Product Case Questions
Diagnose a problem (root-cause analysis), measure success or impact, decide launch-or-not, forecast, and other role-specific cases — from evaluating a feature to simulating a policy change. Write your own answer, then reveal the senior approach and follow-up depth.
| Company | Role | Case Question | Category |
|---|---|---|---|
| Amazon | Data Scientist - Device Economics | A device came in 20% below forecast — what happened? | Diagnose a problem |
| Amazon | Data Scientist - Device Economics | Go / no-go on a new device launch | Launch or not |
| Amazon | Data Scientist - Device Economics | Did the new device launch succeed? | Measure success |
| Amazon | Data Scientist - Device Economics | Measure a device's downstream ecosystem value | Measure impact |
| Amazon | Data Scientist - Prime Video | Streaming engagement dropped — what happened? | Diagnose a problem |
| Amazon | Data Scientist - Prime Video | Define success for a new discovery feature (AI Topics) | Measure success |
| Amazon | Data Scientist - Prime Video | Should you push more viewers to the ad-supported tier? | Launch or not |
| Amazon | Data Scientist - Prime Video | Did the big sports deal actually pay off? | Measure impact |
| Anthropic | Data Scientist - Developer Productivity | PR cycle time jumped this quarter — what's going on? | Diagnose a problem |
| Anthropic | Data Scientist - Developer Productivity | Did adopting an AI coding tool actually make engineers faster? | Measure impact |
| Anthropic | Data Scientist - Developer Productivity | Should the org invest more in this internal tool? | Launch or not |
| Anthropic | Data Scientist - Developer Productivity | Measure a workflow change rolled out to the whole org | Measure impact |
| Apple | Data Scientist - AIML Data Operations | Annotation agreement dropped on a project — what happened? | Diagnose a problem |
| Apple | Data Scientist - AIML Data Operations | Define success for a task-design / guideline change | Measure success |
| Apple | Data Scientist - AIML Data Operations | Forecast the capacity to deliver a new project on time | Forecasting |
| Apple | Data Scientist - AIML Data Operations | Should you automate a task with LLM labeling? | Launch or not |
| Databricks | Data Scientist - Product & Growth (Data Team) | NRR slowed this quarter — what happened? | Diagnose a problem |
| Databricks | Data Scientist - Product & Growth (Data Team) | Did the product-adoption push actually drive expansion? | Measure success |
| Databricks | Data Scientist - Product & Growth (Data Team) | Should you change the free trial to boost activation? | Launch or not |
| Databricks | Data Scientist - Product & Growth (Data Team) | Build the annual consumption forecast for finance | Forecasting |
| DoorDash | Data Scientist - Consumer & Growth | New-customer orders dropped 10% — what happened? | Diagnose a problem |
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