← Uber Eats Interview Insights
I jumped straight to engagement metrics and kind of forgot to anchor on what the tab was even supposed to do.
Start by clarifying the goal of the promotional tab (e.g., increase orders, retention, or new user acquisition) and the key metrics that align with that goal. Then outline a structured measurement plan that includes defining success metrics, running A/B tests, and analyzing both short-term and long-term impacts. Conclude with how you would iterate based on the findings.
Pro tip: Emphasize the importance of guardrail metrics (e.g., app performance, customer satisfaction) to ensure the promotion doesn't harm other parts of the business. Also, consider segmenting users to see if the tab works differently for new vs. existing users.
Ask clarifying questions to understand the primary goal of the promotional tab (e.g., drive incremental orders, increase retention, promote new restaurants). This ensures your measurement aligns with business objectives.
Identify key performance indicators (KPIs) such as click-through rate, conversion rate, average order value, and retention. Also, select guardrail metrics like app load time and customer satisfaction to monitor unintended consequences.
Propose an A/B test where a control group sees the old interface and a treatment group sees the new promotional tab. Ensure proper randomization, sample size, and duration to detect meaningful effects.
Compare metrics between control and treatment groups, checking for statistical significance. Segment results by user cohorts (new vs. existing, geography) to uncover heterogeneous effects.
Based on the analysis, recommend whether to roll out, iterate, or kill the feature. Consider long-term impact through holdout groups or longitudinal studies.
AI-generated suggestions, not part of the candidate's original notes. May be inaccurate — verify before relying on them.