Statistics 2023 Paper II 50 marks Explain

Paper II — Q8

8.(a) Explain the method of collection of agriculture data. Describe the (i) official publications for data collection and (ii)…

(i)

8.(a) Explain the method of collection of agriculture data. Describe the official publications for data collection and

(ii)

statistics collected by the various official agencies pertaining to agriculture production.

8.(b) Distinguish between GFR and TFR. What is meant by TFR = 3.29 ? Discuss the merits and demerits of TFR. Construct the relationship between GRR and TFR. Interpret GRR when GRR >1, <1 or =1.

8.(c) State the order and rank conditions to check the identifiability of the given system of simultaneous equations.

Consider the following extended Keynesian model of income determination :

Consumption function : Cₜ = β₁ + β₂ Yₜ - β₃ Tₜ + U₁ₜ

Investment function : Iₜ = α₀ + α₁ Yₜ₋₁ + U₂ₜ

Taxation function : Tₜ = γ₀ + γ₁ Yₜ + U₃ₜ

Income Identity : Yₜ = Cₜ + Iₜ + Gₜ

Where

C = Consumption expenditure

Y = Income

I = Investment

T = Taxes

G = Government expenditure and

U's = the disturbance terms.

In the model the endogenous variables are C, I, T and Y and the predetermined variables are G and Yₜ₋₁.

By applying the order condition, check the identifiability of each of the equations in the system and of the system as a whole. Write your conclusion.

हिंदी में प्रश्न पढ़ें

8.(a) कृषि आँकड़ों के संग्रह की विधि की व्याख्या कीजिए।

(i)

आँकड़ों के संग्रह के लिए राजकीय प्रकाशनों का वर्णन कीजिए।

(ii)

कृषि उत्पादन से संबंधित विभिन्न राजकीय एजेंसियों द्वारा एकत्र किये गये आँकड़ों का वर्णन कीजिए।

8.(b) सामान्य प्रजनन दर (जी.एफ.आर.) और संपूर्ण प्रजनन दर (टी.एफ.आर.) में अंतर स्पष्ट करें । टी.एफ.आर. = 3.29 से क्या समझते हैं ? संपूर्ण प्रजनन दर (टी.एफ.आर.) के गुणों और अवगुणों के बारे में समझाइए । सकल जनन दर (जी.आर.आर.) और संपूर्ण प्रजनन दर (टी.एफ.आर.) के बीच में संबंध निकालें । जी.आर.आर.(GRR) की व्याख्या कीजिए जब GRR(जी.आर.आर.) >1, <1 या =1 हो ।

8.(c) दी गई युगपत् समीकरणों की प्रणाली की अभिज्ञेयता की जाँच करने के लिए क्रम और कोटि प्रतिबंधों को बताइए ।

निम्नलिखित विस्तारित किनेसियन मॉडल, जो कि आय निर्धारण के लिए है, पर विचार कीजिए :

उपभोग फलन : Cₜ = β₁ + β₂ Yₜ - β₃ Tₜ + U₁ₜ

निवेश फलन : Iₜ = α₀ + α₁ Yₜ₋₁ + U₂ₜ

कर लगना या कर-निर्धारण फलन : Tₜ = γ₀ + γ₁ Yₜ + U₃ₜ

आय पहचान : Yₜ = Cₜ + Iₜ + Gₜ

जहाँ

C = उपभोग व्यय

Y = आय

I = निवेश

T = कर

G = सरकार व्यय और

U's = त्रुटि (डिस्टर्बेंस टर्म्स)

मॉडल में अंतर्जात चर (endogenous variables) C, I, T और Y हैं और पूर्वनिर्धारित चर (predetermined variable) G और Yₜ₋₁ हैं ।

क्रम शर्त लागू करके प्रणाली में प्रत्येक समीकरण की अभिज्ञेयता (आइडेंटिफाइबिलिटी) की जाँच करें, और समग्र रूप से प्रणाली की जाँच करें । अपना निष्कर्ष लिखें ।

Q8 of the 2023 UPSC Mains Statistics Paper II, as printed
The question as printed in the 2023 Statistics paper

Model answer

Drafted with AI by UPSC Answer Check against this question's marking rubric, to the expected length. UPSC does not publish answers for Mains — this is one way to score well, not an official key. How we build rubrics and answers.

