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Maintain target margin with fixed costs

Last updated: Mar 29, 2026

Quick Overview

This question evaluates the ability to model profit margins by combining revenue, variable costs from a mixed-product portfolio, and fixed costs using algebraic manipulation and basic cost-accounting concepts for a Data Scientist role.

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

Maintain target margin with fixed costs

Company: Capital One

Role: Data Scientist

Category: Statistics & Math

Difficulty: medium

Interview Round: Technical Screen

Target a 34.43% profit margin in Year 2. You will sell both products with the same prices as in Q4: classic price = $4, unit cost = $1; vegan price = $4, unit cost = $2; sales mix vegan:classic = 2:3. Year-2 fixed costs (independent of volume) are $375m. How many total burgers must you sell in Year 2 to achieve a 34.43% profit margin? Derive and solve for total units U using margin = (revenue − variable − fixed)/revenue.

Quick Answer: This question evaluates the ability to model profit margins by combining revenue, variable costs from a mixed-product portfolio, and fixed costs using algebraic manipulation and basic cost-accounting concepts for a Data Scientist role.

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Capital One
Oct 13, 2025, 9:49 PM
Data Scientist
Technical Screen
Statistics & Math
1
0

Target Profit Margin With a Mixed-Product Portfolio

Context

You sell two burger products (classic and vegan) at the same price but with different unit costs. Year-2 fixed costs are known, and the sales mix between products is fixed. You want to find the total number of burgers to sell in Year 2 to achieve a target profit margin.

Given

  • Target profit margin (Year 2): 34.43% = 0.3443
  • Prices and unit costs:
    • Classic: price = 4,unitcost=4, unit cost = 4,unitcost= 1
    • Vegan: price = 4,unitcost=4, unit cost = 4,unitcost= 2
  • Sales mix (vegan : classic) = 2 : 3
  • Year-2 fixed costs (F) = $375,000,000

Task

Let U be the total number of burgers sold (all products combined). Using the definition

margin = (revenue − variable cost − fixed cost) / revenue,

derive and solve for U such that the margin equals 34.43%.

Solution

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