?

    1. AI only
    2. BII only
    3. CBoth I and II
    4. DNeither I nor II
    Show answerHide answer

    Answer C. Both I and II

    The Budget announced a five-year Mission for Cotton Productivity and a National Mission on High Yielding Seeds, among other agriculture measures.

    Source: Union Budget 2025-26, Budget Speech (1 Feb 2025)

  41. Q40 Indian Economics

    Consider the following statements about Multidimensional Poverty Indices:

    I. The Global MPI was introduced in 2010 by UNDP and OPHI.

    II. The Global MPI uses 10 indicators.

    III. India's National MPI uses 14 indicators.

    Which of the statements given above is/are correct?

    1. AII and III only
    2. BI and II only
    3. CI and III only
    4. DI, II and III
    Show answerHide answer

    Answer B. I and II only

    I and II are correct. India's National MPI uses 12 indicators.

    Source: PW Indian Economy; NITI Aayog National MPI Baseline Report

  42. Q41 Indian Economics

    Consider the following statements about the Indian rupee:

    Statement I: It is fully convertible on the current account.

    Statement II: It is fully convertible on the capital account.

    Which of the statements given above is/are correct?

    1. AI only
    2. BII only
    3. CBoth I and II
    4. DNeither I nor II
    Show answerHide answer

    Answer A. I only

    Only Statement I is correct. Current account convertibility was achieved in 1994; capital account convertibility is still partial.

    Source: PW Indian Economy (ref) p.143

  43. Q42 Indian Economics

    Consider the following statements about organic farming in India:

    I. Kerala was the first State in India to be declared fully organic.

    II. Paramparagat Krishi Vikas Yojana promotes cluster-based organic farming.

    III. MOVCDNER is meant only for the North-Eastern States.

    Which of the statements given above is/are correct?

    1. AII only
    2. BIII only
    3. CII and III only
    4. DI, II and III
    Show answerHide answer

    Answer C. II and III only

    Statements II and III are correct. I is false (Sikkim was first, in 2016); II is true; III is true.

    Source: PW Indian Economy, ch.8 Agriculture and Allied Sector, p.115

  44. Q43 Indian Economics

    Consider the following statements about regulatory reform measures in the Union Budget 2025-26:

    I. A High-Level Committee for Regulatory Reforms will review all non-financial sector regulations, certifications, licences and permissions.

    II. The High-Level Committee is expected to give its recommendations within five years.

    III. An Investment Friendliness Index of States will be launched in 2025.

    Which of the statements given above is/are INCORRECT?

    1. AI only
    2. BII and III only
    3. CI and II only
    4. DII only
    Show answerHide answer

    Answer D. II only

    Statement II is incorrect: the High-Level Committee for Regulatory Reforms is expected to make recommendations within a year. It covers non-financial sector regulations, and an Investment Friendliness Index of States was to be launched in 2025.

    Source: Union Budget 2025-26, Budget Speech (1 Feb 2025)

  45. Q44 Indian Economics

    According to the Human Development Report 2025, India's HDI rank among 193 countries was

    1. A130
    2. B134
    3. C126
    4. D132
    Show answerHide answer

    Answer A. 130

    HDR 2025 placed India at rank 130 of 193, with life expectancy of 72 years.

    Source: NCERT Class 10 Understanding Economic Development, Table 1.6 (HDR 2025)

  46. Q45 Indian Economics

    Consider the following statements about the National Manufacturing Policy, 2011:

    Statement I: It aimed to raise the share of manufacturing in India's GDP to at least 35 per cent by 2022.

    Statement II: It aimed to create 100 million additional jobs by 2022.

    Which of the statements given above is/are correct?

    1. AI only
    2. BII only
    3. CBoth I and II
    4. DNeither I nor II
    Show answerHide answer

    Answer B. II only

    Only statement II is correct. The target share of manufacturing in GDP was 25 per cent, not 35 per cent. The National Manufacturing Policy, 2011 targeted 12-14 per cent manufacturing growth, a 25 per cent share of GDP and 100 million additional jobs by 2022; it also proposed National Investment and Manufacturing Zones.

    Source: Indian Economy (reference) ch.9 p.133; National Manufacturing Policy 2011 (DIPP)

  47. Q46 Indian Economics

    Consider the following statements about AGMARK:

    I. It is issued under the Agricultural Produce (Grading and Marking) Act, 1937.

    II. It is administered by the Bureau of Indian Standards.

    III. It is a quality certification mark for agricultural products.

    Which of the statements given above is/are NOT correct?

    1. AII and III only
    2. BI and II only
    3. CII only
    4. DIII only
    Show answerHide answer

    Answer C. II only

    Statement II is NOT correct. I is true; II is false (it is administered by the Directorate of Marketing and Inspection); III is true.

    Source: PW Indian Economy, ch.8 Agriculture and Allied Sector, p.117

  48. Q47 Financial Accounting

    Consider the following statements about the matching concept:

    1. Expenses of a period are set against the revenues earned in that period to find profit.

    2. Under the matching concept, an expense is recorded only in the period in which cash is paid.

    Which of the statements given above is/are correct?

    1. A1 only
    2. B2 only
    3. CBoth 1 and 2
    4. DNeither 1 nor 2
    Show answerHide answer

    Answer A. 1 only

    The matching concept matches the revenues of a period with the expenses incurred to earn them; this needs outstanding and prepaid adjustments, so recording expenses only when paid (cash basis) is contrary to it.

    Source: Telugu Akademi / APSCHE B.Com Financial Accounting, Accounting Concepts and Conventions

  49. Q48 Financial Accounting

    Consider the following statements:

    1. Trade discount is recorded in the books of account by debiting Discount Allowed A/c.

    2. Cash discount allowed to a customer is a loss and is debited to Discount Allowed A/c.

    Which of the statements given above is/are correct?

    1. A1 only
    2. B2 only
    3. CBoth 1 and 2
    4. DNeither 1 nor 2
    Show answerHide answer

    Answer B. 2 only

    Trade discount is a reduction from list price given at the time of sale; the transaction is recorded at the net amount, so no discount account is opened. Cash discount for prompt payment is recorded: allowed is a loss (debit), received is a gain (credit).

    Source: Standard B.Com Financial Accounting (Telugu Akademi / T.S. Grewal), Journal (discounts)

  50. Q49 Financial Accounting

    Which of the following pairs of error and its effect on the trial balance is NOT correctly matched?

    1. AWages for installing machinery debited to Wages Account : Not disclosed
    2. BComplete omission of a credit purchase : Disclosed by the trial balance
    3. CSales book undercast : Disclosed
    4. DTwo equal errors on opposite sides cancelling each other : Not disclosed
    Show answerHide answer

    Answer B. Complete omission of a credit purchase : Disclosed by the trial balance

    An error of complete omission records neither the debit nor the credit, so the trial balance still agrees; it is not disclosed. The other pairs are correct.

    Source: Standard B.Com Financial Accounting text (Telugu Akademi / APSCHE), Trial Balance and Rectification of Errors

  51. Q50 Financial Accounting

    Consider the following statements:

    1. Carriage inwards is debited to the trading account.

    2. Carriage outwards is debited to the trading account.

    Which of the statements given above is/are correct?

    1. A1 only
    2. B2 only
    3. CBoth 1 and 2
    4. DNeither 1 nor 2
    Show answerHide answer

    Answer A. 1 only

    Carriage inwards adds to the cost of goods and is debited to the trading account; carriage outwards is a selling and distribution expense debited to the P&L account.

    Source: Standard B.Com Financial Accounting text (Telugu Akademi / S.N. Maheshwari), Final Accounts with Adjustments

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  53. Q51 Financial Accounting

    From the following, find the subscriptions to be credited to the Income and Expenditure Account of a club for 2025-26: subscriptions received during the year ₹80,000; subscriptions outstanding on 1 April 2025 ₹6,000 and on 31 March 2026 ₹9,000; subscriptions received in advance on 1 April 2025 (for 2025-26) ₹4,000 and on 31 March 2026 (for 2026-27) ₹5,000.

    1. A₹80,000
    2. B₹78,000
    3. C₹84,000
    4. D₹82,000
    Show answerHide answer

    Answer D. ₹82,000

    Income = received − opening outstanding (received now, but income of last year) + closing outstanding + opening advance (received last year, income of this year) − closing advance = 80,000 − 6,000 + 9,000 + 4,000 − 5,000 = ₹82,000.

