Capital One Data Scientist Analytics & Experimentation Interview Questions
Master your tech interview with our curated database of real questions from top companies.
Calculate Profitability and Evaluate Partnership for Credit Card Portfolio
Credit-Card Portfolio Profitability and Partnership Evaluation Context You are analyzing a mature credit-card portfolio to assess its current profitab...
Evaluate Financial Feasibility of Ride-Sharing Service
Ride-Share Pricing, Capacity, and Profitability Case Context (assumptions made explicit) - Each driver can complete up to 5 rides per hour and works a...
Assess Customer Value with Varied Contract Terms and Costs
Scenario A subscription network-service provider wants to assess unit economics and portfolio impact under different contract terms and cost structure...
Calculate Profit and Analyze Vegan Burger Market Trends
Case Study: Should We Launch a Vegan Burger? Context (assumed for calculation) To make the task self‑contained, assume the current and proposed unit e...
Evaluate Profit Impact Before Joining Coupon Site
Restaurant Coupon Decision: Factors and Unit Economics Context You operate a restaurant. A deals platform proposes selling coupons. For coupon tables,...
Evaluate Groupon's Impact on Restaurant's Profitability and Strategy
Restaurant Groupon Deal — Profitability Analysis Context You are advising a restaurant on whether to run a Groupon-style promotion. A typical voucher ...
Should Company Launch Vegan Burger Based on Profit Analysis?
Case: Launching a Vegan Burger — Unit Economics and Go/No-Go Context You are evaluating whether to launch a vegan burger alongside an existing standar...
Explain App Growth Strategy and Key Performance Metrics
Scenario You are in an onsite Analytics & Experimentation interview. You must explain a favorite digital consumer app to a manager who does not know i...
Determine Weekly Break-Even Point for Diaper Service
Diaper Service Unit Economics and Inventory Flow Scenario A weekly subscription diaper-delivery and cleaning service operates with these parameters: -...
Determine Optimal Budget Allocation for Maximum Profit
Scenario You have three user-acquisition platforms: Live Phone Calls, Social Media Ads, and Email Campaigns. You are given a total marketing budget B....
Calculate Payback Period for Solar and Corn Projects
Renewable Projects: Payback Period Comparison Context You are comparing two energy projects using a simple payback metric (years until cumulative prof...
Evaluate Factors Before Renewing TV-Series Contracts
TV-Series Renewal and Divestiture Assessment Scenario You are advising the CEO on whether to renew a 2-year contract for two series: - Series A: The A...
Evaluate Coupon Impact on Restaurant Profitability
Profitability Assessment for a Restaurant-Coupon Partnership Context You own a restaurant and are evaluating whether to partner with a coupon marketpl...
Identify Key Profit Factors for $54 Premium Plan
Scenario A data scientist is asked to evaluate the monthly profitability of a $54-per-month premium SaaS plan. The company operates a freemium model (...
Calculate Minimum Energy for 10% ROI and Investment Approval
Renewable Plant ROI and Capacity Feasibility Context You are evaluating whether a proposed renewable energy plant can achieve a 10% annual ROI, given ...
Calculate Profitability with Different Pricing Schemes
Unit Economics and Break-even Analysis Context You are evaluating a subscription product’s unit economics. Assume all costs and revenues are monthly. ...
Evaluate Energy One's Transition to Renewable Energy Sources
Energy Transition Case: Feasibility, Capacity, and Options Context (assumptions to interpret the case) - Treat $/MWh values as constant market prices ...
Design A/B Test for Marketing Campaign Impact Evaluation
Scenario A credit card issuer is testing a marketing campaign that waives the first-year annual fee. You need to design an A/B test to measure increme...
Visualize Price Impact on Demand and Profit Trends
Price Sensitivity and Profit Curves Context You are modeling a single network service with a per-unit price p offered to a large market. Customer dema...
Design fundraising experiment and guardrails
You plan to A/B test two online solicitation variants for the nonprofit's email campaign (subject line + suggested amount). Assume baseline conversion...