Top 46
Prep plan
Updated weekly · Last refresh Sep 22

HCLTech Data Scientist Interview Questions

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

46questions
~7htotal time
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1
SQL & Data ManipulationStart here. 8 questions + 1 drill · ~78 min
2
A/B Testing & Experimentation6 questions · ~51 min
Design Test for New FeatureMedium

Design an A/B test for a new platform feature, including success metrics, power, guardrails, and a clear ship decision.

experiment designfeature evaluationA/B TestingHCLTech
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3
Machine Learning11 questions · ~94 min
Handling Imbalance in Churn ModelsMedium

Explain how to train and evaluate a churn model when churn is rare and standard accuracy is misleading.

Bias-Variance TradeoffModel EvaluationSupervised LearningHCLTech
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4
Model Evaluation3 questions · ~26 min
Choose the Right Evaluation MetricMedium

Choose the best metric for a business goal and explain the trade-offs between precision, recall, F1, and threshold choice.

F1 ScorePrecisionAccuracyHCLTech
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5
Product Sense4 questions · ~34 min
Define Feature Success MetricsMedium

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

MetricsFeature PrioritizationProduct VisionHCLTech
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6
Statistics & Probability5 questions · ~43 min
Parametric vs Non-Parametric TestingMedium

Evaluates your understanding of when to use parametric versus non-parametric tests for validation.

data validationHCLTech
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7
More topics9 questions · ~77 min
Model Degradation in ProductionHard

Tests your monitoring, debugging, and remediation approach for production ML systems.

InfrastructureBackfillingQualityHCLTech
Weekend Drop Diagnostic PlanMedium

Tests your troubleshooting approach for sudden metric drops using data and experiment reasoning.

Data AnalysisHCLTech
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The finish line: interview-readyComplete all 46 questions plus 1 hands-on drill to finish this plan.