Company and Product Specific Growth Assessment Questions
Demonstrate you've researched the company's growth metrics, market position, competitive landscape, and growth stage. Discuss how you'd assess their current growth constraints and what you'd prioritize if hired. Show thoughtfulness about their specific situation.
HardTechnical
59 practiced
You need to run a multi-armed bandit to allocate traffic to multiple pricing variants to maximize revenue while controlling for learning and risk. Describe the algorithm choice, how to include business constraints (e.g., minimum conversion), instrumentation needs, and how you'd report performance to stakeholders.
HardTechnical
29 practiced
Final hard case: You're preparing a presentation for the board to justify a $5M growth investment. Outline the data-driven narrative you would build: key analyses, metrics, sensitivity analysis, downside scenarios, and how you'd quantify expected return and payback timeline. Explain how you'd handle data gaps and uncertainty in your pitch.
EasyTechnical
43 practiced
Write an Excel formula (or description of one) to calculate a 3-month customer churn rate given a table with columns: customer_id, churn_date. Assume churn_date is populated when customer churns; if null they're active. Explain any assumptions you make.
HardTechnical
30 practiced
Design an experiment to measure the causal impact of a new referral program on new-user growth when referrals are likely to cluster within social networks. Describe randomization unit, potential interference, statistical methods to account for network effects, and how you'd measure incremental lift.
MediumTechnical
43 practiced
You're asked to forecast next quarter's new-user growth for a product experiencing viral referrals. Describe a forecasting approach you would use, data features you'd include (at least 6), and how you'd quantify forecast uncertainty for leadership.
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