Top 21
Prep plan
Updated weekly · Last refresh Aug 30

Known Data Analyst Interview Questions

The questions to prepare for a Known Data Analyst interview. Questions from real interview reports rank first. Updated weekly.

21questions
~3htotal time
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1
Statistics & ProbabilityStart here. 5 questions · ~40 min
Marbles Probability Under ReplacementMedium

Tests probability computation skills across different sampling assumptions.

probabilityExpected ValueConditional ProbabilityKnown
Missing Data and OutliersMedium

Tests practical data cleaning decisions for robust modeling under real-world data quality issues.

Data QualitySamplingBiasKnown
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2
Behavioral & Leadership10 questions · ~80 min
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3
More topics6 questions · ~48 min
Measure Marketing Campaign IncrementalityMedium

Design an incrementality test for a new customer marketing campaign with explicit MDE, guardrails, power, and rollout criteria.

ExperimentationHypothesis TestingGuardrail MetricsKnown
Diagnose Conversion Drop MathHard

Tests analytical decomposition of funnel metrics to identify the root cause of conversion changes.

Conversion RateDiagnosisKnown
Rolling 7-Day Purchase AverageMedium

Tests ability to implement time-window calculations correctly in Pandas.

transformationsData WranglingTime SeriesKnown
Optimize Slow SQL or PythonHard

Tests performance troubleshooting and optimization for large-scale campaign analytics.

Performance TuningData WranglingsqlKnown
Clean and Explain ROAS DriversMedium

Tests end-to-end analytics workflow and ability to translate drivers into actionable reporting.

roicampaign performanceDiagnosisKnown
Pandas and SQL PracticeMedium

Tests practical data manipulation skills in Python and attention to data quality.

pandaspythonKnown

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Hands-on SQL practiceWrite and run real queries in the editor. 3 drills · ~30 min
The finish line: interview-readyComplete all 21 questions plus 3 hands-on drills to finish this plan.