(a) Collection of agricultural data, official publications and agencies

Methods of collection: Complete enumeration: village land records kept by the revenue agency (patwari or lekhpal) give area under each crop and land use through a full field-to-field crop inspection (girdawari); the Agriculture Census, held every five years (the 11th for 2021-22), covers operational holdings, their size, tenure, irrigation and inputs. Sample surveys: the General Crop Estimation Surveys use crop-cutting experiments to estimate yield per hectare; the Improvement of Crop Statistics scheme checks area data; NSO rounds (for example the Situation Assessment Survey of agricultural households) give income, indebtedness and input use; the Cost of Cultivation Scheme gives costs and returns. Administrative records and other sources: market arrival and price reports (Agmarknet), cooperative and bank credit returns, and satellite remote sensing for crop area and drought assessment. (i) Official publications: Agricultural Statistics at a Glance (area, production and yield of crops), Land Use Statistics, Agriculture Census reports, the Economic Survey, the Statistical Abstract of India, the RBI Handbook of Statistics on the Indian Economy and Report on Currency and Finance, and state statistical abstracts. (ii) Agencies and what they provide: Directorate of Economics and Statistics, Ministry of Agriculture and Farmers Welfare: area, production, yield, prices and the advance estimates of crops. National Statistics Office, Ministry of Statistics and Programme Implementation: agriculture's share in GDP and gross value added, and the NSO household surveys. Office of the Economic Adviser, Department for Promotion of Industry and Internal Trade: wholesale price indices of agricultural commodities. Reserve Bank of India and NABARD: agricultural credit and rural financial data. State Departments of Agriculture and state statistical bureaus: district and block level crop and land data.

(b) GFR and TFR, TFR = 3·29, merits and demerits, and GRR

Difference between GFR and TFR: General Fertility Rate: births in a year per 1,000 women aged 15 to 49 years. It is a single figure that does not allow for the age distribution of women within that range. Total Fertility Rate: the sum of age-specific fertility rates over the reproductive span; for five-year age groups TFR = 5 × ΣASFR when ASFR is per woman per year (or 5 × ΣASFR/1000 when per 1,000 women). It is not affected by the age structure of women. Meaning of TFR = 3·29: if a woman lived through her reproductive years experiencing the current age-specific fertility rates, she would bear on average 3·29 children. This is above the replacement level of about 2·1, so the population would keep growing, ignoring mortality and migration. Merits of TFR: it is independent of age composition, it makes populations comparable, it is easy to interpret, and it measures against the replacement level. Demerits of TFR: it is a period measure that can be distorted by changes in the timing of births, it needs reliable age-specific data, and it ignores mortality of women before the end of the reproductive period and assumes present rates persist. Relation between GRR and TFR: GRR counts only daughters, so GRR = TFR × (female births/total births). If the sex ratio at birth is r males per 100 females, female births form 100/(100 + r) of all births, so GRR = TFR × 100/(100 + r). Interpretation: GRR > 1: each generation of girls is more than replaced by its daughters, so the population grows. GRR < 1: daughters do not replace mothers and the population eventually declines. GRR = 1: each mother is exactly replaced by one daughter and the population is stationary, mortality ignored.