    Source: Standard method; answer and every option computed and checked in Python

  54. Q52 Financial Accounting

    Lakshmi started business with cash ₹2,00,000. She borrowed ₹50,000 from a bank, bought furniture for ₹30,000 in cash and bought goods worth ₹40,000 on credit. What are the total assets of the business after these transactions?

    1. A₹2,50,000
    2. B₹2,90,000
    3. C₹3,20,000
    4. D₹2,40,000
    Show answerHide answer

    Answer B. ₹2,90,000

    Cash = ₹2,00,000 + ₹50,000 − ₹30,000 = ₹2,20,000; furniture ₹30,000; stock ₹40,000. Total = ₹2,90,000.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  55. Q53 Financial Accounting

    A trader keeps a three-column cash book. Transactions: received ₹4,900 from A in full settlement of ₹5,000; received ₹2,940 from B in full settlement of ₹3,000; paid ₹1,960 to C in full settlement of ₹2,000. What is the total of the discount column on the debit side?

    1. A₹40
    2. B₹120
    3. C₹200
    4. D₹160
    Show answerHide answer

    Answer D. ₹160

    The debit-side discount column records discount allowed on receipts: A ₹100 + B ₹60 = ₹160. The ₹40 discount on payment to C is discount received, recorded on the credit side.

    Source: Standard method; answer and every option computed and checked in Python

  56. Q54 Financial Accounting

    On 31 December the cash book shows a bank balance of ₹15,000 (debit). During December, cheques of ₹6,000 were issued, of which only ₹4,500 were presented for payment; cheques of ₹5,000 were deposited, of which only ₹3,200 were credited by the bank by that date. What is the balance as per the pass book?

    1. A₹15,300
    2. B₹14,700
    3. C₹16,000
    4. D₹16,300
    Show answerHide answer

    Answer B. ₹14,700

    Cheques not presented = ₹6,000 − ₹4,500 = ₹1,500 (add); cheques not cleared = ₹5,000 − ₹3,200 = ₹1,800 (deduct). ₹15,000 + ₹1,500 − ₹1,800 = ₹14,700.

    Source: Standard method; answer and every option computed and checked in Python

  57. Q55 Financial Accounting

    A firm holds 8% investments of ₹50,000 throughout the year. Interest received during the year was ₹3,000; the rest is accrued. What amount of interest is credited to the profit and loss account?

    1. A₹3,000
    2. B₹1,000
    3. C₹7,000
    4. D₹4,000
    Show answerHide answer

    Answer D. ₹4,000

    Income for the full year is credited: 50,000 × 8% = ₹4,000, of which ₹1,000 accrued interest is also shown as an asset.

    Source: Standard method; answer and every option computed and checked in Python

  58. Q56 Financial Accounting

    A machine is bought for ₹1,00,000 and ₹10,000 is spent on its installation. Its estimated scrap value is ₹20,000 at the end of its useful life of 6 years. What is the annual depreciation under the straight line method?

    1. A₹13,333
    2. B₹15,000
    3. C₹18,333
    4. D₹16,667
    Show answerHide answer

    Answer B. ₹15,000

    Depreciable amount = cost including installation − scrap value = ₹1,10,000 − ₹20,000 = ₹90,000. Spread equally over 6 years: ₹90,000 / 6 = ₹15,000 a year.

    Source: Standard method; answer and every option computed and checked in Python

  59. Q57 Financial Accounting

    Ravi started business with cash ₹1,00,000. He bought goods on credit for ₹40,000 and sold goods costing ₹20,000 for ₹28,000 in cash. What are his total assets after these transactions?

    1. A₹1,48,000
    2. B₹1,40,000
    3. C₹1,28,000
    4. D₹1,08,000
    Show answerHide answer

    Answer A. ₹1,48,000

    Cash = ₹1,00,000 + ₹28,000 = ₹1,28,000; stock = ₹40,000 − ₹20,000 = ₹20,000; total assets = ₹1,48,000. Check: creditors ₹40,000 + capital (₹1,00,000 + profit ₹8,000) = ₹1,48,000.

    Source: Standard method; answer and every option computed and checked in Python

  60. Q58 Financial Accounting

    A business's sales book total for the year is ₹48,000, cash sales are ₹5,000 and the sales returns book total is ₹3,200. What is the figure of net sales shown in the Trading Account?

    1. A₹49,800
    2. B₹56,200
    3. C₹53,000
    4. D₹44,800
    Show answerHide answer

    Answer A. ₹49,800

    Total sales = credit sales 48,000 + cash sales 5,000 = ₹53,000; less sales returns 3,200 gives net sales ₹49,800.

    Source: Standard method; answer and every option computed and checked in Python

  61. Q59 Financial Accounting

    Which of the following balances appear on the credit side of a trial balance?

    1. Sales returns

    2. Purchases returns

    3. Outstanding expenses

    4. Prepaid expenses

    5. Provision for doubtful debts

    Select the correct answer using the code given below.

    1. A1, 2 and 3 only
    2. B2, 3 and 5 only
    3. C2, 4 and 5 only
    4. D3, 4 and 5 only
    Show answerHide answer

    Answer B. 2, 3 and 5 only

    Sales returns (reduction of income) and prepaid expenses (asset) are debit balances. Purchases returns, outstanding expenses (liability) and provision for doubtful debts are credit balances.

    Source: Standard B.Com Financial Accounting text (Telugu Akademi / APSCHE), Trial Balance and Rectification of Errors

  62. Q60 Financial Accounting

    Match List I (item) with List II (treatment in final accounts):

    List I:

    A. Carriage inwards

    B. Bad debts

    C. Goodwill

    D. Drawings

    List II:

    1. Debit side of the profit and loss account

    2. Debit side of the trading account

    3. Deducted from capital on the liabilities side

    4. Assets side of the balance sheet

    Select the correct answer using the code given below.

    1. AA-1, B-2, C-4, D-3
    2. BA-2, B-1, C-3, D-4
    3. CA-2, B-4, C-1, D-3
    4. DA-2, B-1, C-4, D-3
    Show answerHide answer

    Answer D. A-2, B-1, C-4, D-3

    Direct expenses go to the trading account, losses such as bad debts to the P&L account, intangible assets to the balance sheet, and drawings reduce capital.

    Source: Standard B.Com Financial Accounting text (Telugu Akademi / S.N. Maheshwari), Final Accounts with Adjustments

  63. Q61 Financial Accounting

    The annuity method of depreciation is most suitable for which of the following assets?

    1. ALoose tools
    2. BLeasehold property acquired on a long lease
    3. CMines and quarries
    4. DPlant subject to frequent repairs
    Show answerHide answer

    Answer B. Leasehold property acquired on a long lease

    The annuity method takes into account interest on the capital invested in the asset; it is used for leases and similar assets with a long, fixed life and heavy initial cost.

    Source: Telugu Akademi / APSCHE B.Com Financial Accounting, Depreciation, Provisions and Reserves

  64. Q62 Basics of Computers

    What is the decimal equivalent of the binary number (101101)₂?

    1. A45
    2. B43
    3. C53
    4. D77
    Show answerHide answer

    Answer A. 45

    (101101)₂ = 1×2⁵ + 0×2⁴ + 1×2³ + 1×2² + 0×2¹ + 1×2⁰ = 32 + 8 + 4 + 1 = 45.

    Source: Standard method; answer and every option computed and checked in Python

  65. Q63 Basics of Computers

    Match List I (code) with List II (description):

    List I:

    A. ASCII

    B. EBCDIC

    C. Unicode

    D. Gray code

    List II:

    1. Universal character set covering the scripts of the world's languages

    2. 7-bit code for 128 characters

    3. Unit-distance code in which successive values differ in one bit

    4. 8-bit code used on IBM mainframes

    Select the correct answer using the code given below.

    1. AA-2, B-4, C-1, D-3
    2. BA-4, B-2, C-1, D-3
    3. CA-2, B-4, C-3, D-1
    4. DA-1, B-4, C-2, D-3
    Show answerHide answer

    Answer A. A-2, B-4, C-1, D-3

    ASCII is a 7-bit code (128 characters); EBCDIC is IBM's 8-bit code; Unicode gives a code point to the characters of nearly all writing systems; Gray code changes one bit between successive values.

    Source: Standard computer fundamentals texts; The Unicode Standard (unicode.org)

  66. Q64 Basics of Computers

    Trace the flowchart: Start → S = 0, I = 1 → [Is I ≤ 5?] — Yes → S = S + I × I → I = I + 1 → back to the decision; No → Print S → Stop. What value is printed?

