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Updated weekly · Last refresh Oct 17

The Blackstone Group Data Scientist Interview Questions

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

33questions
~5htotal time
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1
SQL & Data ManipulationStart here. 3 questions + 1 drill · ~36 min
2
Machine Learning7 questions · ~61 min
Build a Predictive Model from DataMedium

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

Cross-ValidationFeature EngineeringSupervised LearningThe Blackstone Group
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3
A/B Testing & Experimentation4 questions · ~35 min
Plan Sample Size for In-App ExperimentMedium

Estimate sample size and power for an experiment, define MDE and guardrails, and decide whether the test is worth running.

MDEPower AnalysisSample SizeThe Blackstone Group
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4
Pipelines3 questions · ~26 min
Real-Time Dashboard Data PipelineMedium

Design a streaming pipeline that keeps dashboard data fresh and accurate for operational reporting.

InfrastructureStream ProcessingOrchestrationThe Blackstone Group
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5
Statistics & Probability5 questions · ~44 min
Bayesian Updating for Conversion RateHard

Assesses Bayesian methods for updating beliefs with streaming data.

Bayesian ReasoningData AnalysisThe Blackstone Group
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6
Behavioral & Leadership5 questions · ~44 min
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7
More topics6 questions · ~52 min
Assess Analysis Accuracy and ReliabilityEasy

Explain how you validate that model evaluation results are accurate, reliable, and trustworthy before they are used.

Cross-ValidationCalibrationAccuracyThe Blackstone Group
Diagnose Engagement DropHard

Identify the causes of a quarterly engagement decline through metric validation, decomposition, segmentation, and trend analysis.

MetricsDiagnosisuser engagementThe Blackstone Group
Balance Product MetricsMedium

Tests trade-off reasoning between retention and performance.

product metricsuser retentionoptimizationThe Blackstone Group
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The finish line: interview-readyComplete all 33 questions plus 1 hands-on drill to finish this plan.