Statistics 2022 Paper II 50 marks Explain

Q8

(a) 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) (b) Explain G/M/1 model and show that the steady-state arrival point system has a geometric distribution. (20 marks) (c) 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

(a) 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) (b) G/M/1 निदर्श की व्याख्या कीजिए और दर्शाइए कि स्थायी-अवस्था आगमन बिन्दु प्रणाली में गुणोत्तर बंटन होता है। (20 अंक) (c) 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)

Directive word: Explain

This question asks you to explain. The directive word signals the depth of analysis expected, the structure of your answer, and the weight of evidence you must bring.

See our UPSC directive words guide for a full breakdown of how to respond to each command word.

How this answer will be evaluated

Approach

The directive 'explain' demands clear exposition with logical reasoning and supporting evidence. Structure your answer with: (a) ~30% time/space (15 marks) — define WPI, list its three major components (primary articles, fuel & power, manufactured products), then detail the Laspeyres/Fisher methodology for agricultural index numbers with base year selection; (b) ~40% time/space (20 marks) — define G/M/1 assumptions, derive the embedded Markov chain, use generating functions or recursive relations to prove the geometric steady-state distribution πₙ = (1-σ)σⁿ; (c) ~30% time/space (15 marks) — start with life table definitions, express e(x) and e(x+1) in terms of T(x) and l(x), manipulate the identities algebraically to reach the required expression. Conclude each part with a brief summary of significance.

Key points expected

  • For (a): WPI definition as base-weighted index measuring wholesale price movements; three commodity groups with their weights (primary articles ~23%, fuel & power ~13%, manufactured products ~64% in India's WPI)
  • For (a): Agricultural index methodology — fixed base vs chain base, Laspeyres formula P₀₁ = Σp₁q₀/Σp₀q₀, area and yield indices as relatives with geometric/ arithmetic mean aggregation
  • For (b): G/M/1 model specification — general inter-arrival distribution, exponential service (rate μ), single server; embedded Markov chain at arrival epochs with transition probabilities
  • For (b): Proof of geometric distribution — derive root σ of generating equation A*(μ(1-z)) = z where σ ∈ (0,1), show πⱼ = (1-σ)σʲ satisfies balance equations and normalization
  • For (c): Life table relationships — T(x) = ∫ₓ^ω l(t)dt, e(x) = T(x)/l(x), L(x) = l(x+1) + ½d(x); algebraic manipulation using l(x+1) = l(x)(1-q(x)) to derive the identity
  • For (c): Verification that the derived expression satisfies boundary conditions and consistency with complete expectation of life definitions

Evaluation rubric

DimensionWeightMax marksExcellentAveragePoor
Setup correctness20%10For (a): correctly identifies WPI as base-weighted index with 2011-12 base year and three commodity groups; for (b): properly specifies G/M/1 with general G, exponential M, single server, defines embedded chain; for (c): accurately defines e(x), T(x), L(x), and q(x) with standard life table notationBasic definitions present but misses specific weights for WPI components, or confuses G/M/1 with M/G/1, or has incomplete life table symbol definitionsFundamental errors like treating WPI as consumer price index, or G/M/1 as continuous-time Markov chain throughout, or incorrect life table relationships
Method choice20%10For (a): selects appropriate index formulas (Laspeyres/Fisher) with justification; for (b): chooses embedded Markov chain approach with generating function or recursive method; for (c): selects algebraic manipulation of T(x) integrals with clear substitution strategyCorrect general approach but suboptimal choices like using simple aggregative method for agricultural indices, or direct steady-state equations without embedded chain, or roundabout derivation for (c)Wrong methodological choices such as Paasche for WPI, treating G/M/1 as birth-death process directly, or attempting demographic approximations instead of exact algebraic proof
Computation accuracy20%10For (b): correctly solves A*(μ(1-σ)) = σ for the unique root in (0,1), verifies σ = λ/μ for M/M/1 special case; for (c): precise algebraic steps showing T(x) - T(x+1) = L(x) = l(x+1) + ½d(x), exact cancellation leading to target formulaCorrect final expressions but with skipped steps or minor algebraic slips in the derivation, or incomplete verification of geometric distribution normalizationMajor computational errors like wrong root selection for σ, incorrect generating function setup, or algebraic mistakes in life table manipulations leading to wrong final form
Interpretation20%10For (a): explains economic significance of WPI as inflation indicator and monetary policy tool, notes limitations; for (b): interprets geometric distribution as memoryless property at arrival epochs, relates σ to traffic intensity; for (c): interprets result as relationship between mortality probability and life expectancy curvatureSome interpretation present but superficial, missing policy relevance of WPI, or physical meaning of geometric parameter, or demographic insights of the identityPurely mechanical presentation with no interpretation of why WPI matters, what geometric steady-state implies for queue behavior, or what the life table identity reveals about mortality patterns
Final answer & units20%10Clear boxed/concluded answers: for (a) summarized WPI methodology; for (b) explicit πₙ = (1-σ)σⁿ with σ defined; for (c) clean derivation ending with required identity, all symbols consistently definedAnswers present but poorly highlighted, missing explicit final forms, or inconsistent notation between partsMissing final answers, incomplete derivations stopping before conclusion, or contradictory expressions across the three parts

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