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Business Metrics and Unit Economics Questions

Evaluate a candidates ability to analyze the financial drivers and per customer economics that determine business sustainability and growth. Core concepts include revenue streams and pricing, gross margin, contribution margin, operating margin, customer acquisition cost, lifetime value per customer, lifetime value to customer acquisition cost ratio, payback period, average revenue per user, churn and retention rates, and metrics for subscription or recurring revenue models such as annual recurring revenue, monthly recurring revenue, expansion revenue, and contraction effects. Candidates should be able to perform back of the envelope calculations and sensitivity analysis, interpret trade offs between growth and profitability, link marketing product and channel activities to financial outcomes, explain how metrics vary by customer segment or acquisition channel, and make strategic recommendations such as pricing adjustments, segmentation strategies, acquisition channel shifts, or investment versus efficiency decisions. Interviewers may request simple calculations, scenario analysis, and prioritized actions grounded in metric changes.

HardSystem Design
0 practiced
Design a dashboard and alerting system that surfaces deteriorating unit economics (rising CAC, falling LTV, shrinking gross margin) to product managers and finance. Specify required data sources, composite metrics (e.g., LTV:CAC, payback months), threshold rules for alerts, and how alerts should be routed and triaged.
MediumTechnical
0 practiced
You're launching a premium tier. Estimate monthly revenue after 12 months using these assumptions: 100,000 MAU, linear conversion reaching 2% by month 12 (assume conversions ramp evenly), ARPU for premium $10/month, and paid churn 4% monthly. Outline forecasting steps and compute approximate ARR contribution at month 12.
MediumTechnical
0 practiced
Explain how product metrics such as activation rate, time-to-value (TTV), and feature engagement can impact CAC and LTV. Propose a sequence of experiments to improve TTV and describe how you would quantify the downstream financial impact on CAC and LTV.
MediumTechnical
0 practiced
How would you attribute CAC across multiple touchpoints (ads, email, sales demos) for long B2B sales cycles? Compare first-touch, last-touch, and multi-touch attribution; recommend an approach that balances accuracy and operational simplicity for reliable unit economics.
HardTechnical
0 practiced
Your SaaS company shows fast bookings growth but gross margin fell from 80% to 60% due to heavy usage-based costs and onboarding credits. Propose a prioritized set of actions to restore unit economics without killing growth. Quantify expected impact of three levers: price increases, tiering, and cost-optimization.

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