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Assess Customer Value with Varied Contract Terms and Costs

Last updated: Mar 29, 2026

Quick Overview

This question evaluates a candidate's ability to model unit economics, customer lifetime value, cohort cash flows, and break-even analysis under varying contract lengths, costs, and churn impacts.

  • medium
  • Capital One
  • Analytics & Experimentation
  • Data Scientist

Assess Customer Value with Varied Contract Terms and Costs

Company: Capital One

Role: Data Scientist

Category: Analytics & Experimentation

Difficulty: medium

Interview Round: Onsite

##### Scenario Network-service provider economics: assess customer value under different contract terms and cost structures. ##### Question With revenue $40/month (first 3 months free), service cost $25/month, install cost $35, and marketing & overhead $120 per new customer, what is the net value of a customer on a 15-month contract (10 K acquisitions/year)? How does the net value change if the contract term increases to 18 months? Explain. If term = 21 months, 10 % churn incurs a $100 penalty, marketing cost falls to $20 variable plus $1 M fixed overhead, how many customers are needed to break even? ##### Hints Lay out cash flows month-by-month, separate variable and fixed costs, include churn penalties.

Quick Answer: This question evaluates a candidate's ability to model unit economics, customer lifetime value, cohort cash flows, and break-even analysis under varying contract lengths, costs, and churn impacts.

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Capital One logo
Capital One
Jul 12, 2025, 6:59 PM
Data Scientist
Onsite
Analytics & Experimentation
107
0

Scenario

A subscription network-service provider wants to assess unit economics and portfolio impact under different contract terms and cost structures.

Assumptions for clarity:

  • No discounting (time value of money ignored).
  • Service cost applies in all active months, including the free period.
  • Revenue is 0inmonths1–3and0 in months 1–3 and 0inmonths1–3and 40/month from month 4 onward.

Question

  1. Base case (per-customer and at 10,000 acquisitions/year):
  • Revenue: $40/month with the first 3 months free.
  • Service cost: $25/month.
  • Install cost: $35 (one-time).
  • Marketing and overhead: $120 per new customer (variable).
  • Contract term: 15 months.

What is the net value per customer? What is the total annual net value at 10,000 acquisitions?

  1. Contract extended to 18 months (same costs as above):
  • How does the net value per customer change versus the 15-month contract? Explain briefly.
  1. Contract term 21 months, with churn penalty and new marketing mix:
  • 10% churn incurs a $100 penalty (expected cost).
  • Marketing cost changes to 20pernewcustomer(variable)plus20 per new customer (variable) plus 20pernewcustomer(variable)plus 1,000,000 fixed overhead.

How many customers are needed to break even?

Hint: Lay out cash flows month-by-month, separate variable and fixed costs, and include churn penalties.

Solution

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