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Updated weekly · Last refresh Oct 17

Sopra Steria Data Scientist Interview Questions

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

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1
Machine LearningStart here. 7 questions · ~61 min
Explain Random ForestsEasy

Explain how random forests work, why they reduce variance, and when they are a good choice.

Cross-ValidationEnsemble MethodsDecision TreesSopra Steria
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2
Behavioral & Leadership5 questions · ~43 min
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3
More topics11 questions · ~96 min
Analyze Customer Purchase Trends with Window FunctionsEasy
Practice

Calculate the monthly spending trends for customers using window functions and joins.

Sopra Steria
Choose Regression Evaluation MetricsEasy

Pick the right metrics to evaluate a regression model and explain what each one tells you.

CalibrationMAERMSESopra Steria
Design Cold Start RecommendationsHard

Design a recommendation system strategy for new users and new items when interaction history is sparse or missing.

Cold StartFeature StoreRecommendation SystemsSopra Steria
Explaining P Values ClearlyEasy

Explain what a p-value means, how it relates to statistical significance, and how to describe it clearly to non-technical stakeholders.

CommunicationStatistical SignificanceP-ValuesSopra Steria
Marketing Campaign A/B Test DesignMedium

Design a marketing campaign experiment with a pre-registered metric plan, power calculation, and ship rule that respects guardrails.

ExperimentationHypothesis TestingA/B TestingSopra Steria
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 IndicatorsDiagnosisSopra Steria
Choosing Product MetricsMedium

Tests product thinking and ability to align modeling outcomes with measurable client value.

North Star MetricMetricsProduct VisionSopra Steria
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Hands-on SQL practiceWrite and run real queries in the editor. 2 drills · ~20 min
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