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Updated weekly · Last refresh Oct 17

Lenovo Data Scientist Interview Questions

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

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1
Machine LearningStart here. 5 questions · ~41 min
Handle Missing and Skewed FeaturesMedium

Prepare messy tabular data with missing values and skewed features before training a predictive model.

Cross-ValidationFeature EngineeringSupervised LearningLenovo
L1 vs L2 Regularization ImplementationMedium

Tests understanding of regularization and ability to implement ML loss functions in Python.

RegularizationSupervised LearningLenovo
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2
Behavioral & Leadership12 questions · ~98 min
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3
More topics8 questions · ~65 min
Evaluating Observed Lift SignificanceMedium

Explain how to test whether an observed experiment lift is real using hypothesis testing, p-values, and confidence intervals.

Confidence IntervalsStatistical SignificanceP-ValuesLenovo
Diagnose Conversion Drop Post LaunchMedium

Diagnose why conversion fell from 4.8% to 3.1% after a launch by breaking the metric across funnel steps, cohorts, and segments.

Funnel AnalysisConversion RateDiagnosisLenovo
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 MismatchLenovo
Inventory Optimization for LaunchHard

Tests data sourcing and modeling strategy for forecasting and supply planning decisions.

Use CasesProduct VisionLenovo
SQL Window Functions for Time MetricsMedium

Tests proficiency with window functions and time-series metric calculations in SQL.

Window FunctionsDate FunctionsRunning TotalsLenovo
Designing an A/B Test for RecommendationsHard

Tests experimental design, metrics selection, and guardrails for reliable conclusions.

experiment designRecommendation SystemsA/B TestingLenovo
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Hands-on SQL practiceWrite and run real queries in the editor. 3 drills · ~30 min
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