Paper II — Q8
(a) How does the concept of wholesale price index work? Describe the major components of wholesale price index. Explain the…
How does the concept of wholesale price index work? Describe the major components of wholesale price index. Explain the methodology of index numbers of area, production and yield in agriculture. 15 marks
Explain G/M/1 model and show that the steady-state arrival point system has a geometric distribution. 20 marks
If e(x) is the average number of complete years of life lived by each of l(x) persons in life table population after attaining age x, and q(x) is the probability of dying within one year following the attainment of age x, prove that
q(x) = (1 - (e(x) - e(x+1))) / (1 + e(x+1)) 15 marks
हिंदी में प्रश्न पढ़ें
थोक मूल्य सूचकांक की संकल्पना कैसे काम करती है? थोक मूल्य सूचकांक के प्रमुख घटकों का वर्णन कीजिए। कृषि में क्षेत्र, उत्पादन और उपज के सूचकांकों की कार्य-प्रणाली की व्याख्या कीजिए। (15 अंक)
G/M/1 निदर्श की व्याख्या कीजिए और दर्शाइए कि स्थायी-अवस्था आगमन बिन्दु प्रणाली में गुणोत्तर बंटन होता है। (20 अंक)
यदि e(x), वय सारणी समष्टि में, आयु x तक पहुँचने के बाद, l(x) व्यक्तियों में से प्रत्येक व्यक्ति द्वारा जिये गये जीवन के पूर्ण वर्षों की संख्याओं का औसत है, और q(x), आयु x तक पहुँचने के बाद, एक वर्ष में मरने की प्रायिकता है, तो सिद्ध कीजिए कि
q(x) = (1 - (e(x) - e(x+1))) / (1 + e(x+1)) (15 अंक)
Model answer
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(a) Wholesale price index and agricultural indices
How the WPI works: it measures the average change in prices of goods at the first stage of bulk (factory-gate) trade, not retail prices or services. The Office of the Economic Adviser (DPIIT) compiles it monthly. Prices of a fixed basket are collected from ministries and departments and from selected manufacturing units; the series with base 2022-23 = 100 covers 957 items (697 in the 2011-12 series). Item indices are geometric means of price relatives (Jevons); higher levels use the Laspeyres form I = Σwᵢ Iᵢ, with weights from the base-year gross value of output. Inflation = (WPIₜ/WPIₜ₋₁₂ − 1) × 100.
Major components (2022-23 weights):
- Primary articles, 22.76% (129 items, such as food articles and minerals)
- Fuel and power, 14.11% (25 items; crude petroleum and natural gas now sit here)
- Manufactured products, 63.13% (803 items)
Agricultural indices (Directorate of Economics and Statistics, Ministry of Agriculture and Farmers Welfare), in the published series with base triennium ending 1993-94 = 100:
- The base is a three-year average, which removes year-to-year weather swings.
- Crop area index = (area in year j ÷ base area) × 100; crop production index = (production in year j ÷ base production) × 100.
- For a group such as foodgrains or non-foodgrains, the area index is total area ÷ base total area × 100; the production index is Σp₀qⱼ/Σp₀q₀ × 100, using base-period national average prices as weights, so that different crops are combined by value rather than tonnes.
- The yield index is derived, not measured: yield index = production index ÷ area index × 100.
(b) G/M/1 queue and the geometric arrival-point distribution
Model: one server; interarrival times are independent with a general distribution A(t), transform A*(s) and mean 1/λ; service times are exponential with rate μ; first-come first-served, unlimited waiting room; ρ = λ/μ < 1 for a steady state.
Embedded chain: let Yₙ be the number in the system just before the nth arrival. By the memoryless service, the number of services K completed during an interarrival time has aₖ = ∫₀^∞ e^−μt(μt)ᵏ/k! dA(t), Σaₖzᵏ = A*(μ(1 − z)). Then Yₙ₊₁ = max(0, Yₙ + 1 − K), so P(i, j) = aᵢ₊₁₋ⱼ for 1 ≤ j ≤ i + 1, and P(i, 0) = Σₖ≥i+1 aₖ.
Steady state: πⱼ = Σᵢ≥j−1 πᵢ aᵢ₊₁₋ⱼ, j ≥ 1. Try πⱼ = Cσʲ. The right side is Cσ^j−1 Σaₖσᵏ = Cσ^j−1 A*(μ(1 − σ)), which equals Cσʲ when σ = A*(μ(1 − σ)). The function f(z) = A*(μ(1 − z)) − z is convex with f(0) = a₀ > 0, f(1) = 0 and f′(1) = 1/ρ − 1 > 0, so exactly one root σ lies in (0, 1) when ρ < 1.
