Top 23
Prep plan
Updated weekly · Last refresh Oct 17

Aqr Data Scientist Interview Questions

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

23questions
~3htotal time
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1
Statistics & ProbabilityStart here. 3 questions · ~27 min
Power Analysis for Experiment PlanningMedium

Reason about power analysis when planning an experiment and choosing sample size.

ExperimentationPower AnalysisSample SizeAqr
Interpreting P Values in TestingEasy

Explain what a p-value means in hypothesis testing and how it relates to statistical significance.

Hypothesis TestingStatistical SignificanceP-ValuesAqr
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2
Machine Learning7 questions · ~62 min
Bias Variance Tradeoff BasicsEasy

Explain how bias and variance affect generalization, and how model complexity changes the balance.

Cross-ValidationBias-Variance TradeoffSupervised LearningAqr
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3
Behavioral & Leadership6 questions · ~53 min
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4
More topics7 questions · ~62 min
Define Feature Success MetricsMedium

Framework for choosing a feature's primary success metric and guardrails before launch.

MetricsFeature PrioritizationProduct VisionAqr
Primary vs Guardrail MetricsEasy

Explain how a primary metric differs from a guardrail metric and how both are used in A/B test decisions.

ExperimentationGuardrail MetricsA/B TestingAqr
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 IndicatorsDiagnosisAqr
Window Functions for Rolling AveragesHard
Practice

Calculate 7-day rolling usage averages and rank Dell APEX users within each signup cohort.

Window FunctionsRankingRunning TotalsAqr
Pitfalls in Streaming Experiment AnalysisHard

Identify major online experiment pitfalls and explain how they can bias results in a streaming product A/B test.

Network InterferenceNovelty EffectSample Ratio MismatchAqr
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Hands-on SQL practiceWrite and run real queries in the editor. 2 drills · ~20 min
The finish line: interview-readyComplete all 23 questions plus 2 hands-on drills to finish this plan.