Statistics 2022 Paper II 50 marks Solve

Paper II — Q3

(a) It is planned to raise a research team to a strength of 50 chemists, which is to be maintained. The wastage of recruits…

(a)

It is planned to raise a research team to a strength of 50 chemists, which is to be maintained. The wastage of recruits depends on their length of service which is as follows:

Year : 1 2 3 4 5 6 7 8 9 10

Total percentage who have left by the end of year : 5 36 55 63 68 73 79 87 97 100

What is the required number of recruitments per year necessary to maintain the required strength? There are 8 senior posts for which the length of service is the main criterion. What is the average length of service after which the next entrant expects promotion to one of these posts? 20 marks

(b)

Explain the structure of a queuing system. Explain M/M/1 queuing system and obtain steady-state solution. Also calculate busy period distribution. 15 marks

(c)

A company that operates for 50 weeks in a year is concerned about its stocks of copper cable. This costs ₹ 240 a metre and there is a demand for 8000 metres a week. Each replenishment costs ₹ 1,050 for administration and ₹ 1,650 for delivery, while holding costs are estimated at 25 percent of value held a year. Assuming that no shortages are allowed, what is the optimal inventory policy for the company? How would this analysis differ if the company wants to maximize its profits rather than minimize cost? What is the gross profit if the company sells the cable for ₹ 360 a metre? 15 marks

हिंदी में प्रश्न पढ़ें
(a)

एक अनुसंधान दल को 50 केमिस्टों की तादाद तक बढ़ाने की योजना है, जिसे बनाये रखना है। रंगरूटों की बर्बादी उनकी सेवा की लंबाई पर निर्भर करती है जो इस प्रकार है :

वर्ष : 1 2 3 4 5 6 7 8 9 10

कुल प्रतिशत जो वर्ष के अंत तक छोड़ गये : 5 36 55 63 68 73 79 87 97 100

भर्ती की आवश्यक संख्या क्या है, जबकि आवश्यक तादाद बनाये रखने के लिए प्रतिवर्ष भर्ती जरूरी है? 8 वरिष्ठ पद हैं जिनके लिए सेवा की लंबाई मुख्य मानदंड है। सेवा की औसत लंबाई क्या है जिसके बाद अगला प्रवेशकर्ता इन पदों में से एक पर पदोन्नति की उम्मीद करता है? (20 अंक)

(b)

एक पंक्ति प्रणाली की संरचना को समझाइए। M/M/1 पंक्ति प्रणाली की व्याख्या कीजिए और इसके स्थायी-अवस्था हल को निकालिए। व्यस्त अवधि बंटन की गणना भी कीजिए। (15 अंक)

(c)

एक कंपनी जो एक वर्ष में 50 सप्ताह तक काम करती है, वह अपने कॉपर केबल के स्टॉक के बारे में चिंतित है। इसकी लागत ₹ 240 प्रति मीटर है और सप्ताह में 8000 मीटर की माँग है। प्रत्येक पुनःपूर्ति की लागत प्रशासन के लिए ₹ 1,050 और डिलीवरी के लिए ₹ 1,650 है, जबकि होल्डिंग लागत एक वर्ष में धारित मूल्य का 25 प्रतिशत अनुमानित है। यह मानते हुए कि कोई कमी की अनुमति नहीं है, कंपनी के लिए इष्टतम सूची नीति क्या है? यह विश्लेषण कैसे भिन्न होगा यदि कंपनी लागत को कम करने के बजाय अपने लाभ को अधिकतम करना चाहती है? यदि कंपनी ₹ 360 प्रति मीटर के लिए केबल बेचती है, तो सकल लाभ क्या है? (15 अंक)

Q3 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) Recruitment needed and promotion prospects

Assumptions: R recruits join at the start of every year, and strength is counted at the start of each year of service. The proportion of a recruiting cohort still present in its n-th year of service is 1 − (cumulative proportion that left by the end of year n − 1): 1, 0.95, 0.64, 0.45, 0.37, 0.32, 0.27, 0.21, 0.13, 0.03 for years 1 to 10, with sum 4.37.