Normalising gives C = 1 − σ, so πⱼ = (1 − σ)σʲ, j = 0, 1, 2, …, a geometric distribution, with mean σ/(1 − σ) customers found by an arrival. The j = 0 equation then holds automatically because the probabilities sum to 1. The chain is irreducible and positive recurrent, so this is its unique stationary distribution. For M/M/1, A*(s) = λ/(λ + s) gives σ = ρ.
(c) Proof of q(x) = [1 − (e(x) − e(x + 1))]/[1 + e(x + 1)]
Here e(x) is the curtate expectation of life: a person alive at x completes year r only if alive at x + r, so e(x) = Σᵣ≥1 l(x + r)/l(x). Take out the term r = 1 and factor l(x + 1)/l(x): e(x) = [l(x + 1)/l(x)] 1 + Σᵣ≥2 l(x + r)/l(x + 1) = [l(x + 1)/l(x)][1 + e(x + 1)], since the sum is Σₛ≥1 l(x + 1 + s)/l(x + 1) = e(x + 1). With l(x + 1)/l(x) = 1 − q(x): e(x) = [1 − q(x)][1 + e(x + 1)] = 1 + e(x + 1) − q(x)[1 + e(x + 1)]. Hence q(x)[1 + e(x + 1)] = 1 + e(x + 1) − e(x) = 1 − (e(x) − e(x + 1)), and q(x) = [1 − (e(x) − e(x + 1))]/[1 + e(x + 1)]. ∎
Check with l₀ = 1000, l₁ = 900, l₂ = 700, l₃ = 300, l₄ = 0: e(0) = 1.9, e(1) = 1.111, so the formula gives (1 − 0.789)/2.111 = 0.1 = q(0).
How this answer will be evaluated
Framework: UPSC Statistics Paper 2
What earns full marks: Complete derivations with correct notation and clear explanations
Evaluation rubric
Each sub-part is marked on its own, against the marks and word limit printed on the paper.
- (a) Explain how the wholesale price index works, describe its major components, and explain the methodology of the agricultural indices of area, production and yield. 15 marks
explain— definition/context → points in order → small example → short close
Must cover
- WPI as the average change in first-stage (wholesale) prices of a fixed basket, item indices combined with Laspeyres weights (2022-23 series, 957 items)
- Major groups: primary articles, fuel and power, manufactured products, with weights 22.76, 14.11 and 63.13
- Agricultural indices: area and production relatives to a base-period average, production weighted by base prices, yield index = production index ÷ area index × 100
Loses marks
- Confusing WPI with CPI or including services
- Treating the yield index as measured directly instead of production index ÷ area index
Earns more
- Compiling agency (Office of the Economic Adviser, DPIIT), monthly release, and inflation from WPIₜ/WPIₜ₋₁₂
- Base triennium (TE 1993-94) and group indices built from total area and value-weighted production
Extra mark
- Contrast with CPI: wholesale level, goods only
- (b) Explain the G/M/1 model and show that the steady-state arrival-point distribution is geometric. 20 marks
explain— definition/context → points in order → small example → short close
Must cover
- Model: general independent interarrival times, exponential service with rate μ, one server, ρ = λ/μ < 1
- Embedded chain just before arrivals: aₖ, Σaₖzᵏ = A*(μ(1 − z)), P(i, j) = a_{i+1−j} and P(i, 0) = Σ_{k>i} aₖ
- Solution πⱼ = (1 − σ)σʲ, with σ the unique root in (0, 1) of σ = A*(μ(1 − σ))
Loses marks
- Taking the chain at departures or at arbitrary times instead of just before arrivals
- Assuming a geometric form without verifying the balance equations
- Mixing up G/M/1 with M/G/1 (interarrival and service distributions swapped)
Earns more
- Existence and uniqueness of σ from convexity and f′(1) = 1/ρ − 1 > 0
- Irreducible and positive recurrent chain, so the solution is the unique stationary distribution
Extra mark
- Check with M/M/1 (σ = ρ) and mean σ/(1 − σ) seen by an arrival
- (c) Prove that q(x) = [1 − (e(x) − e(x + 1))]/[1 + e(x + 1)], where e(x) is the average number of complete years lived after age x. 15 marks
derive— given → assumptions → stepwise derivation → result → check
Must cover
- e(x) = Σ_{r≥1} l(x + r)/l(x) as the curtate expectation of life
- Show e(x) = [l(x + 1)/l(x)][1 + e(x + 1)] = [1 − q(x)][1 + e(x + 1)]
- Rearrange to q(x) = [1 − (e(x) − e(x + 1))]/[1 + e(x + 1)]
Loses marks
- Using the complete expectation T(x)/l(x) instead of the curtate sum
- Algebraic slip in the rearrangement, such as a sign error in 1 − (e(x) − e(x + 1))
Earns more
- Identifies Σ_{r≥2} l(x + r)/l(x + 1) as e(x + 1)
- Numerical or terminal-age check of the identity
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.
Practice this exact question
Write your answer and it is marked point by point against the model answer above — what you covered, what you missed, what you got wrong.
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