Top 21
Prep plan
Updated weekly · Last refresh Oct 17

Luxoft Data Scientist Interview Questions

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

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~3htotal time
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1
Model EvaluationStart here. 3 questions · ~26 min
2
Machine Learning6 questions · ~53 min
Handle Imbalanced Classification DataMedium

Build a classifier for a highly imbalanced dataset and choose metrics, sampling, and thresholds that fit the minority class.

Cross-ValidationFeature EngineeringSupervised LearningLuxoft
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3
Behavioral & Leadership4 questions · ~35 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

Practical approach for maintaining data quality across ML ETL pipelines, orchestration, and repeatable data processing.

Data QualityETLData ModelingLuxoft
Statistical Significance in Hypothesis TestingEasy

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

Hypothesis TestingData AnalysisStatistical SignificanceLuxoft
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
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 21 questions plus 2 hands-on drills to finish this plan.