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Updated weekly · Last refresh Sep 23

Lentech Data Scientist Interview Questions

The questions to prepare for a Lentech Data Scientist interview. Questions from real interview reports rank first. Updated daily.

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1
A/B Testing & ExperimentationStart here. 4 questions · ~33 min
Design Test for New FeatureMedium

Design an A/B test for a new platform feature, including success metrics, power, guardrails, and a clear ship decision.

experiment designfeature evaluationA/B TestingLentech
Common Pitfalls in Experiment ResultsHard

Identify the main pitfalls that can distort A/B test interpretation and explain how to guard against them.

PeekingNovelty EffectSample Ratio MismatchLentech
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2
Behavioral & Leadership4 questions · ~33 min
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3
More topics7 questions · ~58 min
Determining A/B Test SignificanceMedium

Explain how to evaluate whether an A/B test result is statistically significant and how to interpret the result.

marketing experimentStatistical SignificanceAnalysisLentech
Investigate User Engagement DeclineMedium

Investigate a 15% engagement decline by decomposing the metric, isolating root causes, and proposing actions.

RetentionDiagnosisEngagement MetricsLentech
Dashboard for Automated AuthorizationMedium

Tests ability to define KPIs, instrumentation, and monitoring views for an automated security workflow.

product metricssuccess metricsdashboard designLentech
Metrics for ML Model PerformanceMedium

Evaluates metric selection based on task type, objectives, and operational constraints.

Machine Learningperformance metricsModel EvaluationLentech
Investigate a Security Metric DropMedium

Assesses incident-style troubleshooting using metrics, data validation, and root-cause reasoning.

root cause analysisLentech
Metrics for Predictive Resource AllocationMedium

Assesses how you choose evaluation metrics aligned to operational impact and model performance.

Resource AllocationLentech
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