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Updated weekly · Last refresh Oct 17

Clickhouse Data Scientist Interview Questions

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

28questions
~4htotal time
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1
Machine LearningStart here. 5 questions · ~40 min
Supervised vs Unsupervised LearningEasy

Explain how supervised and unsupervised learning differ, and ground the distinction in a practical ML example.

Unsupervised LearningFeature EngineeringBias-Variance TradeoffClickhouse
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2
Statistics & Probability3 questions · ~24 min
Statistical Significance of RevenueMedium

Tests your statistical testing approach for measuring impact and controlling false positives.

Confidence IntervalsHypothesis TestingStatistical SignificanceClickhouse
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3
SQL & Data Manipulation3 questions + 3 drills · ~54 min
4
Behavioral & Leadership9 questions · ~72 min
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5
More topics8 questions · ~64 min
Pricing Page Experiment DesignHard

Design an end-to-end A/B test for a pricing page, including MDE, guardrails, analysis plan, and a ship decision.

Guardrail MetricsSample SizeA/B TestingClickhouse
Diagnose Product Sales DeclineMedium

Break down a product sales decline into traffic, conversion, pricing, mix, and channel drivers to identify the root cause.

Funnel AnalysisKPIsDiagnosisClickhouse
Defining Product Metrics for ClickhouseMedium

Tests your product analytics thinking and ability to connect metrics to user outcomes.

North Star MetricKPIsProduct VisionClickhouse
Python vs R for AnalysisEasy

Tests your ability to choose the right tooling for analysis and modeling workflows.

Stakeholder ManagementCommunicationOwnershipClickhouse
Validating Predictive AccuracyMedium

Tests your evaluation methodology, metrics selection, and validation practices.

PrecisionAccuracyRecallClickhouse
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The finish line: interview-readyComplete all 28 questions plus 3 hands-on drills to finish this plan.