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Updated weekly · Last refresh Oct 17

HCL Data Scientist Interview Questions

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

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1
A/B Testing & ExperimentationStart here. 4 questions · ~33 min
Directionally Useful but Inconclusive TestHard

Decide whether to act on an A/B result that trends positive but is not statistically conclusive.

ExperimentationStatistical SignificanceA/B TestingHCL
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 MismatchHCL
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2
Statistics & Probability3 questions · ~25 min
Sample Size for A/B TestsEasy

Choose sample size and runtime by combining baseline rate, MDE, alpha, power, and expected traffic.

Power AnalysisSample SizeA/B TestingHCL
Statistical Significance in LaunchesMedium

Assesses your understanding of hypothesis testing and product decision implications.

product launchHypothesis TestingStatistical SignificanceHCL
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3
Behavioral & Leadership4 questions · ~33 min
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4
More topics7 questions · ~58 min
Ranking Trial Results with Window FunctionsEasy

Explain how RANK(), DENSE_RANK(), and ROW_NUMBER() differ when ordering tied clinical trial results.

Window FunctionsRankingData WranglingHCL
Define Metrics for New FeaturesMedium

Define a success metric for a new feature that captures real user value, not just raw usage.

MetricsFeature Prioritizationuser valueHCL
Investigate User Engagement DeclineMedium

Investigate a 15% engagement decline by decomposing the metric, isolating root causes, and proposing actions.

RetentionDiagnosisEngagement MetricsHCL
Random Forest and XGBoostMedium

Assesses model selection and hyperparameter tuning for tree-based machine learning methods.

HCL
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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 18 questions plus 3 hands-on drills to finish this plan.