Lyft Business Metrics Calculation and Understanding Questions
Finance and operations-focused interview topic about calculating and interpreting core business metrics and KPIs for a platform-based business (e.g., ride-hailing). Covers definitions and formulas for metrics such as CAC, LTV, gross margin, contribution margin, revenue per user, driver utilization, and cost per ride; data sources (ride data, marketing spend, driver and rider activity); dashboard design; segmentation and cohort analysis; and using metrics to drive pricing, incentives, growth, and operational decisions.
HardTechnical
0 practiced
Behavioral/Leadership: Describe a time you had to convince cross-functional leaders to change a KPI that the organization was optimizing for but that you believed was harmful. Use STAR, emphasize data and persuasion tactics, and explain the long-term outcome.
HardTechnical
0 practiced
Propose an algorithmic incentive strategy to attract drivers to predicted high-demand zones while minimizing cost. Describe inputs, objective function, constraints, and how you would evaluate success. Include at least two guardrails to prevent gaming.
MediumTechnical
0 practiced
Write a SQL query to compute average revenue per active user (ARPA) per month using this simplified schema:Return: month (YYYY-MM), active_users_count, total_revenue_usd, arpa_usd. Active users are users with at least one payment in the month.
users(user_id, created_at date)
payments(payment_id, user_id, amount_cents int, paid_at timestamp)HardTechnical
0 practiced
You must choose 5 leading indicators to predict next week's driver supply health in a city. List them, justify why each is predictive, state the expected direction of movement when supply tightens, and how you'd instrument each signal.
HardTechnical
0 practiced
You notice a monthly reporting metric 'revenue per active rider' suddenly drops 12% month-over-month. Provide a structured troubleshooting plan (minimum 10 steps) to diagnose whether this is data error, seasonality, churn mix shift, or product change.
Unlock Full Question Bank
Get access to hundreds of Lyft Business Metrics Calculation and Understanding interview questions and detailed answers.
Sign in to ContinueJoin thousands of developers preparing for their dream job.