Scorecard for a New Ride-Hailing Entrant's First Months Against Uber
Company: Uber
Role: Product Manager
Category: Analytics & Experimentation
Difficulty: medium
Interview Round: Other
A new app-based taxi aggregator is launching to compete with Uber, and you are its product manager. Which metrics would tell you whether the product is succeeding during its initial phase after launch? Explain how you would organize them and which ones matter most at this stage.
```hint Remember there are two sides
A taxi aggregator only works when riders and drivers show up at the same time and place. Ask what success means for riders, for drivers and for the match between them, and which early numbers are easy to inflate with launch spending.
```
### Clarifying Questions
- Which cities or market is the app launching in, and does it compete with Uber head-on there?
- What is the business goal of the first phase: gaining market share fast, proving that riders and drivers come back, or showing a path to profit?
- Does the app aggregate independent drivers, existing taxi operators or both, and which vehicle types does it offer at launch?
- How long is the "initial phase", for example the first few months or until a set number of cities?
### What a Strong Answer Covers
- A launch-phase goal stated up front that explains why the scorecard differs from that of a mature ride-hailing business
- Metrics for rider demand, driver supply and the match between them, organized along each side's journey
- A primary metric for the launch phase, justified against alternatives that marketing or subsidies can inflate
- Guardrails on reliability, safety, service quality, and acquisition and incentive cost
- Segmentation by city, zone, time of day, acquisition channel, and promotional versus full-price rides
### Follow-up Questions
- Completed rides are climbing fast, but most of the growth comes from heavily discounted first rides. How do you decide whether this is real traction?
- Riders in one city wait much longer for a car than in the others. How do you find out whether the cause is supply, matching or demand?
- When would you replace the launch-phase primary metric, and with what?
Overview: A product metrics prompt about a new app-based taxi aggregator launching against Uber. It tests whether you can define launch-phase success for riders and drivers, choose a primary metric that holds up against launch spending, and support it with marketplace health and cost guardrails.