Statistics 2022 Paper II 50 marks Explain

Paper II — Q7

(a) What are the various indices of mortality measure? Explain the purpose and procedure for standardizing them. (20 marks) (b)…

(a)

What are the various indices of mortality measure? Explain the purpose and procedure for standardizing them. 20 marks

(b)

With usual notations, obtain logistic curve as given by

P(t) = L / (1 + e^(r(β-t))) ; t > 0, β > 0, r > 0

for population growth model. Also discuss its any three properties. 15 marks

(c)

In what way do total fertility rate (TFR), gross reproduction rate (GRR) and net reproduction rate (NRR) differ from one another as a measure of reproduction? 15 marks

हिंदी में प्रश्न पढ़ें
(a)

मृत्यता माप के विभिन्न सूचकांक क्या हैं? उनके मानकीकरण के लिए उद्देश्य एवं कार्यविधि की व्याख्या कीजिए। (20 अंक)

(b)

साधारण संकेतनों के साथ, जनसंख्या वृद्धि निदर्श के लिए बृद्धियत वक्र प्राप्त कीजिए, जो कि दिया जाता है

P(t) = L / (1 + e^(r(β-t))) ; t > 0, β > 0, r > 0

के द्वारा। इसके किन्हीं तीन गुणों का भी वर्णन कीजिए। (15 अंक)

(c)

किस तरह से संपूर्ण जननक्षमता दर (टी० एफ० आर०), सकल जनन दर (जी० आर० आर०) और नेट जनन दर (एन० आर० आर०), प्रजनन के एक माप के रूप में, एक-दूसरे से भिन्न होते हैं? (15 अंक)

Q7 of the 2022 UPSC Mains Statistics Paper II, as printed
The question as printed in the 2022 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) Indices of mortality and their standardisation

Indices of mortality:

  • Crude death rate: CDR = D/P × 1000, where D = deaths in the year and P = mid-year population.
  • Age-specific death rate: mₓ = Dₓ/Pₓ × 1000 (also by sex); cause-specific death rate: deaths from one cause per 100,000 population.
  • Infant mortality rate: IMR = deaths under 1 year ÷ live births × 1000; the neonatal rate (under 28 days) and under-five mortality rate are defined likewise per 1000 live births.
  • Maternal mortality ratio: maternal deaths per 100,000 live births.
  • Life-table measures: qₓ and expectation of life eₓ⁰, which do not depend on the age structure.

Purpose of standardisation: the CDR reflects the age composition as well as the risk of dying, so a population with many old people has a high CDR even if its age-specific rates are low. Standardisation removes the effect of different age structures so that populations or years can be compared fairly.

Direct method (age-specific rates of the study population known and reliable):

  1. Choose a standard population with age distribution Pₓˢ (for example the WHO World Standard Population or a census population).
  2. Apply the study rates mₓ to it to get expected deaths ΣmₓPₓˢ.
  3. SDR = ΣmₓPₓˢ/ΣPₓˢ.

Indirect method (study age-specific rates unknown or based on few deaths):

  1. Take the standard age-specific rates mₓˢ and the study population's ages Pₓ.
  2. Expected deaths E = ΣmₓˢPₓ; observed deaths D.
  3. SMR = D/E (× 100); indirectly standardised rate = (D/E) × CDR of the standard population.

An SMR above 100 means higher mortality than the standard after allowing for age. Standardised rates are comparable only when the same standard population is used.

(b) Logistic curve and its properties

Let P(t) be the population and L its upper limit. Verhulst (1838) assumed growth proportional to P and to the unused fraction of capacity: dP/dt = rP(1 − P/L), r > 0. Since 1/[P(1 − P/L)] = 1/P + 1/(L − P), integration gives ln[P/(L − P)] = rt + c, so P/(L − P) = Ae^rt and P(t) = L/(1 + Be^−rt), B = 1/A. With P(0) = P₀, B = (L − P₀)/P₀. Write B = e^rβ, that is β = (1/r) ln[(L − P₀)/P₀]; then Be^−rt = e^r(β − t) and P(t) = L/(1 + e^r(β − t)). β > 0 corresponds to P₀ < L/2.

Three properties:

  1. Asymptote: P → L as t → ∞, while P(0) = L/(1 + e^rβ) > 0; the relative growth rate (1/P)dP/dt = r(1 − P/L) falls linearly as P approaches L.
  2. Inflection: P″ = Lr²e^r(β−t)(e^r(β−t) − 1)/(1 + e^r(β−t))³ is zero only at t = β, where P = L/2 and the growth rate dP/dt = rL/4 is greatest; the curve is convex before β and concave after.
  3. Symmetry: P(β + s) + P(β − s) = L, so the curve is symmetric about (β, L/2); also ln[P/(L − P)] = r(t − β) is linear in t, which allows r and β to be fitted.

