Evaluate launching a vegan burger
Company: Capital One
Role: Data Scientist
Category: Analytics & Experimentation
Difficulty: hard
Interview Round: Technical Screen
You run a fast-food burger chain. A rival launched a hit vegan burger. Would you add a vegan burger to your menu? Lay out a decision framework covering: pricing and willingness-to-pay/elasticity, operational impacts (throughput, training, cross-contamination, supply risk), competitor landscape and differentiation, demand forecasting and cannibalization vs. true incrementality, capacity constraints, marketing implications, and regulatory/labelling. Define success metrics (primary and guardrails), a geo-split or store-level experiment design (sample size, duration, power), and a go/no-go decision rule.
Quick Answer: This question evaluates a data scientist's competency in experiment design, demand forecasting, pricing and elasticity analysis, operational impact assessment, competitive analysis, and defining success metrics and go/no-go criteria.