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Prep plan
Updated weekly · Last refresh Oct 17

Criteo Data Scientist Interview Questions

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

50questions
~7htotal time
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1
SQL & Data ManipulationStart here. 6 questions + 1 drill · ~61 min
2
Product Sense3 questions · ~26 min
Define Success for Ads ProductEasy

Framework for defining success for a new advertising product, balancing revenue, user experience, and long-term marketplace health.

Value PropositionMVPProduct VisionCriteo
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3
A/B Testing & Experimentation6 questions · ~51 min
Plan Sample Size for In-App ExperimentMedium

Estimate sample size and power for an experiment, define MDE and guardrails, and decide whether the test is worth running.

MDEPower AnalysisSample SizeCriteo
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4
Statistics & Probability5 questions · ~43 min
Interpreting Significance in ExperimentsMedium

Explain statistical significance in experiments and how p-values and confidence intervals guide interpretation.

Confidence IntervalsStatistical SignificanceP-ValuesCriteo
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5
Machine Learning11 questions · ~94 min
Prevent Overfitting in ML ModelsEasy

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

Cross-ValidationBias-Variance TradeoffRegularizationCriteo
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6
Metrics3 questions · ~26 min
Diagnose a Metric Drop After LaunchMedium

Investigate why a key KPI moved the wrong way after a product change and separate signal from noise.

Lagging IndicatorsLeading IndicatorsDiagnosisCriteo
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7
More topics16 questions · ~137 min
Detect Overfitting in Click DataMedium

Tests ability to diagnose overfitting using validation strategy and learning curves.

Cross-ValidationAUC-ROCAccuracyCriteo
Python Variable BasicsEasy

Assesses your practical Python fundamentals and ability to explain basic concepts.

pythonCriteo
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The finish line: interview-readyComplete all 50 questions plus 1 hands-on drill to finish this plan.