(c) TFR, GRR and NRR as measures of reproduction

All three are period measures built from age-specific fertility rates fₓ per woman at ages 15–49, but they count different things.

  • TFR = Σfₓ (single-year ages; 5Σfₓ for five-year groups): the average number of children, sons and daughters together, a woman would bear at the current rates, with no allowance for mortality.
  • GRR = Σfₓᶠ = TFR × proportion of female births (about 0.488 at 105 boys per 100 girls): the number of daughters per woman, still ignoring mortality, so GRR ≈ TFR/2.05.
  • NRR = Σfₓᶠ(Lₓ/l₀): each daughter-birth is weighted by the probability that a girl survives to the mother's age x (female life table). It gives the daughters who will actually replace the mother.

Hence NRR ≤ GRR, NRR being GRR times an average survival factor. NRR = 1 means exact replacement (a stationary population in the long run), NRR > 1 growth and NRR < 1 eventual decline; GRR overstates replacement wherever girls die before childbearing. TFR alone does not measure replacement because it includes sons.

The replacement-level TFR is about 2.1: 1/0.488 = 2.05 births give one daughter, raised slightly for girls' mortality. India's TFR was 2.0 in NFHS-5 (2019-21), below replacement.

How this answer will be evaluated

Framework: UPSC Statistics Paper 2

What earns full marks: Rigorous derivation in (b) and precise definitions in (c) with clear distinctions.

Evaluation rubric

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

  1. (a) List the indices of mortality and explain the purpose and procedure of standardising them. 20 marks

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

    Must cover

    • Indices defined with correct denominators: CDR, age-specific rate, IMR (with neonatal and under-five rates), maternal mortality ratio, cause-specific rate
    • Purpose: the CDR is distorted by age structure, so standardisation gives an age-adjusted comparison
    • Procedures: direct SDR = ΣmₓPₓˢ/ΣPₓˢ; indirect with E = ΣmₓˢPₓ, SMR = D/E and standardised rate = SMR × standard CDR

    Loses marks

    • Mixing up the formulas of the direct and indirect methods
    • Wrong denominators, such as IMR per 1000 population instead of per 1000 live births

    Earns more

    • When the indirect method is used: study age-specific rates unknown or based on few deaths
    • A common standard population for all comparisons, such as the WHO World Standard Population

    Extra mark

    • Life-table measures qₓ and eₓ⁰ as indices free of age structure
  2. (b) Derive the logistic curve P(t) = L/(1 + e^{r(β − t)}) from the growth model and discuss any three of its properties. 15 marks

    derive— given → assumptions → stepwise derivation → result → check

    Must cover

    • Start from dP/dt = rP(1 − P/L) and integrate by partial fractions
    • Reach P(t) = L/(1 + Be^{−rt}) and put B = e^{rβ} to obtain L/(1 + e^{r(β − t)})
    • Three properties: asymptote L, inflection at t = β with P = L/2, symmetry about (β, L/2)

    Loses marks

    • Skipping the partial-fraction integration step
    • Leaving r, L or β undefined

    Earns more

    • β = (1/r) ln[(L − P₀)/P₀], so β > 0 means P₀ < L/2
    • Greatest growth rate rL/4 at the inflection point

    Extra mark

    • Linearisation ln[P/(L − P)] = r(t − β) used for fitting
  3. (c) Explain how TFR, GRR and NRR differ from one another as measures of reproduction. 15 marks

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

    Must cover

    • TFR: sum of age-specific fertility rates, children of both sexes, no allowance for mortality
    • GRR: daughters only, GRR = TFR × proportion of female births, still no mortality
    • NRR: daughters weighted by survival (Lₓ/l₀), so NRR ≤ GRR and NRR = 1 means replacement

    Loses marks

    • Calling GRR mortality-adjusted or NRR a measure that ignores mortality
    • Treating TFR as a direct measure of replacement

    Earns more

    • Formulas with ages 15–49 and the factor 5 for five-year groups
    • Replacement-level TFR of about 2.1 explained by the sex ratio at birth and girls' survival

    Extra mark

    • India's TFR of 2.0 in NFHS-5 (2019-21), below replacement
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.

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

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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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