Product Sense for Data Scientists
Data & Analytics
What it tests
Ability to define metrics, design measurement approaches, and make business recommendations — not just run models
Format
- 1Three product scenarios: feature launch measurement, metric drop investigation, revenue vs retention trade-off
- 2Candidate writes responses as if replying to a PM's Slack message — clear, direct, actionable
- 3Evaluated on metric selection, investigation frameworks, and quality of business recommendations
What to look for
- Do they pick the RIGHT metric or the obvious one?
- Investigation framework: structured or random guessing?
- Trade-off recommendation: do they commit to a position with caveats, or hedge everything?
- Writing clarity: would a PM actually find this useful?
Adaptation guide
Replace scenarios with real product questions from your company. The Slack message format tests communication style under realistic conditions.
Full description
Format:
- Three product scenarios: feature launch, metric drop, revenue vs retention
- Write responses as PM Slack replies — clear, direct, actionable
- Evaluated on metric selection, frameworks, and recommendations
Time: 60 minutes
What to look for:
- Right metric vs obvious metric
- Structured investigation framework
- Committed recommendations with honest caveats
Adaptation: Replace with real product questions from your company.
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