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

41 practiced

A competitor introduces a price-cutting campaign in multiple cities. Outline a three-scenario financial forecast (base, competitor-weeks, prolonged-price-war) modeling expected changes to rides, prices, contribution margin, and churn over 12 months. What assumptions will drive your sensitivity analysis?

EasyTechnical

40 practiced

Explain contribution margin for a ride on Lyft. Provide a per-ride formula that includes rider fare, driver payout, per-ride incentives, payment processing fees, and any platform-level variable costs. Why is contribution margin more actionable than gross margin for operational decisions?

EasyTechnical

55 practiced

Explain cohort analysis in the context of rider retention for Lyft. Describe how you'd build a simple retention curve for riders who first took a ride in January 2025 and what the curve tells you about product health. Include which time granularity and cohort definitions you'd consider.

EasyTechnical

54 practiced

What's the difference between 'Revenue per User (RPU)' and 'Average Revenue Per User (ARPU)' in the context of Lyft? Explain calculation, useful aggregation windows (daily/weekly/monthly), and provide a short example showing how high-frequency riders affect these metrics.

EasyTechnical

52 practiced

Calculate cost per ride given this simplified data: total rider fares = $1,200,000, driver payouts = $780,000, payment processing fees = $12,000, per-ride incentives totals = $36,000, platform OPEX attributable per ride = $6,000, and total rides = 60,000. Show your per-ride cost and total contribution margin per ride.

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