(c) Order and rank conditions and identification of the Keynesian model

Notation: M = 4 endogenous variables (C, I, T, Y) and K = 2 predetermined variables (G, Yₜ₋₁). For an equation with m endogenous and k predetermined variables, M − 1 = 3. Order condition (necessary): K − k ≥ m − 1; that is, the number of variables excluded from the equation must be at least M − 1. Equality means exactly identified, and strict inequality means overidentified. Rank condition (necessary and sufficient): the matrix formed from the coefficients of the variables excluded from that equation, taken from the other equations, must have rank M − 1 = 3. Step 1: Consumption function (C, Y, T in; m = 3, k = 0): K − k = 2 = m − 1, so it is exactly identified by the order condition. Step 2: Investment function (I and Yₜ₋₁ in; m = 1, k = 1): K − k = 1 > m − 1 = 0, so it is overidentified by the order condition. Step 3: Tax function (T and Y in; m = 2, k = 0): K − k = 2 > 1, so it is overidentified by the order condition. Step 4: The income identity has no unknown parameters, so identification is not examined for it. Rank check for the consumption function: the excluded variables are I, G, Yₜ₋₁. From the other equations the matrix with rows (1, 0, −α₁) [investment], (0, 0, 0) [tax] and (1, 1, 0) [identity] has rank 2, which is less than 3. So the order condition is met but the rank condition fails. Rank check for the investment function: excluded variables C, T, Y, G give a matrix of rank 3, so it is identified. Rank check for the tax function: excluded variables C, I, G, Yₜ₋₁ give rank 3, so it is identified. Conclusion: by the order condition alone the consumption function is exactly identified and the investment and tax functions are overidentified, so every stochastic equation passes. The rank condition shows that the consumption function is not identified, since the tax equation links T to Y and a mixture of the two equations has the same form as the consumption function. The system as a whole is therefore not identified.

How this answer will be evaluated

Framework: UPSC Statistics Paper 2

What earns full marks: Precise definitions, correct application of conditions, and clear interpretation of all values.

Evaluation rubric

Each sub-part is marked on its own, against the marks and word limit printed on the paper.

  1. (a) Explain methods of collecting agricultural data, and describe official publications and the agencies' statistics. 15 marks

    explain— definition/context → points in order → small example → short close

    Must cover

    • Complete enumeration: land records and Agriculture Census
    • Sample surveys: crop-cutting, NSO rounds, cost of cultivation
    • Publications such as Agricultural Statistics at a Glance and Economic Survey
    • Agencies: DES, NSO, Economic Adviser, RBI/NABARD, state departments

    Loses marks

    • Listing agencies without saying what data each gives.

    Earns more

    • Methods, publications and agency-wise data all covered.

    Extra mark

    • Mention of remote sensing or Agmarknet.
  2. (b) Distinguish GFR from TFR, explain TFR=3.29 with merits and demerits, derive GRR from TFR and interpret GRR. 15 marks

    compare— paired headings or point-wise contrast → key differences → significance → conclusion

    Must cover

    • GFR per 1000 women 15-49 versus TFR as sum of ASFR (5 x sum)
    • TFR 3.29 as children per woman against replacement about 2.1
    • Merits and demerits of TFR
    • GRR=TFR x 100/(100+r) and interpretation for GRR>1, <1, =1

    Loses marks

    • Defining TFR as births per 1000 women.

    Earns more

    • Correct distinction, interpretation, relation and three-way GRR reading.

    Extra mark

    • Note that mortality is ignored in GRR.
  3. (c) State order and rank conditions and test identification of each equation and the whole Keynesian system. 20 marks

    enumerate— list the items in order → one line each → no commentary

    Must cover

    • Order condition K-k>=m-1 and rank condition rank=M-1=3
    • Consumption exact, investment and tax over-identified by order
    • Rank of consumption matrix is 2, so it is not identified
    • Conclusion that the system is not identified; identity needs no test

    Loses marks

    • Declaring consumption underidentified by order condition; concluding the system is identified.

    Earns more

    • Both conditions stated and applied equation by equation with the correct final verdict.

    Extra mark

    • Reason why the tax equation makes the consumption equation unidentified.
What "Explain" is asking you to do

Make the working of something clear — what sets it off, what follows from what, and what it produces. Explain is the Commission's mechanism word: it dominates the technical papers and the “explain why” stems, where the marks sit in the causal chain and not in the label.

Structure that answers it

State what it is → the initiating condition → the chain of cause, step by step → an instance where it plays out → what the chain produces

Where marks are lost

Describing what something looks like instead of why it works that way. Naming the stages without linking them reads as description too.

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