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Prep plan
Updated weekly · Last refresh Aug 30

Lazard Data Scientist Interview Questions

The questions to prepare for a Lazard 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. 10 questions · ~80 min
Handling Missing Data in MLMedium

Explain practical strategies for handling missing data and how to validate that the chosen approach improves model performance.

Feature EngineeringData WranglingSupervised LearningLazard
Build a Predictive Model from DataMedium

Build a supervised model from a dataset, from feature prep through validation and deployment choices.

Cross-ValidationFeature EngineeringSupervised LearningLazard
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2
Pipelines3 questions · ~24 min
Batch vs Stream Processing Trade-offsMedium

Compare batch and stream processing across latency, complexity, cost, and data quality in a modern analytics pipeline.

InfrastructureStream ProcessingETLLazard
Preprocessing a Large DatasetMedium

Tests data cleaning, transformation, and scalability considerations before modeling.

ETLData ModelingQualityLazard
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3
Statistics & Probability3 questions · ~24 min
Monty Hall ProbabilityHard

Tests core probability reasoning and the ability to explain counterintuitive outcomes.

DistributionsExpected ValueConditional ProbabilityLazard
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4
More topics5 questions · ~40 min
Using Metrics to Drive DecisionsEasy

Explain how you used a KPI and supporting metrics to diagnose a product issue and make a concrete product decision.

Funnel AnalysisKPIsLeading IndicatorsLazard
Choosing Classification Evaluation MetricsEasy

Explain which classification metrics to use and how metric choice depends on the business objective and error tradeoffs.

PrecisionAccuracyRecallLazard
SQL Insights From Financial DataMedium

Tests SQL proficiency and your ability to translate business questions into queries for financial data.

JoinsGroup ByAggregationsLazard
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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 21 questions plus 3 hands-on drills to finish this plan.