    1. A15
    2. B30
    3. C55
    4. D225
    Show answerHide answer

    Answer C. 55

    The loop runs for I = 1 to 5 and adds I²: S = 1 + 4 + 9 + 16 + 25 = 55, which is printed when I becomes 6.

    Source: Standard method; answer and every option computed and checked in Python

  67. Q65 Basics of Computers

    Cell E1 contains =A1*2. Consider the following statements about MS Excel 2019:

    1. If E1 is cut and pasted into G5, G5 contains =A1*2.

    2. If E1 is copied and pasted into G5, G5 contains =C5*2.

    Which of the statements given above is/are correct?

    1. A1 only
    2. B2 only
    3. CBoth 1 and 2
    4. DNeither 1 nor 2
    Show answerHide answer

    Answer C. Both 1 and 2

    Moving a formula (cut and paste) keeps its references unchanged. Copying shifts relative references by the same offset: E1 → G5 is +2 columns, +4 rows, so A1 → C5.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  68. Q66 Basics of Computers

    Consider the following statements about converting decimal numbers to binary:

    1. A decimal integer is converted by repeated division by 2, and the remainders are read from the last to the first.

    2. A decimal fraction is converted by repeated multiplication by 2, and the integer parts are read from the last to the first.

    Which of the statements given above is/are correct?

    1. A1 only
    2. B2 only
    3. CBoth 1 and 2
    4. DNeither 1 nor 2
    Show answerHide answer

    Answer A. 1 only

    For the integer part, divide by 2 repeatedly and read the remainders from the last to the first (bottom to top). For the fractional part, multiply by 2 repeatedly and read the integer parts in the order they are obtained (top to bottom), e.g. 0.625 → 1, 0, 1 → 0.101.

    Source: Standard B.Com/B.Sc. Computer Fundamentals textbook (Telugu Akademi), Number Systems

  69. Q67 Basics of Computers

    Consider the following statements:

    1. Static RAM stores each bit as a charge on a capacitor and must be refreshed periodically.

    2. Cache memory is usually built from static RAM.

    Which of the statements given above is/are correct?

    1. A1 only
    2. B2 only
    3. CBoth 1 and 2
    4. DNeither 1 nor 2
    Show answerHide answer

    Answer B. 2 only

    DRAM stores bits as capacitor charge and needs periodic refreshing; SRAM uses flip-flops, needs no refresh, is faster and costlier, and is used for cache memory.

    Source: Standard computer organisation texts (M. Morris Mano, Computer System Architecture), Memory organisation

  70. Q68 Basics of Computers

    Consider the following statements about the XNOR gate:

    1. Its output is 1 when both inputs are equal.

    2. It is the complement of the XOR gate.

    3. For inputs A and B its output is A·B + A'·B'.

    Which of the statements given above are correct?

    1. A1 and 2 only
    2. B2 and 3 only
    3. C1 and 3 only
    4. D1, 2 and 3
    Show answerHide answer

    Answer D. 1, 2 and 3

    XNOR (equivalence gate) gives 1 for inputs 00 and 11; it is NOT of XOR, and its expression is A·B + A'·B'.

    Source: Standard computer fundamentals textbook (e.g., P. K. Sinha, Computer Fundamentals), Logic Gates

  71. Q69 Basics of Computers

    What does =(5>3)+1 return in MS Excel?

    1. A1
    2. B2
    3. CTRUE
    4. D#VALUE!
    Show answerHide answer

    Answer B. 2

    A comparison returns a logical value. When TRUE or FALSE is used in an arithmetic formula, Excel converts it to 1 or 0. Here (5>3) = TRUE = 1, so the result is 2.

    Source: Standard spreadsheet method; answer and every option computed and checked in Python

  72. Q70 Basics of Computers

    Consider the following statements:

    1. Each octal digit can be written as a group of exactly three binary digits.

    2. Each hexadecimal digit can be written as a group of exactly four binary digits.

    Which of the statements given above is/are correct?

    1. A1 only
    2. B2 only
    3. CBoth 1 and 2
    4. DNeither 1 nor 2
    Show answerHide answer

    Answer C. Both 1 and 2

    Because 8 = 2³, each octal digit 0–7 matches a 3-bit group 000–111; because 16 = 2⁴, each hexadecimal digit 0–F matches a 4-bit group 0000–1111.

    Source: Standard B.Com/B.Sc. Computer Fundamentals textbook (Telugu Akademi), Number Systems

  73. Q71 Basics of Computers

    The Gray code 1101 is converted to binary. What is the result?

    1. A1011
    2. B1001
    3. C1101
    4. D0110
    Show answerHide answer

    Answer B. 1001

    Copy the MSB, then each binary bit = previous binary bit ⊕ current Gray bit: 1, 1⊕1 = 0, 0⊕0 = 0, 0⊕1 = 1, so binary = 1001 (decimal 9). Check: 1001 → Gray 1101.

    Source: Standard method; answer and every option computed and checked in Python

  74. Q72 Basics of Computers

    How is −45 represented in 8-bit 2's complement form?

    1. A10101101
    2. B11010010
    3. C00101101
    4. D11010011
    Show answerHide answer

    Answer D. 11010011

    +45 = 00101101. Inverting gives 11010010 (1's complement), and adding 1 gives 11010011, the 2's complement form of −45.

    Source: Standard method; answer and every option computed and checked in Python

  75. Q73 Basics of Computers

    Match List I (error value) with List II (usual cause):

    List I:

    A. #DIV/0!

    B. #NAME?

    C. #REF!

    D. #N/A

    List II:

    1. A formula refers to a cell that has been deleted

    2. A lookup value is not available

    3. A number is divided by zero or by an empty cell

    4. A function name is misspelt

    Select the correct answer using the code given below.

    1. AA-3, B-1, C-4, D-2
    2. BA-2, B-4, C-1, D-3
    3. CA-3, B-4, C-2, D-1
    4. DA-3, B-4, C-1, D-2
    Show answerHide answer

    Answer D. A-3, B-4, C-1, D-2

    #DIV/0! = division by zero; #NAME? = unrecognised text such as a misspelt function; #REF! = invalid (deleted) reference; #N/A = value not available, typically from a failed lookup.

    Source: Microsoft Support, How to correct errors in formulas

  76. Q74 Basics of Computers

    What is the decimal equivalent of the octal number (157)₈?

    1. A157
    2. B111
    3. C103
    4. D119
    Show answerHide answer

    Answer B. 111

    (157)₈ = 1×8² + 5×8¹ + 7×8⁰ = 64 + 40 + 7 = 111.

    Source: Standard method; answer and every option computed and checked in Python

  77. Q75 Basics of Computers

    The bit pattern of the 7-bit ASCII code of the letter 'C' is 1000011. If an even-parity bit is added to make 8 bits, what is the parity bit?

    1. A0
    2. B1
    3. C2
    4. D3
    Show answerHide answer

    Answer B. 1

    1000011 contains three 1s. For even parity the total number of 1s including the parity bit must be even, so the parity bit is 1.

    Source: Standard method; answer and every option computed and checked in Python

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  79. Q76 Basics of Computers

    A sequence of instructions is written as: Step 1: Read A, B. Step 2: If A > B then Max = A else Max = B. Step 3: Print Max. Step 4: Go to Step 1. Which property of an algorithm does this procedure violate?

    1. AInput
    2. BOutput
    3. CDefiniteness
    4. DFiniteness
    Show answerHide answer

    Answer D. Finiteness

    With an unconditional 'Go to Step 1' and no stopping condition, the procedure never ends; an algorithm must terminate after a finite number of steps.

    Source: D. E. Knuth, The Art of Computer Programming, Vol. 1, §1.1 (properties of an algorithm)

  80. Q77 Statistics: Data, Sampling & Presentation

    Consider the following statements:

    1. Non-sampling errors can arise in both census and sample surveys.

    2. Non-sampling errors are usually larger in a census than in a sample survey.

    3. Sampling error can be reduced by increasing the sample size.

    4. Non-response is a sampling error.

    Which of the statements given above are correct?

    1. A1 and 3 only
    2. B1, 2 and 3 only
    3. C2 and 4 only
    4. D1, 2, 3 and 4
    Show answerHide answer

    Answer B. 1, 2 and 3 only

    Non-sampling errors (from faulty measurement, non-response, processing mistakes, bias) occur in both methods and tend to be larger in a census because of its scale and the many untrained staff. Sampling error falls with sample size. Non-response is a non-sampling error.

