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Compute profit and break-even for memberships

Last updated: Mar 29, 2026

Quick Overview

This question evaluates a candidate's competency in unit economics, algebraic modeling, and sensitivity analysis for loyalty‑program pricing and profitability calculations in the Statistics & Math domain.

  • medium
  • Capital One
  • Statistics & Math
  • Data Scientist

Compute profit and break-even for memberships

Company: Capital One

Role: Data Scientist

Category: Statistics & Math

Difficulty: medium

Interview Round: Technical Screen

Consider a grocery loyalty program. Assume gross margin rate before discounts m = 28%. Members receive a 10% discount on all eligible spend. For a typical customer, baseline annual spend before joining is S0 = $2,200 and joining lifts their annual spend by u = 6% (so post‑join spend S1 = S0×(1+u)). Program operating cost is $5 per member per month and acquisition cost is $15 one‑time. There is no membership fee for the basic tier. (a) Compute the Year‑1 incremental profit per basic‑tier member versus the counterfactual of not joining. Use: Incremental profit = [m×S1 − (discount rate)×S1] − m×S0 − operating cost − acquisition cost. State sign (profit or loss). (b) The company adds a Premium tier: annual fee F = $60, additional benefits cost b = $24/year, total discount for Premium is d = 15%, and Premium increases spend by u_p = 12% over the non‑member baseline. Derive and compute the minimum baseline annual spend S0* at which upgrading a non‑member to Premium breaks even in Year‑1. Use: Incremental profit_premium = F − b − d×S1_p + m×(S1_p − S0), where S1_p = S0×(1+u_p). Solve for S0* where Incremental profit_premium = 0. (c) Sensitivity: by how much (in dollars of S0) does S0* change if m increases by +2pp or if u_p decreases by −3pp? Provide the formula you use and numeric answers.

Quick Answer: This question evaluates a candidate's competency in unit economics, algebraic modeling, and sensitivity analysis for loyalty‑program pricing and profitability calculations in the Statistics & Math domain.

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Capital One
Oct 13, 2025, 9:49 PM
Data Scientist
Technical Screen
Statistics & Math
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Grocery Loyalty Program Economics — Year‑1 Incremental Profit and Premium Break‑Even

Context: You are evaluating the Year‑1 unit economics of a grocery loyalty program for individual customers. Assume one full year of participation (12 months) for costs. Baseline = behavior if the customer does not join.

Inputs (unless otherwise stated):

  • Gross margin rate before discounts: m = 28%.
  • Basic tier discount on eligible spend: 10%.
  • Baseline annual spend before joining: S0 = $2,200.
  • Uplift in annual spend when joining Basic: u = 6%.
  • Program operating cost: $5 per member per month.
  • Acquisition cost: $15 one‑time.
  • No membership fee for Basic.

(a) Compute the Year‑1 incremental profit per Basic‑tier member versus the counterfactual of not joining. Use: Incremental profit = [m × S1 − (discount rate) × S1] − m × S0 − operating cost − acquisition cost, where S1 = S0 × (1 + u). State sign (profit or loss).

(b) Premium tier addition:

  • Annual fee F = 60;additionalbenefitscostb=60; additional benefits cost b = 60;additionalbenefitscostb= 24/year.
  • Total discount for Premium d = 15%.
  • Premium increases spend by u_p = 12% over the non‑member baseline.

Derive and compute the minimum baseline annual spend S0* at which upgrading a non‑member to Premium breaks even in Year‑1. Use: Incremental profit_premium = F − b − d × S1_p + m × (S1_p − S0), where S1_p = S0 × (1 + u_p). Solve for S0* such that Incremental profit_premium = 0.

(c) Sensitivity: By how much (in dollars of S0) does S0* change if m increases by +2pp or if u_p decreases by −3pp? Provide the formula you use and numeric answers.

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