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Bhatia Brothers Interview Questions

The questions to prepare for Bhatia Brothers interviews, across all roles. Questions from real interview reports rank first. Updated daily.

50questions
~8htotal time
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1
CodingStart here. 8 questions · ~81 min
2
SQL & Data Manipulation3 questions + 2 drills · ~50 min
3
Execution8 questions · ~81 min
Prioritize Across Competing Data ProjectsEasy

Explain how you prioritize across multiple concurrent data engineering projects with competing stakeholder needs and limited capacity.

Trade-offsRoadmappingScope ManagementBhatia Brothers
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4
Pipelines3 questions · ~30 min
Data Quality in ETL PipelinesEasy

Approach for maintaining data quality and integrity across ETL pipelines.

IdempotencyData ModelingQualityBhatia Brothers
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5
Machine Learning6 questions · ~61 min
Supervised vs Unsupervised LearningEasy

Explain how supervised and unsupervised learning differ, and ground the distinction in a practical ML example.

Unsupervised LearningFeature EngineeringBias-Variance TradeoffBhatia Brothers
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6
Metrics7 questions · ~71 min
Core KPIs for Financial AnalystsEasy

Choose the most important financial KPIs, balancing current performance, future signals, and a clear KPI hierarchy.

KPIsLeading IndicatorsDiagnosisBhatia Brothers
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7
More topics15 questions · ~152 min
Choosing Classification Evaluation MetricsEasy

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

PrecisionAccuracyRecallBhatia Brothers
A/B Testing for Product FeaturesMedium

Explain how to design and evaluate an A/B test for a product feature, including metrics, MDE, sample size, and guardrails.

Hypothesis TestingStatistical SignificanceA/B TestingBhatia Brothers
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The finish line: interview-readyComplete all 50 questions plus 2 hands-on drills to finish this plan.