    Source: S.P. Gupta, Statistical Methods, Sampling; Telugu Akademi B.A. Statistics

  81. Q78 Statistics: Data, Sampling & Presentation

    What is the probability that a leap year, selected at random, contains 53 Sundays?

    1. A1/7
    2. B2/7
    3. C53/366
    4. D3/7
    Show answerHide answer

    Answer B. 2/7

    A leap year has 366 days = 52 weeks + 2 days. The two extra days form one of 7 equally likely pairs (Sun–Mon, Mon–Tue, …, Sat–Sun); two of them contain a Sunday, so P = 2/7.

    Source: Standard method; answer and every option computed and checked in Python

  82. Q79 Statistics: Data, Sampling & Presentation

    The class marks of a continuous frequency distribution with equal classes are 15, 25, 35 and 45. What are the limits of the class whose class mark is 35?

    1. A35 – 45
    2. B25 – 35
    3. C30 – 40
    4. D32.5 – 37.5
    Show answerHide answer

    Answer C. 30 – 40

    Class width = difference between consecutive class marks = 10. Lower limit = 35 − 10/2 = 30 and upper limit = 35 + 10/2 = 40.

    Source: Standard method; answer and every option computed and checked in Python

  83. Q80 Statistics: Data, Sampling & Presentation

    The standard deviation of the weights of school children is 12 kg. What is the minimum simple random sample size needed to estimate the mean weight within ±2 kg with 95% confidence (z = 1.96)?

    1. A36
    2. B71
    3. C139
    4. D240
    Show answerHide answer

    Answer C. 139

    n = (zσ/E)² = (1.96 × 12/2)² = 138.30; round up to 139, since 138 would give an error slightly above 2 kg.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  84. Q81 Statistics: Data, Sampling & Presentation

    Consider the following statements about two events A and B:

    1. If A and B are independent, then A and B' (complement of B) are also independent.

    2. If A and B are independent, then P(A ∩ B) = P(A) + P(B).

    Which of the statements given above is/are correct?

    1. A1 only
    2. B2 only
    3. CBoth 1 and 2
    4. DNeither 1 nor 2
    Show answerHide answer

    Answer A. 1 only

    P(A ∩ B') = P(A) − P(A ∩ B) = P(A) − P(A)P(B) = P(A)P(B'), so A and B' are independent. For independent events P(A ∩ B) = P(A)P(B), a product, not a sum.

    Source: Gupta and Kapoor, Fundamentals of Mathematical Statistics, Theory of Probability

  85. Q82 Statistics: Data, Sampling & Presentation

    A frequency distribution uses the inclusive classes 10–19, 20–29, 30–39. What are the true class limits (class boundaries) of the class 20–29?

    1. A20 – 30
    2. B19.5 – 29.5
    3. C19 – 29
    4. D20.5 – 29.5
    Show answerHide answer

    Answer B. 19.5 – 29.5

    Gap between the upper limit of one class and the lower limit of the next is 1, so the correction factor is 0.5. Class 20–29 becomes 19.5–29.5.

    Source: Standard method; answer and every option computed and checked in Python

  86. Q83 Statistics: Data, Sampling & Presentation

    A sample of 200 households is to be selected from a list of 4,000 households by systematic sampling. The sampling fraction and the sampling interval are, respectively,

    1. A5% and 20
    2. B20% and 5
    3. C5% and 200
    4. D0.5% and 20
    Show answerHide answer

    Answer A. 5% and 20

    Sampling fraction f = n/N = 200/4000 = 0.05 = 5%. Interval k = N/n = 4000/200 = 20.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  87. Q84 Statistics: Data, Sampling & Presentation

    Which of the following are axioms in the axiomatic definition of probability?

    1. P(A) ≥ 0 for every event A

    2. P(S) = 1, where S is the sample space

    3. P(A ∪ B) = P(A) + P(B) for mutually exclusive events A and B

    4. P(A ∩ B) = P(A) P(B) for any two events A and B

    Select the correct answer using the code given below.

    1. A1 and 2 only
    2. B1, 2 and 3 only
    3. C2, 3 and 4 only
    4. D1, 2, 3 and 4
    Show answerHide answer

    Answer B. 1, 2 and 3 only

    The axioms are non-negativity, certainty (P(S) = 1) and additivity for mutually exclusive (disjoint) events. P(A ∩ B) = P(A)P(B) holds only for independent events and is not an axiom.

    Source: Gupta and Kapoor, Fundamentals of Mathematical Statistics, Theory of Probability

  88. Q85 Statistics: Data, Sampling & Presentation

    The class 40–60 of a frequency distribution has frequency 50. What is its frequency density?

    1. A2.5
    2. B0.4
    3. C25
    4. D50
    Show answerHide answer

    Answer A. 2.5

    Frequency density = frequency ÷ class width = 50 ÷ 20 = 2.5.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  89. Q86 Statistics: Data, Sampling & Presentation

    Nothing is known in advance about the proportion of households using LPG in a town. What is the minimum sample size needed to estimate this proportion within ±0.03 with 95% confidence (z = 1.96)?

    1. A545
    2. B1,067
    3. C1,068
    4. D1,112
    Show answerHide answer

    Answer C. 1,068

    With P unknown take P = 0.5 (largest PQ = 0.25). n = z²PQ/E² = 1.96² × 0.25/0.03² = 1067.11, rounded up to 1,068.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  90. Q87 Statistics: Data, Sampling & Presentation

    A problem is given to three students whose chances of solving it independently are 1/2, 1/3 and 1/4. What is the probability that the problem is solved?

    1. A1/24
    2. B11/24
    3. C1/4
    4. D3/4
    Show answerHide answer

    Answer D. 3/4

    P(no one solves) = (1/2)(2/3)(3/4) = 1/4, so P(solved by at least one) = 1 − 1/4 = 3/4.

    Source: Standard method; answer and every option computed and checked in Python

  91. Q88 Statistics: Data, Sampling & Presentation

    A histogram is drawn for the classes 0–10 (f = 8), 10–20 (f = 14), 20–40 (f = 30) and 40–50 (f = 6). Taking the class width 10 as standard, what should be the height (adjusted frequency) of the rectangle over 20–40?

    1. A30
    2. B60
    3. C3
    4. D15
    Show answerHide answer

    Answer D. 15

    In a histogram with unequal classes the area of each rectangle is proportional to the frequency. For a class twice the standard width, height = 30 / 2 = 15.

    Source: Standard method; answer and every option computed and checked in Python

  92. Q89 Statistics: Data, Sampling & Presentation

    A question in a household survey reads: "Does your household have a ration card? (Yes / No)". Such a question is called

    1. Aan open-ended question
    2. Ba leading question
    3. Ca dichotomous question
    4. Da multiple-choice question with ranking
    Show answerHide answer

    Answer C. a dichotomous question

    A closed question with only two possible answers (yes/no, true/false) is a dichotomous question.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  93. Q90 Statistics: Data, Sampling & Presentation

    Which definition of probability is also known as 'a priori' probability?

    1. ARelative frequency definition
    2. BClassical definition
    3. CAxiomatic definition
    4. DSubjective definition
    Show answerHide answer

    Answer B. Classical definition

    The classical definition is called a priori because the probability is found by reasoning before the experiment is performed, assuming equally likely outcomes.

    Source: Gupta and Kapoor, Fundamentals of Mathematical Statistics, Theory of Probability

  94. Q91 Statistics: Data, Sampling & Presentation

    Which of the following is a continuous variable?

    1. ANumber of rooms in a house
    2. BNumber of road accidents in a month
    3. CNumber of shareholders of a company
    4. DWeight of students in a class
    Show answerHide answer

    Answer D. Weight of students in a class

    A continuous variable can take every value in an interval (weight, height, time). Counts such as rooms, accidents or shareholders are discrete.

    Source: NCERT Class 11 Statistics for Economics, Organisation and Presentation of Data

  95. Q92 Statistics: Data, Sampling & Presentation

    Which one of the following is NOT a probability (random) sampling method?

