Evaluate Financial Feasibility of Ride-Sharing Service | Capital One Interview Question
Evaluate Financial Feasibility of Ride-Sharing Service
Overview
This question evaluates a data scientist's competency in financial modeling, unit-economics analysis, pricing strategy, capacity planning, and demand–supply trade-offs within the Analytics & Experimentation domain.
Capital One
Jul 12, 2025, 6:59 PM
Data Scientist
Onsite
Analytics & Experimentation
77
0
Ride-Share Pricing, Capacity, and Profitability Case
Context (assumptions made explicit)
Each driver can complete up to 5 rides per hour and works an 8-hour day (max 40 rides per driver per day).
Drivers are paid a fixed $700 per driver per day.
Fixed platform/overhead cost is $10,000 per day.
Unless otherwise stated, demand volumes (rides) are fixed and must be fully served. Prices quoted are per ride. For Question 4, assume non-peak price remains $30 and only peak price changes.
Questions
What key factors would you evaluate when assessing the financial feasibility of the ride-share business?
Given 2,400 rides per day at
30each,driverspaid
700/day, a maximum of 5 rides per driver per hour over an 8-hour day, and a fixed daily cost of $10,000, calculate the daily profit.
How could you further increase profit, and what advantages can the app offer versus street-hailing taxis? Explain the role of supply–demand balance.
The day is split into 4 non-peak hours with 800 rides and 4 peak hours with 1,600 rides. Drivers work the full day. What peak-hour price per ride would make total daily profit equal to the profit computed in Question 2 (keeping non-peak price at $30)?
Provide additional recommendations to improve the business.