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Optimize SaaS pricing and profit

Last updated: Mar 29, 2026

Quick Overview

This question evaluates pricing optimization, linear demand modeling, capacity-constrained profit maximization, and the impact of subscription churn on lifetime value within an Analytics & Experimentation data-science context.

  • medium
  • OneMain Financial
  • Analytics & Experimentation
  • Data Scientist

Optimize SaaS pricing and profit

Company: OneMain Financial

Role: Data Scientist

Category: Analytics & Experimentation

Difficulty: medium

Interview Round: Technical Screen

A software company sells one seat per customer per month. Demand is q(p) = 10,000 − 50·p (units/month), variable cost c = $5 per seat, fixed monthly cost F = $100,000. 1) Derive the profit-maximizing price p* and quantity q* and compute the maximum monthly profit. Show your calculus. 2) If capacity is limited to 6,000 seats/month, what price maximizes profit under the constraint? 3) If a 10% price increase raises churn from 2% to 4% monthly (subscription setting), explain how your model changes and how you would estimate LTV-optimized price instead of static monthly profit.

Quick Answer: This question evaluates pricing optimization, linear demand modeling, capacity-constrained profit maximization, and the impact of subscription churn on lifetime value within an Analytics & Experimentation data-science context.

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OneMain Financial
Oct 13, 2025, 9:49 PM
Data Scientist
Technical Screen
Analytics & Experimentation
3
0

SaaS Pricing: Linear Demand, Capacity Constraint, and Subscription Churn

Context: You are pricing a single-seat SaaS product (one seat per customer per month). Demand for new seats in a given month follows a linear demand curve. Costs include a per-seat variable cost and a fixed monthly overhead.

Given:

  • Demand (new seats/month): q(p) = 10,000 − 50·p
  • Variable cost per seat: c = $5
  • Fixed monthly cost: F = $100,000

Tasks:

  1. Unconstrained pricing: Derive the profit-maximizing price p* and quantity q*, and compute the resulting maximum monthly profit. Show your calculus.
  2. Capacity constraint: If capacity is limited to 6,000 seats/month, what price maximizes profit under this constraint?
  3. Subscription twist: In a subscription setting, a 10% price increase raises monthly churn from 2% to 4%. Explain how the model changes and how you would estimate an LTV-optimized price instead of a static monthly profit optimum.

Solution

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