    1. AStratified sampling
    2. BSystematic sampling
    3. CMultistage sampling
    4. DSnowball sampling
    Show answerHide answer

    Answer D. Snowball sampling

    Simple random, stratified, systematic, cluster and multistage sampling give each unit a known chance of selection. Snowball sampling, where existing respondents recruit further respondents, is a non-probability method.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  96. Q93 Measures of Central Tendency

    A shop sold three grades of tea priced at ₹200, ₹250 and ₹300 per kg. The quantities sold were 50 kg, 30 kg and 20 kg respectively. What is the weighted average price per kg?

    1. A₹250
    2. B₹235
    3. C₹265
    4. D₹230
    Show answerHide answer

    Answer B. ₹235

    Weighted mean = Σwx / Σw = (10,000 + 7,500 + 6,000) / 100 = ₹235.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  97. Q94 Measures of Central Tendency

    The weights (in grams) of 100 fruits are grouped below. Find the 65th percentile (P65).

    Weight: 100–120, 120–140, 140–160, 160–180, 180–200

    No. of fruits: 12, 20, 30, 26, 12

    1. A170
    2. B142.31
    3. C161.15
    4. D162.31
    Show answerHide answer

    Answer D. 162.31

    65N/100 = 65; c.f.: 12, 32, 62, 88, 100, so the P65 class is 160–180. P65 = 160 + (65 − 62)/26 × 20 = 162.31 g.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  98. Q95 Measures of Central Tendency

    The mean of 10 observations is 20. Match the change made to every observation (List I) with the new mean (List II):

    List I:

    A. Each increased by 5

    B. Each multiplied by 3

    C. Each divided by 4

    D. Each decreased by 20

    List II:

    1. 0

    2. 5

    3. 25

    4. 60

    1. AA-3, B-4, C-1, D-2
    2. BA-4, B-3, C-2, D-1
    3. CA-3, B-4, C-2, D-1
    4. DA-2, B-4, C-3, D-1
    Show answerHide answer

    Answer C. A-3, B-4, C-2, D-1

    A: 20 + 5 = 25; B: 3 × 20 = 60; C: 20 / 4 = 5; D: 20 − 20 = 0.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  99. Q96 Measures of Central Tendency

    Find the median of the following distribution.

    Class: 10–20, 20–30, 30–40, 40–50, 50–60

    Frequency: 5, 7, 12, 10, 6

    1. A36.67
    2. B26.67
    3. C37.08
    4. D35
    Show answerHide answer

    Answer A. 36.67

    N = 40, so N/2 = 20. Cumulative frequencies are 5, 12, 24, 34, 40, so the median class is 30–40 with L = 30, cf = 12, f = 12, h = 10. Median = L + (N/2 − cf)/f × h = 30 + (8/12) × 10 = 36.67.

    Source: Standard method; answer and every option computed and checked in Python

  100. Q97 Measures of Central Tendency

    The arithmetic mean of two positive numbers is 10 and their harmonic mean is 6.4. What are the two numbers?

    1. A2 and 18
    2. B4 and 16
    3. C5 and 15
    4. D8 and 12
    Show answerHide answer

    Answer B. 4 and 16

    For two numbers GM² = AM × HM = 10 × 6.4 = 64, so GM = 8 and the product is 64. The sum is 2 × 10 = 20. Numbers with sum 20 and product 64 are 4 and 16 (check: HM = 2 × 64 / 20 = 6.4).

    Source: Standard method; answer and every option computed and checked in Python

  101. Q98 Measures of Central Tendency

    Find the median of the following distribution.

    Class: 0–10, 10–20, 20–30, 30–40, 40–50, 50–60

    Frequency: 7, 11, 18, 24, 13, 7

    1. A31.67
    2. B21.67
    3. C31.88
    4. D35
    Show answerHide answer

    Answer A. 31.67

    N = 80, N/2 = 40; c.f.: 7, 18, 36, 60, 73, 80, so the median class is 30–40. Median = L + (N/2 − c)/f × h = 30 + (40 − 36)/24 × 10 = 31.67.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  102. Q99 Measures of Central Tendency

    The mean of 20 observations was found to be 15. Later it was found that one observation, 52, had been recorded as 25, and that another observation, 30, should not have been included at all. What is the correct mean of the remaining observations?

    1. A16.35
    2. B15.63
    3. C14.85
    4. D14.21
    Show answerHide answer

    Answer B. 15.63

    Correct total = 300 − 25 + 52 − 30 = 297 for 19 observations, so the mean = 297 / 19 ≈ 15.63.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  103. Q100 Measures of Central Tendency

    In the distribution below, which class contains the third quartile?

    Class: 0–10, 10–20, 20–30, 30–40, 40–50

    Frequency: 10, 15, 25, 20, 10

    1. A10–20
    2. B30–40
    3. C20–30
    4. D40–50
    Show answerHide answer

    Answer B. 30–40

    N = 80, so Q3 is at 3N/4 = 60. Cumulative frequencies are 10, 25, 50, 70, 80; the first one that is at least 60 is 70, for the class 30–40.

    Source: Standard method; answer and every option computed and checked in Python

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  105. Q101 Measures of Central Tendency

    Consider the following statements for positive observations:

    1. If the observations are not all equal, AM > GM > HM.

    2. For any two positive numbers, GM² = AM × HM.

    3. For any three positive numbers, GM² = AM × HM.

    Which of the statements given above is/are correct?

    1. A1 only
    2. B1 and 2 only
    3. C2 and 3 only
    4. D1, 2 and 3
    Show answerHide answer

    Answer B. 1 and 2 only

    AM ≥ GM ≥ HM with equality only when all values are equal. For two numbers a, b: AM × HM = ((a + b)/2) × (2ab/(a + b)) = ab = GM². This does not hold in general for three numbers: for 1, 2, 3, AM × HM = 2 × 18/11 ≈ 3.273 while GM² = 6^(2/3) ≈ 3.302.

    Source: Standard method; answer and every option computed and checked in Python

  106. Q102 Measures of Central Tendency

    Find the fourth decile (D4) of the following distribution.

    Class: 0–8, 8–16, 16–24, 24–32, 32–40, 40–48

    Frequency: 9, 15, 26, 22, 18, 10

    1. A22.15
    2. B3.56
    3. C12.92
    4. D20.92
    Show answerHide answer

    Answer D. 20.92

    N = 100, 4N/10 = 40; c.f.: 9, 24, 50, 72, 90, 100, so the D4 class is 16–24. D4 = 16 + (40 − 24)/26 × 8 = 20.92.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  107. Q103 Measures of Central Tendency

    The harmonic mean of a group of 20 observations is 8 and that of another group of 30 observations is 15. What is the harmonic mean of all 50 observations?

    1. A12.2
    2. B11.5
    3. C10.43
    4. D11.11
    Show answerHide answer

    Answer D. 11.11

    Σ(1/x) for the groups = 20/8 + 30/15 = 2.5 + 2 = 4.5, so the combined HM = 50 / 4.5 ≈ 11.11.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  108. Q104 Measures of Central Tendency

    Find the mode of the following distribution of marks.

    Marks: 10–19, 20–29, 30–39, 40–49, 50–59

    No. of students: 6, 15, 28, 19, 7

    1. A35.41
    2. B35.91
    3. C34.5
    4. D33.59
    Show answerHide answer

    Answer A. 35.41

    Convert to class boundaries (subtract 0.5): modal class 29.5–39.5, f1 = 28, f0 = 15, f2 = 19, h = 10. Mode = 29.5 + 13/22 × 10 = 35.41.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  109. Q105 Measures of Central Tendency

    For two positive numbers, the arithmetic mean is 25 and the harmonic mean is 16. What is their geometric mean?

    1. A400
    2. B20
    3. C20.5
    4. D9
    Show answerHide answer

    Answer B. 20

    For two positive numbers GM² = AM × HM = 25 × 16 = 400, so GM = 20.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  110. Q106 Measures of Central Tendency

    Which average is most appropriate for a frequency distribution with open-end classes such as 'below 10' and '60 and above'?

    1. AArithmetic mean
    2. BGeometric mean
    3. CMedian
    4. DHarmonic mean
    Show answerHide answer

    Answer C. Median

    Open-end classes have no definite mid-points, so the mean, GM and HM cannot be computed without assumptions. The median can be calculated as long as the median class is not open-ended.

