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Updated weekly · Last refresh Oct 17

Expleo Group Data Scientist Interview Questions

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

30questions
~4htotal time
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1
A/B Testing & ExperimentationStart here. 3 questions · ~24 min
2
Machine Learning6 questions · ~49 min
Build a Customer Churn ModelHard

Build a churn prediction model for a subscription wellness business using behavioral, billing, and engagement data.

Cross-ValidationFeature EngineeringSupervised LearningExpleo Group
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3
SQL & Data Manipulation3 questions + 3 drills · ~54 min
4
Behavioral & Leadership9 questions · ~73 min
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5
More topics9 questions · ~73 min
Explain Precision Recall TradeoffEasy

Explain precision versus recall in plain language and how the tradeoff affects product decisions.

PrecisionThreshold TuningRecallExpleo Group
Design a Travel Recommendation PipelineHard

Design an end-to-end travel recommendation system with retrieval, ranking, feature pipelines, and online feedback loops.

Feature StoreRetrievalRecommendation SystemsExpleo Group
Prioritize With Limited ResourcesMedium

Framework for deciding what to build first when resources are constrained and trade-offs are unavoidable.

Feature PrioritizationUser NeedsMVPExpleo Group
Evaluating Observed Lift SignificanceMedium

Explain how to test whether an observed experiment lift is real using hypothesis testing, p-values, and confidence intervals.

Confidence IntervalsStatistical SignificanceP-ValuesExpleo Group
Diagnose KPI Drop After ReleaseMedium

Diagnose a post-release KPI drop by separating instrumentation issues from real behavior changes and tracing the problem through the metric hierarchy.

KPILeading IndicatorsDiagnosisExpleo Group
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The finish line: interview-readyComplete all 30 questions plus 3 hands-on drills to finish this plan.