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Updated weekly · Last refresh Aug 30

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 weekly.

39questions
~5htotal time
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1
A/B Testing & ExperimentationStart here. 3 questions · ~24 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 TestingExpleo Group
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2
Machine Learning8 questions · ~65 min
Prevent Overfitting in ML ModelsEasy

Explain how to reduce overfitting using regularization, validation, and model selection.

Cross-ValidationBias-Variance TradeoffRegularizationExpleo Group
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3
SQL & Data Manipulation3 questions + 3 drills · ~54 min
4
Behavioral & Leadership16 questions · ~130 min
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5
More topics9 questions · ~73 min
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
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
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
Explain Precision Recall TradeoffEasy

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

PrecisionThreshold TuningRecallExpleo Group
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