    Source: Telugu Akademi / APSCHE B.Com Business Statistics, Measures of Central Tendency

  111. Q107 Measures of Central Tendency

    If every weight in a weighted arithmetic mean is multiplied by 5, the weighted mean:

    1. Aremains unchanged
    2. Bis multiplied by 5
    3. Cis divided by 5
    4. Dincreases by 5
    Show answerHide answer

    Answer A. remains unchanged

    x̄w = Σwx / Σw; multiplying every w by 5 multiplies both numerator and denominator by 5, which cancel.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  112. Q108 Dispersion & Skewness

    Of 10 observations, five are equal to 4 and five are equal to −4. What is their standard deviation?

    1. A0
    2. B4
    3. C16
    4. D8
    Show answerHide answer

    Answer B. 4

    Mean = 0; every squared deviation is 16; σ² = 16, σ = 4.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  113. Q109 Dispersion & Skewness

    The first four moments of a distribution about the value 10 are −1, 10, −20 and 300. The value of β₂ and the nature of the curve are

    1. A3.70, leptokurtic
    2. B3.42, leptokurtic
    3. C2.77, platykurtic
    4. D3.42, platykurtic
    Show answerHide answer

    Answer B. 3.42, leptokurtic

    μ₂ = 10 − (−1)² = 9; μ₄ = 300 − 4(−20)(−1) + 6(10)(−1)² − 3(−1)⁴ = 300 − 80 + 60 − 3 = 277; β₂ = 277/81 = 3.42 > 3, leptokurtic.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  114. Q110 Dispersion & Skewness

    What is the variance of the first ten even numbers 2, 4, …, 20?

    1. A16.5
    2. B8.25
    3. C5.74
    4. D33
    Show answerHide answer

    Answer D. 33

    They are 2 × (1, 2, …, 10). Variance of 1 … 10 = (100 − 1)/12 = 8.25; multiply by 2² = 4: 33.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  115. Q111 Dispersion & Skewness

    Match List I with List II:

    List I:

    A. Mesokurtic

    B. Leptokurtic

    C. Platykurtic

    D. γ₂ (excess kurtosis)

    List II:

    1. β₂ < 3

    2. β₂ − 3

    3. β₂ = 3

    4. β₂ > 3

    1. AA-3, B-1, C-4, D-2
    2. BA-3, B-4, C-1, D-2
    3. CA-2, B-4, C-1, D-3
    4. DA-3, B-2, C-1, D-4
    Show answerHide answer

    Answer B. A-3, B-4, C-1, D-2

    Mesokurtic (normal) β₂ = 3; leptokurtic, more peaked, β₂ > 3; platykurtic, flatter, β₂ < 3; γ₂ = β₂ − 3.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  116. Q112 Dispersion & Skewness

    The coefficient of variation of a distribution is 25% and its mean is 48. What is its variance?

    1. A12
    2. B1.92
    3. C3.69
    4. D144
    Show answerHide answer

    Answer D. 144

    σ = CV × mean/100 = 0.25 × 48 = 12; variance = 12² = 144.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  117. Q113 Dispersion & Skewness

    Consider the following statements about normal variables:

    1. If X is normal, aX + b (a ≠ 0) is also normal.

    2. The sum of two independent normal variables is normal.

    3. For independent normal X and Y, the variance of X − Y is σ₁² − σ₂².

    4. The normal curve is unimodal.

    Select the correct answer:

    1. A1, 2 and 4 only
    2. B1, 2, 3 and 4
    3. C1 and 2 only
    4. D2, 3 and 4 only
    Show answerHide answer

    Answer A. 1, 2 and 4 only

    A linear function of a normal variable and the sum or difference of independent normal variables are normal; variances add for both X + Y and X − Y, so Var(X − Y) = σ₁² + σ₂². The curve has a single peak at μ.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  118. Q114 Dispersion & Skewness

    The coefficient of standard deviation of a series is 0.15 and its standard deviation is 6. What is the mean?

    1. A0.9
    2. B90
    3. C240
    4. D40
    Show answerHide answer

    Answer D. 40

    Coefficient of SD = σ/x̄ ⇒ x̄ = 6/0.15 = 40.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  119. Q115 Dispersion & Skewness

    The second and fourth central moments of a distribution are μ2 = 2 and μ4 = 18. What is β2 and how is the distribution described?

    1. A4.5; leptokurtic
    2. B4.5; platykurtic
    3. C9.0; leptokurtic
    4. D2.25; platykurtic
    Show answerHide answer

    Answer A. 4.5; leptokurtic

    β2 = μ4 / μ2² = 18 / 2² = 4.5. Since β2 > 3 (the normal value), the distribution is leptokurtic (more peaked than normal).

    Source: S.C. Gupta & V.K. Kapoor, Fundamentals of Mathematical Statistics, Moments, Skewness and Kurtosis

  120. Q116 Dispersion & Skewness

    What is the standard deviation of 6, 8, 10, 12 and 14?

    1. A2.83
    2. B8
    3. C3.16
    4. D2.4
    Show answerHide answer

    Answer A. 2.83

    Mean = 10; squared deviations 16, 4, 0, 4, 16, sum 40; variance = 40/5 = 8; SD = √8 = 2.83.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  121. Q117 Dispersion & Skewness

    Marks are normally distributed with mean 70 and standard deviation 8. The standard normal variate Z for a score of 82 is

    1. A12
    2. B1.5
    3. C0.1875
    4. D10.25
    Show answerHide answer

    Answer B. 1.5

    Z = (X − μ)/σ = (82 − 70)/8 = 1.5.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  122. Q118 Dispersion & Skewness

    A series has mean 40 and SD 6. What is the root mean square deviation of the observations about the value 48?

    1. A6
    2. B10
    3. C14
    4. D2
    Show answerHide answer

    Answer B. 10

    s² = σ² + (x̄ − A)² = 36 + 64 = 100, so s = 10. It is least (= σ) when A is the mean.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  123. Q119 Dispersion & Skewness

    The first four moments of a distribution about the value 5 are 1, 4, 10 and 46. What are β2 and the nature of kurtosis?

    1. A5.11; leptokurtic
    2. B2.875; platykurtic
    3. C3.0; mesokurtic
    4. D1.69; platykurtic
    Show answerHide answer

    Answer C. 3.0; mesokurtic

    Convert to central moments: μ2 = μ2′ − μ1′² = 4 − 1 = 3; μ4 = μ4′ − 4μ3′μ1′ + 6μ2′μ1′² − 3μ1′⁴ = 46 − 40 + 24 − 3 = 27. β2 = μ4 / μ2² = 27 / 9 = 3, so the distribution is mesokurtic.

    Source: S.C. Gupta & V.K. Kapoor, Fundamentals of Mathematical Statistics, Moments, Skewness and Kurtosis

  124. Q120 Dispersion & Skewness

    If y = a + bx, where a and b are constants (b ≠ 0), consider the following:

    1. ȳ = a + b x̄

    2. σᵧ = |b| σₓ

    3. The coefficient of variation of y is always equal to that of x

    4. Range of y = |b| × range of x

    Which of the above are correct?

    1. A1 and 2 only
    2. B1, 2 and 4 only
    3. C2, 3 and 4 only
    4. D1, 2, 3 and 4
    Show answerHide answer

    Answer B. 1, 2 and 4 only

    The mean follows both origin and scale (ȳ = a + bx̄); SD and range change only with scale (|b|). CVᵧ = |b|σₓ/|a + bx̄| × 100, which differs from CVₓ whenever a ≠ 0 (or b < 0 with a positive mean), so statement 3 is not always true.

    Source: Gupta, S.C. & Kapoor, V.K., Fundamentals of Mathematical Statistics, Measures of Dispersion

  125. Q121 Dispersion & Skewness

    In a positively skewed distribution, the usual relationship among the three averages is

    1. AMean < Median < Mode
    2. BMean > Median > Mode
    3. CMean = Median = Mode
    4. DMedian > Mean > Mode
    Show answerHide answer

    Answer B. Mean > Median > Mode

    With positive skew the tail extends to the right; extreme high values raise the mean most, so Mean > Median > Mode.

    Source: S.P. Gupta, Statistical Methods, Skewness, Moments and Kurtosis

  126. Q122 Dispersion & Skewness

    The standard deviation of a set of observations is zero if and only if:

    1. Aall the observations are equal
    2. Bthe mean is zero
    3. Cthe sum of deviations from the mean is zero
    4. Dthe mean equals the median
    Show answerHide answer

    Answer A. all the observations are equal

    σ² = Σ(x − x̄)²/n is a sum of squares; it is zero only when every x equals x̄, i.e. all observations are equal.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  127. Q123 Correlation

    While ranking a series, three items tie for the 4th place. What rank is given to each of them?

