Top 22
Prep plan
Updated weekly · Last refresh Aug 30

Luxoft Data Scientist Interview Questions

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

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~3htotal time
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1
Machine LearningStart here. 6 questions · ~52 min
2
Model Evaluation3 questions · ~26 min
Evaluate Whether a Model Is OverfittingMedium

How to tell if a model is overfitting by comparing training and validation behavior.

Cross-ValidationAUC-ROCAccuracyLuxoft
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3
Behavioral & Leadership5 questions · ~44 min
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4
More topics8 questions · ~70 min
SQL Average Sales Per CustomerEasy
Practice

Calculate each customer's average sale using GROUP BY, AVG, NULL filtering, and descending order.

sql queryAggregationsLuxoft
Data Quality in ML PipelinesMedium

Approach for maintaining high quality data across ML pipelines, from ingestion through feature generation and model consumption.

Data QualityInfrastructureData WranglingLuxoft
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 MismatchLuxoft
Statistical Significance in Hypothesis TestingEasy

Explain what statistical significance means and why it matters when interpreting experimental or analytical results.

Hypothesis TestingData AnalysisStatistical SignificanceLuxoft
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 IndicatorsDiagnosisLuxoft
User Engagement Metric DesignMedium

Tests product thinking and ability to define measurable engagement metrics.

Metricsuser engagementLuxoft
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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 22 questions plus 2 hands-on drills to finish this plan.