| Case-study type | Customer-backwards products, marketplace, AWS or logistics tradeoffs. | Consumer, ads, search, Cloud or platform product cases. |
| Product-sense framing | Work backwards from customer pain and operational constraints. | Segment users, define goals, compare options and reason from data. |
| Analytics depth | Input metrics, flywheel thinking, defects, cost and customer trust. | Experiment design, product health, ranking metrics and guardrails. |
| Leadership signal | Sixteen Leadership Principles in every round. | Googleyness, collaboration, ambiguity and balanced judgement. |
| On-site rounds | Product case, analytical, behavioural and Bar Raiser participation. | Product sense, analytics, leadership and cross-functional conversations. |
| Take-home | Writing sample or narrative exercise can appear for PM roles. | Usually live cases rather than take-home. |
| Level calibration | Bar Raiser guards consistency and leadership scope. | Committee calibration can be slower but broader. |
| Decision speed | Often clear after Bar Raiser alignment. | Can take longer through committee and team matching. |