Defend a metric choice under scrutiny

Q: Defend a metric choice under scrutiny

This is a Behavioral & Leadership interview question from Roblox for Data Scientist roles. View the full question and solution on PracHub.

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Question

Describe a time you chose a non-obvious primary metric (e.g., time-per-session over total time) and were challenged by a senior stakeholder. 1) How did you prepare your defense (counter-metrics, backtests, risk analysis)? 2) What tradeoffs did you acknowledge, and what guardrails or secondary metrics did you propose? 3) How did you commit to revisiting the decision (pre-registered thresholds, stop-loss, or sunset criteria) and what did you do when early evidence contradicted your choice?

Defend a metric choice under scrutiny

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