Recruitment: strength = R × 4.37 = 50, so R = 50/4.37 = 11.44, that is, about 11 to 12 recruits a year (12 give a strength of 52.4, 11 give 48.1).

Chemists by year of service = 11.44 × proportion: 11.44, 10.87, 7.32, 5.15, 4.23, 3.66, 3.09, 2.40, 1.49, 0.34 (total 50).

Promotion: senior posts go to the longest-serving men. Those in their 7th to 10th year number 3.09 + 2.40 + 1.49 + 0.34 = 7.32, which is less than 8, while those in their 6th to 10th year number 10.98, which is more than 8. So the 8 senior posts are held by everyone with at least 6 completed years of service and by the most senior 0.68 of the 3.66 men in their sixth year. By interpolation the cut-off is 6 − 0.68/3.66 ≈ 5.8 years, so a new entrant who stays can expect promotion after about 6 years of service (roughly 5.8 years).

(b) Queuing system, M/M/1 and busy period

Structure: a queuing system has (1) an input source, the calling population, whose customers arrive according to an inter-arrival distribution; (2) the queue, with its capacity and discipline (FCFS, LIFO, priority); (3) the service mechanism, with the number of servers (in parallel or in series) and the service-time distribution; (4) departure of served customers. Kendall's notation A/B/c/K/N/D describes it.

M/M/1: Poisson arrivals at rate λ, exponential service at rate μ, one server, FCFS, infinite capacity; N(t) is a birth–death process. In steady state (ρ = λ/μ < 1) the balance equations are λp₀ = μp₁ and (λ + μ)pₙ = λpₙ₋₁ + μpₙ₊₁, giving pₙ = ρⁿp₀; Σpₙ = 1 then gives pₙ = (1 − ρ)ρⁿ, n = 0, 1, 2, … Hence L = ρ/(1 − ρ), Lq = ρ²/(1 − ρ), W = 1/(μ − λ), Wq = ρ/(μ − λ).

Busy period B (from an arrival at an empty system until it is empty again): B = S + B₁ + … + B_N, where S is the first service time and N ~ Poisson(λS) is the number of arrivals during S, each starting an independent sub-busy period with the law of B. Hence B*(s) = μ/(s + μ + λ − λB*(s)), that is, λB*² − (λ + μ + s)B* + μ = 0, so B*(s) = [λ + μ + s − √((λ + μ + s)² − 4λμ)]/(2λ). Inversion gives the density f(t) = e^(−(λ+μ)t) I₁(2t√(λμ))/(t√ρ), t > 0 (I₁ = modified Bessel function), with E(B) = 1/(μ − λ) and Var(B) = (λ + μ)/(μ − λ)³.

(c) Optimal inventory policy and gross profit

D = 8000 × 50 = 400,000 m a year; unit cost c = ₹240; cost per replenishment A = 1,050 + 1,650 = ₹2,700; holding cost h = 0.25 × 240 = ₹60 per metre a year; no shortages.

Q* = √(2AD/h) = √(2 × 2700 × 400,000/60) = √36,000,000 = 6,000 m. Orders a year = D/Q* = 66.7; cycle time = Q*/8000 = 0.75 week. Ordering cost = (D/Q*)A = ₹180,000; holding cost = (Q*/2)h = ₹180,000; together ₹360,000. Purchase cost = 400,000 × 240 = ₹96,000,000, so total annual cost = ₹96,360,000. Optimal policy: order 6,000 m whenever stock reaches zero, that is, every 0.75 week.

Profit maximisation: revenue = price × D does not depend on Q, since demand is fixed and no shortages are allowed. Maximising profit = revenue − total cost is therefore the same as minimising cost, and the same Q* = 6,000 m results. The analysis would differ only if demand depended on price or shortages were allowed, because revenue would then vary with the decision.

Gross profit at ₹360 a metre: revenue = 400,000 × 360 = ₹144,000,000; profit = 144,000,000 − 96,360,000 = ₹47,640,000 (about ₹4.76 crore). Before ordering and holding costs the margin is 400,000 × 120 = ₹48,000,000.

