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Updated weekly · Last refresh Oct 17

Chefs' Warehouse Data Scientist Interview Questions

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

25questions
~4htotal time
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1
Machine LearningStart here. 3 questions · ~27 min
2
SQL & Data Manipulation6 questions + 1 drill · ~64 min
Customer Orders: LEFT vs INNER JOINEasy

Explain how INNER JOIN and LEFT JOIN differ, and when to use each for matched-only versus all-left-row analysis.

JoinsData WranglingGroup ByChefs' Warehouse
Top Credit Score Applicants by StateMedium
Practice
Practice drill

Identify the highest-credit-score 5% of applicants within each state using percentiles and window ranking.

Window FunctionsJoinsRankingAmerican Credit Acceptance
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3
Behavioral & Leadership8 questions · ~72 min
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4
More topics8 questions · ~72 min
Common Model Evaluation MetricsEasy

Explain common machine learning evaluation metrics and when each is useful.

PrecisionAccuracyRecallChefs' Warehouse
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 TestingChefs' Warehouse
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 IndicatorsDiagnosisChefs' Warehouse
Dashboard for Purchasing AnomaliesMedium

Tests ability to design analytics that detect unusual patterns and support timely decision-making.

User NeedsUse CasesProduct VisionChefs' Warehouse
Testing Conversion Rate ChangesEasy

Tests hypothesis testing and statistical significance reasoning for conversion metrics.

Hypothesis TestingStatistical SignificanceP-ValuesChefs' Warehouse
Common Pitfalls in Experiment ResultsHard

Identify the main pitfalls that can distort A/B test interpretation and explain how to guard against them.

PeekingNovelty EffectSample Ratio MismatchChefs' Warehouse
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