GEN Interview Questions
The questions to prepare for GEN interviews, across all roles. Questions from real interview reports rank first. Updated weekly.
Define a practical framework for judging design success using leading, lagging, and funnel-based product metrics.
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Explain how you would prioritize test cases by risk when time and coverage are both constrained.
GENDescribe how you used user feedback to change product direction, reprioritize features, and make clear trade-off decisions.
GENExplain why an observed marketing relationship can be correlated without being causal, and how you would validate a true causal effect.
GENExplain how L1 and L2 regularization differ geometrically and probabilistically, grounded in a practical supervised learning example.
GENTests your approach to diagnosing and improving SQL performance.
GENApproach for balancing short-term growth wins with long-term product health.
GENCalculate a three-day moving average of active-client revenue using aggregation and SQL window functions.
AArete
MITRE
GlassdoorCalculate a calendar-aware 7-day average of Samsara incident counts using CTEs and window functions.
SamsaraCalculate calendar-aware 7-day sensor anomaly averages per Mercedes-Benz vehicle using daily aggregation and window functions.
Mercedes-Benz Group