How this answer will be evaluated

Framework: Operations Research / Management Science

What earns full marks: Rigorous derivation, correct units, clear interpretation of results in context.

Evaluation rubric

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

  1. (a) Find the number of recruits needed each year to keep the strength at 50 chemists, and the average length of service after which a new entrant expects promotion to one of the 8 senior posts. 20 marks

    calculate— given → formula → substitution → result with units → interpretation

    Must cover

    • Proportions present in years 1 to 10: 1, 0.95, 0.64, 0.45, 0.37, 0.32, 0.27, 0.21, 0.13, 0.03, with sum 4.37
    • Recruits per year R = 50/4.37 = 11.44 (about 11 to 12)
    • Staff by year of service (11.44, 10.87, 7.32, …, 0.34) and the 8 senior posts located at about 6 years of service (7.32 with 7th year or more against 10.98 with 6th year or more)

    Loses marks

    • Using the cumulative percentages who left directly as the surviving proportions
    • Giving a promotion time without relating the 8 posts to staff numbers by length of service

    Earns more

    • Assumption stated that recruits join at the start of each year
    • Check that the staff numbers by year add up to 50
    • Interpolated cut-off of about 5.8 years

    Extra mark

    • Comment that 12 recruits give a strength of 52.4 and 11 give 48.1
  2. (b) Explain the structure of a queuing system, explain the M/M/1 system with its steady-state solution, and obtain the distribution of the busy period. 15 marks

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

    Must cover

    • Structure: input source, queue (capacity, discipline), service mechanism, departure; Kendall's notation
    • M/M/1 balance equations and pₙ = (1 − ρ)ρⁿ with ρ = λ/μ < 1, and L, Lq, W, Wq
    • Busy period: B*(s) from λB*² − (λ + μ + s)B* + μ = 0, mean 1/(μ − λ) and the Bessel-function density

    Loses marks

    • Giving the steady-state solution without the condition ρ < 1
    • Stating the busy-period mean without any derivation or distribution

    Earns more

    • Condition ρ < 1 for a steady state
    • Busy period built from the first service plus sub-busy periods started by arrivals during it
    • Variance (λ + μ)/(μ − λ)³

    Extra mark

    • Idle period exponential with mean 1/λ, so the busy fraction is ρ
  3. (c) Find the optimal inventory policy with no shortages, say how the analysis differs if profit is maximised, and find the gross profit at ₹360 a metre. 15 marks

    calculate— given → formula → substitution → result with units → interpretation

    Must cover

    • D = 400,000 m a year, A = ₹2,700 per replenishment and h = ₹60 per metre a year
    • Q* = √(2AD/h) = 6,000 m, 66.7 orders a year, cycle 0.75 week, ordering plus holding cost ₹360,000 a year
    • Gross profit = 144,000,000 − 96,360,000 = ₹47,640,000

    Loses marks

    • Using weekly demand as annual demand or a wrong order cost
    • Calculating profit without deducting the purchase cost

    Earns more

    • Purchase cost ₹96,000,000 included in the total cost of ₹96,360,000
    • Explanation that revenue does not depend on Q, so profit maximisation gives the same Q*
    • Note that the analysis would differ only if demand depends on price or shortages are allowed

    Extra mark

    • Check that ordering cost equals holding cost at the optimum (₹180,000 each)
What "Solve" is asking you to do

Choose the method, then carry it through to a final answer. Identifying what kind of problem this is and why that method applies is the first thing marked; a correct figure arrived at invisibly earns almost nothing.

Structure that answers it

Given data and what is required → method chosen, with the reason it applies → set-up (equation, circuit, free body, trial balance) → working, step by step → answer with units and any condition of validity

Where marks are lost

Doing the middle steps mentally and writing only the result. In mathematics papers, a further loss comes from giving a decimal where the exact value in surds or fractions was wanted, or from skipping the justification a part explicitly asks for.

All UPSC directive words, compared →

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.

Evaluate my answer →

More from Statistics 2022 Paper II

Write this answer and get it marked in about 20 seconds

Free account: 5 AI evaluations a month, marked against the rubric above.

Start free

Already have an account? Log in