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Updated weekly · Last refresh Oct 17

Capgemini Invent Data Scientist Interview Questions

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

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1
SQL & Data ManipulationStart here. 4 questions · ~37 min
SQL Window Function RankingEasy
Practice

Rank customers by total revenue within each region using a window function.

Window FunctionsRankingGroup ByCapgemini Invent
Month-Over-Month Retention with LAG/LEADMedium
Practice

Compare Capgemini Invent portal retention month over month using LAG, CTEs, and customer activity aggregation.

Window FunctionsLag/LeadDate FunctionsCapgemini Invent
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2
A/B Testing & Experimentation3 questions · ~28 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 TestingCapgemini Invent
Power Analysis for Survey ExperimentHard

Determine sample size and power for a customer survey or experiment, including MDE, guardrails, and a disciplined decision rule.

MDEPower AnalysisSample SizeCapgemini Invent
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3
Machine Learning7 questions · ~65 min
Build a Predictive Model from DataMedium

Build a supervised model from a dataset, from feature prep through validation and deployment choices.

Cross-ValidationFeature EngineeringSupervised LearningCapgemini Invent
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4
Statistics & Probability3 questions · ~28 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-ValuesCapgemini Invent
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5
Behavioral & Leadership11 questions · ~102 min
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6
More topics3 questions · ~28 min
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 IndicatorsDiagnosisCapgemini Invent
Optimize a Process with Data InsightsMedium

Assesses product sense and your ability to translate data findings into operational improvements.

Value PropositionUse CasesProduct VisionCapgemini Invent
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