Assess card rewards profitability and break-even spend

Quick Overview

This question evaluates a data scientist's ability to perform unit-economics and break-even analysis, including modeling interchange revenue, rewards costs, interest income on revolving balances, credit losses, operating expenses, sensitivity/stress testing, and incremental impact assessment.

Assess card rewards profitability and break-even spend

Company: Capital One

Role: Data Scientist

Category: Analytics & Experimentation

Difficulty: medium

Interview Round: HR Screen

A bank considers issuing a new credit card with a 1% rewards rate on all card spend. Assumptions per customer: interchange = 2% of purchase volume; average monthly spend S = $500 baseline (you may treat S as a variable when solving for break‑even); average revolving balance = $2,000; net interest margin (APR minus cost of funds) = 10% annually on the revolving balance; operating expense = $50 per year; loss rate = 3% annually on the average balance. Answer: 1) Compute annual unit economics (revenue, costs, profit) per customer with rewards at 1% when S = $500; should the bank issue the card? 2) Solve for the minimum monthly spend S* that makes expected annual profit = 0 under two cases: (a) average balance fixed at $2,000; (b) 20% of annual purchase volume becomes revolving balance for one year in addition to the $2,000 baseline (i.e., avg balance = $2,000 + 0.20 × 12 × S). 3) Stress test: if interchange falls to 1.6% and the loss rate rises to 5%, recompute S* for cases (a) and (b). 4) In incremental analysis for a rewards change on an existing customer, when is it valid to ignore the outstanding balance term, and what shortcut does that imply for estimating break‑even new spend?

Quick Answer: This question evaluates a data scientist's ability to perform unit-economics and break-even analysis, including modeling interchange revenue, rewards costs, interest income on revolving balances, credit losses, operating expenses, sensitivity/stress testing, and incremental impact assessment.

|Home/Analytics & Experimentation/Capital One
Capital One logo
Capital One
Oct 13, 2025, 9:49 PM
mediumData ScientistHR ScreenAnalytics & Experimentation
5
0

Credit Card Unit Economics and Break-even Spend

Context

A bank is evaluating launching a credit card that pays 1% rewards on all purchases. Consider per-customer annual unit economics. Let S denote average monthly purchase spend (in dollars). Assume S ≥ 0. Average revolving balance refers to the outstanding balance that accrues interest and loss.

Given parameters:

  • Interchange revenue = 2% of purchase volume
  • Rewards rate = 1% of purchase volume
  • Average monthly spend S; baseline S = $500
  • Average revolving balance (baseline) = $2,000
  • Net interest margin (APR minus cost of funds) on revolving balance = 10% annually
  • Credit loss rate = 3% annually on the average balance
  • Operating expense (OPEX) = $50 per year

Tasks

  1. Compute annual unit economics (revenue, costs, profit) per customer with rewards at 1% when S = $500. Should the bank issue the card?
  2. Solve for the minimum monthly spend S* such that expected annual profit = 0 under: a) Average balance fixed at 2,000.b)202,000. b) 20% of annual purchase volume becomes revolving balance for one year in addition to the 2,000 baseline (i.e., avg balance B = 2{,}000 + 0.20 × 12 × S).
  3. Stress test: if interchange falls to 1.6% and the loss rate rises to 5%, recompute S* for cases (2a) and (2b).
  4. Incremental analysis: For a rewards change on an existing customer, when is it valid to ignore the outstanding balance term, and what shortcut does that imply for estimating break-even new spend?
Loading comments...