Identify and validate risky assumptions
Company: Capital One
Role: Data Scientist
Category: Analytics & Experimentation
Difficulty: medium
Interview Round: Technical Screen
List the top five assumptions in the vegan burger business case that could be wrong (e.g., unit demand, degree of cannibalization of Regular burgers, supplier reliability/lead times, training effectiveness on speed/quality, price elasticity). For each assumption, specify the data you would pull, an experiment or pilot you would run, the KPI and decision threshold, and how long you would run the test.
Quick Answer: This question evaluates experimental design, causal inference, and business-analytics competencies for a Data Scientist by testing the ability to identify, prioritize, and validate risky assumptions in a product launch scenario within the Analytics & Experimentation domain.
