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Prep plan
Updated weekly · Last refresh Aug 30

Kovai Data Scientist Interview Questions

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

36questions
~5htotal time
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1
A/B Testing & ExperimentationStart here. 3 questions · ~25 min
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 MismatchKovai
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 SizeKovai
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2
Machine Learning9 questions · ~75 min
Handling Severe Class ImbalanceMedium

Explain how to train and evaluate a classifier when the positive class is rare and accuracy is misleading.

ExperimentationFeature EngineeringSupervised LearningKovai
L1 vs L2 RegularizationMedium

Tests understanding of regularization effects on coefficients and optimization behavior.

RegularizationSupervised LearningGradient DescentKovai
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3
Statistics & Probability13 questions · ~108 min
ARIMA Mathematical FormulationHard

Tests ability to express and reason about ARIMA components mathematically.

ForecastingRegressionTime SeriesKovai
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4
Behavioral & Leadership8 questions · ~67 min
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5
More topics3 questions · ~25 min
Hands-on SQL practiceWrite and run real queries in the editor. 2 drills · ~20 min
The finish line: interview-readyComplete all 36 questions plus 2 hands-on drills to finish this plan.