    1. A4
    2. B4.5
    3. C6
    4. D5
    Show answerHide answer

    Answer D. 5

    The three items occupy ranks 4, 5 and 6, so each gets their mean, (4 + 5 + 6)/3 = 5. The next item gets rank 7.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  128. Q124 Correlation

    If r = 0.9 for 25 pairs of observations, what is the probable error of r?

    1. A0.0135
    2. B0.0256
    3. C0.0380
    4. D0.0051
    Show answerHide answer

    Answer B. 0.0256

    PE = 0.6745 (1 − r²)/√n = 0.6745 × (1 − 0.81)/√25 = 0.6745 × 0.19/5 = 0.0256.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  129. Q125 Correlation

    Assertion (A): If the ranks of n items in one series are exactly the reverse of the ranks in the other, Spearman's rank correlation coefficient is −1.

    Reason (R): Spearman's rank correlation coefficient can be applied only to quantitative data.

    1. ABoth (A) and (R) are true and (R) is the correct explanation of (A)
    2. BBoth (A) and (R) are true but (R) is not the correct explanation of (A)
    3. C(A) is true but (R) is false
    4. D(A) is false but (R) is true
    Show answerHide answer

    Answer C. (A) is true but (R) is false

    Completely reversed ranks give Σd² = n(n² − 1)/3 and R = 1 − 2 = −1, so A is true. Rank correlation is meant precisely for qualities such as beauty or honesty that can be ranked but not measured, so R is false.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

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  131. Q126 Correlation

    Consider the following statements about interpreting r with its probable error (PE):

    1. If r is less than PE, the correlation is not significant.

    2. If r is more than six times PE, the correlation is definitely significant.

    3. r ± PE gives the limits within which the population correlation coefficient may be expected to lie.

    Which of the statements given above are correct?

    1. A1 and 2 only
    2. B2 and 3 only
    3. C1 and 3 only
    4. D1, 2 and 3
    Show answerHide answer

    Answer D. 1, 2 and 3

    All three are the standard rules: r < PE means no evidence of correlation; r > 6 PE means correlation is certain; ρ = r ± PE gives the limits.

    Source: S.P. Gupta, Statistical Methods, Correlation Analysis

  132. Q127 Correlation

    The coefficient of correlation between heights in centimetres and weights in kilograms of a group is 0.72. If heights are converted to inches (1 inch = 2.54 cm) and weights to pounds (1 kg = 2.2 lb), the new coefficient is

    1. A0.62
    2. B0.72
    3. C0.28
    4. D0.33
    Show answerHide answer

    Answer B. 0.72

    Converting units multiplies each variable by a positive constant. r is independent of change of scale, so it remains 0.72.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  133. Q128 Correlation

    Which of the following statements about the probable error (PE) of r are correct?

    1. PE = 0.6745 × standard error of r.

    2. r ± PE gives the limits within which the population coefficient of correlation is expected to lie.

    3. PE is a reliable guide even for very small samples such as n = 5.

    Select the correct answer:

    1. A1 and 2 only
    2. B2 and 3 only
    3. C1 and 3 only
    4. D1, 2 and 3
    Show answerHide answer

    Answer A. 1 and 2 only

    PE = 0.6745 (1 − r²)/√n = 0.6745 × SE, and r ± PE are the usual limits for ρ. The rule assumes a fairly large sample from a normal population, so it misleads for tiny samples.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  134. Q129 Correlation

    Find Spearman's rank correlation coefficient, with the correction for tied ranks (to three decimals), for:

    X: 25, 30, 30, 42, 18, 35, 30

    Y: 60, 54, 58, 70, 45, 58, 50

    1. A0.580
    2. B0.491
    3. C0.536
    4. D0.625
    Show answerHide answer

    Answer C. 0.536

    Ranks X: 6, 4, 4, 1, 7, 2, 4; Y: 2, 5, 3.5, 1, 7, 3.5, 6. Σd² = 23.5. Correction: X has 30 three times, 3(3² − 1)/12 = 2; Y has 58 twice, 2(2² − 1)/12 = 0.5. R = 1 − 6(23.5 + 2.5)/(7 × 48) = 0.536.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  135. Q130 Correlation

    Consider the following statements about correlation:

    1. A high value of r proves that changes in X cause changes in Y.

    2. Correlation between two variables may arise because both are influenced by a third variable.

    Which of the statements given above is/are correct?

    1. A1 only
    2. B2 only
    3. CBoth 1 and 2
    4. DNeither 1 nor 2
    Show answerHide answer

    Answer B. 2 only

    Correlation measures association, not causation. Two variables may be correlated because both depend on a common third factor (e.g. sales of ice cream and cold drinks both depend on temperature).

    Source: S.P. Gupta, Statistical Methods, Correlation Analysis

  136. Q131 Correlation

    For 7 pairs of ranks, the sum of squares of the rank differences is 14. What is Spearman's rank correlation coefficient?

    1. A0.75
    2. B0.25
    3. C0.96
    4. D0.67
    Show answerHide answer

    Answer A. 0.75

    R = 1 − 6Σd²/[n(n² − 1)] = 1 − (6 × 14)/(7 × 48) = 1 − 84/336 = 0.75.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  137. Q132 Correlation

    Which of the following are limitations of Karl Pearson's coefficient of correlation?

    1. It is strongly affected by extreme values.

    2. It assumes a linear relationship between the variables.

    3. It cannot be computed when the two variables are in different units.

    4. A high value does not by itself show cause and effect.

    Select the correct answer:

    1. A1 and 2 only
    2. B1, 2 and 4 only
    3. C2, 3 and 4 only
    4. D1, 2, 3 and 4
    Show answerHide answer

    Answer B. 1, 2 and 4 only

    r is sensitive to extreme items, measures only linear association and cannot show causation. It is a pure number, so X and Y may be in any units.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  138. Q133 Correlation

    Marks of 8 candidates in two papers are:

    Paper I: 60, 54, 54, 60, 50, 83, 54, 44

    Paper II: 55, 44, 38, 47, 36, 47, 54, 44

    What is Spearman's rank correlation coefficient after correcting for tied ranks (to three decimals)?

    1. A0.643
    2. B0.601
    3. C0.560
    4. D0.685
    Show answerHide answer

    Answer B. 0.601

    Ranks I: 2.5, 5, 5, 2.5, 7, 1, 5, 8; II: 1, 5.5, 7, 3.5, 8, 3.5, 2, 5.5. Σd² = 30. Ties: 60 twice (0.5), 54 three times (2), 47 twice (0.5), 44 twice (0.5); total 3.5. R = 1 − 6 × 33.5/(8 × 63) = 0.601.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  139. Q134 Correlation

    A district planner has only the ranks of 13 districts on literacy and on infant mortality, not the actual figures. Which measure should be used to study their relationship?

    1. AKarl Pearson's coefficient on the actual figures
    2. BCoefficient of variation
    3. CProbable error
    4. DSpearman's rank correlation coefficient
    Show answerHide answer

    Answer D. Spearman's rank correlation coefficient

    When only ranks are known (ordinal data), Spearman's rank correlation R = 1 − 6Σd²/[n(n² − 1)] is the right measure.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  140. Q135 Correlation

    In the formula PE = 0.6745 (1 − r²)/√n for the probable error of r, the constant 0.6745 is used because

    1. Ait is the value of r above which correlation becomes significant
    2. Babout 68.27% of a normal distribution lies within ±0.6745 standard errors of the mean
    3. Cit converts Spearman's R into Karl Pearson's r
    4. Din a normal distribution, 50% of the values lie within ±0.6745 standard errors of the mean
    Show answerHide answer

    Answer D. in a normal distribution, 50% of the values lie within ±0.6745 standard errors of the mean

    PE = 0.6745 × SE of r. In a normal distribution the middle 50% lies within mean ± 0.6745 SE, so the population coefficient lies within r ± PE with an even (50 : 50) chance.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  141. Q136 Time Series & Index Numbers

    The 3-yearly moving averages of a series for 2019 and 2020 are 40 and 42. If the value of the series in 2018 was 36, its value in 2021 was

    1. A38
    2. B40
    3. C42
    4. D45
    Show answerHide answer

    Answer C. 42

    MA(2019) = (Y18 + Y19 + Y20)/3 = 40 → total 120; MA(2020) = (Y19 + Y20 + Y21)/3 = 42 → total 126. Subtracting: Y21 − Y18 = 6, so Y21 = 42.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  142. Q137 Time Series & Index Numbers

    From the data below, what is Fisher's ideal price index?

    CommodityBase-year price (₹)Base-year quantityCurrent-year price (₹)Current-year quantity
    X108125
    Y54810
    1. A134
    2. B133.87
    3. C128
    4. D140
    Show answerHide answer

    Answer B. 133.87

    Laspeyres = 128 / 100 × 100 = 128; Paasche = 140 / 100 × 100 = 140. Fisher = √(L × P) = √(17920) = 133.87.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  143. Q138 Time Series & Index Numbers

    Match List I (method of seasonal index) with List II (what each season's figure is expressed as a percentage of):

    List I:

    A. Simple average method

    B. Ratio-to-trend method

    C. Ratio-to-moving-average method

    D. Link relative method

    List II:

    1. The figure of the preceding season

    2. The centred moving average for that season

    3. The trend value obtained by least squares

    4. The average of the season averages (grand average)

    1. AA-4, B-3, C-2, D-1
    2. BA-4, B-2, C-3, D-1
    3. CA-1, B-3, C-2, D-4
    4. DA-3, B-4, C-1, D-2
    Show answerHide answer

    Answer A. A-4, B-3, C-2, D-1

    Simple average: season average ÷ grand average × 100. Ratio to trend: Y ÷ trend × 100. Ratio to moving average: Y ÷ centred MA × 100. Link relative: current season ÷ previous season × 100.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  144. Q139 Time Series & Index Numbers

    Consider the following statements about chain base index numbers:

    1. Items can be added or dropped, and weights revised, more easily than in a fixed base index.

    2. They are better than fixed base indices for comparing prices over a long period, such as 2005 with 2025.

    Which of the statements given above is/are correct?

    1. A1 only
    2. B2 only
    3. CBoth 1 and 2
    4. DNeither 1 nor 2
    Show answerHide answer

    Answer A. 1 only

    In the chain base method each year's base is the preceding year, so new items and weights can be brought in easily. But link-relative errors cumulate when chained, so for long-period comparisons a fixed base index is preferred.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  145. Q140 Time Series & Index Numbers

    Consider the following statements about the method of least squares for measuring trend:

    1. Trend values can be obtained for every year of the series, including the first and the last.

    2. If one more year's figure is added to the data, the whole trend equation has to be worked out again.

    Which of the statements given above is/are correct?

    1. A1 only
    2. B2 only
    3. CBoth 1 and 2
    4. DNeither 1 nor 2
    Show answerHide answer

    Answer C. Both 1 and 2

    A fitted equation gives a trend value for any year (no values are lost as in moving averages), but it is rigid: adding a year means refitting the line.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  146. Q141 Time Series & Index Numbers

    A clerk earned ₹24,000 a month when the cost of living index was 120. The index has now risen to 150. What additional monthly allowance does he need to maintain his former standard of living?

    1. A₹7,200
    2. B₹4,800
    3. C₹30,000
    4. D₹6,000
    Show answerHide answer

    Answer D. ₹6,000

    Income needed = present income × new index / old index = 24,000 × 150 / 120 = ₹30,000. Additional allowance = 30,000 − 24,000 = ₹6,000.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  147. Q142 Time Series & Index Numbers

    Match List I (method of measuring trend) with List II (feature):

    List I:

    A. Freehand method

    B. Semi-averages

    C. Moving averages

    D. Least squares

    List II:

    1. Data are divided into two equal parts

    2. Minimises the sum of squared deviations of actual values from trend values

    3. Highly subjective

    4. No trend values for some periods at the beginning and the end

    Select the correct answer using the code given below.

    1. AA-3, B-1, C-4, D-2
    2. BA-1, B-3, C-4, D-2
    3. CA-3, B-1, C-2, D-4
    4. DA-3, B-4, C-1, D-2
    Show answerHide answer

    Answer A. A-3, B-1, C-4, D-2

    Freehand is subjective; semi-averages split data into two halves; moving averages lose values at both ends; least squares minimises Σ(Y − Yc)².

    Source: S.P. Gupta, Statistical Methods: Analysis of Time Series (standard B.Com/B.A. text)

  148. Q143 Time Series & Index Numbers

    The prices (in ₹) of three commodities in the base year are 10, 20 and 30 and in the current year 12, 25 and 38 respectively. What is the simple aggregative price index for the current year?

    1. A120
    2. B125
    3. C130
    4. D133.33
    Show answerHide answer

    Answer B. 125

    Simple aggregative index = Σp1 / Σp0 × 100 = 75 / 60 × 100 = 125.

    Source: Standard method; answer and every option computed and checked in Python

  149. Q144 Time Series & Index Numbers

    The monthly trend equation of a company's sales (₹ lakh) is Yc = 80 + 1.5X, with origin January 2024 and X in months. The seasonal index for December is 120. The forecast of sales for December 2025 is

    1. A114.5
    2. B115.8
    3. C137.4
    4. D139.2
    Show answerHide answer

    Answer C. 137.4

    Months from January 2024 to December 2025 = 23, so trend = 80 + 1.5 × 23 = 114.5. Forecast = 114.5 × 120 ÷ 100 = 137.4.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  150. Q145 Time Series & Index Numbers

    If Laspeyres' price index is 144 and Paasche's price index is 121, what is Fisher's ideal index?

    1. A132.5
    2. B133
    3. C132
    4. D130
    Show answerHide answer

    Answer C. 132

    Fisher's index is the geometric mean of Laspeyres and Paasche: √(144 × 121) = 12 × 11 = 132.

    Source: Standard method; answer and every option computed and checked in Python

  151. Q146 Time Series & Index Numbers

    The average link relatives of the four quarters are Q1 = 98, Q2 = 106, Q3 = 112 and Q4 = 88. Taking the chain relative of Q1 as 100, the chain relative of Q3 (before trend correction) is

    1. A104.47
    2. B112
    3. C118
    4. D118.72
    Show answerHide answer

    Answer D. 118.72

    Chain relative = link relative × previous chain relative ÷ 100. Q2: 106; Q3: 106 × 112 ÷ 100 = 118.72.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  152. Q147 Time Series & Index Numbers

    Using the data below, what is Paasche's price index?

    CommodityBase-year price (₹)Base-year quantityCurrent-year price (₹)Current-year quantity
    Rice8101012
    Dal154185
    Milk520615
    1. A121.67
    2. B125
    3. C121.95
    4. D102.5
    Show answerHide answer

    Answer C. 121.95

    Paasche P01 = Σp1q1 / Σp0q1 × 100 = (120 + 90 + 90) / (96 + 75 + 75) × 100 = 300 / 246 × 100 = 121.95.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  153. Q148 Time Series & Index Numbers

    Which method of computing seasonal indices is the most widely used and is generally regarded as the most satisfactory?

    1. ASimple average method
    2. BRatio-to-moving-average method
    3. CLink relative method
    4. DFreehand method
    Show answerHide answer

    Answer B. Ratio-to-moving-average method

    The ratio-to-moving-average method eliminates T × C by the centred moving average before averaging the S × I ratios, so it is the most widely used; its drawback is the loss of values at the ends.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

  154. Q149 Time Series & Index Numbers

    The time reversal test is satisfied when (P01 is the index for period 1 on base 0 and P10 the index for period 0 on base 1, both as ratios):

    1. AP01 + P10 = 1
    2. BP01 × P10 = 1
    3. CP01 × Q01 = Σp1q1 / Σp0q0
    4. DP01 × P12 × P20 = 1 for any three periods
    Show answerHide answer

    Answer B. P01 × P10 = 1

    Fisher's time reversal test requires that the index computed forward and the index computed backward be reciprocals: P01 × P10 = 1.

    Source: S.C. Gupta & V.K. Kapoor, Fundamentals of Applied Statistics, Index Numbers

  155. Q150 Time Series & Index Numbers

    The seasonal index of the second quarter for a product is 80. This means that sales in the second quarter are typically

    1. A20% below the average quarterly level
    2. B80% below the average quarterly level
    3. C20% above the average quarterly level
    4. D80% of the annual total
    Show answerHide answer

    Answer A. 20% below the average quarterly level

    Seasonal indices are measured around 100: 80 means the quarter's normal level is 80% of an average quarter, i.e. 20% below it.

    Source: Medha AI, based on BRAOU/APSCHE degree textbooks (ASO Paper II)

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