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BMO Financial Group Data Scientist Interview Questions

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

32questions
~5htotal time
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1
Product SenseStart here. 3 questions · ~28 min
2
SQL & Data Manipulation3 questions + 1 drill · ~38 min
3
Machine Learning3 questions · ~28 min
Handling Imbalanced Fraud LabelsMedium

Explain how to train and evaluate models on highly imbalanced fraud data without relying on misleading accuracy.

Cross-ValidationFeature EngineeringSupervised LearningBBMO Financial Group
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4
Metrics5 questions · ~46 min
Analyze New Feature EngagementMedium

Assess a new feature using adoption, activation, repeat usage, and retention metrics tied to user value.

Leading IndicatorsA/B TestingEngagement MetricsBBMO Financial Group
First Checks for Metric DropsEasy

Outline the first checks to diagnose a sudden drop in a core product metric, starting with data quality, scope, and decomposition.

Lagging IndicatorsLeading IndicatorsDiagnosisBBMO Financial Group
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5
Statistics & Probability6 questions · ~56 min
Explaining P Values ClearlyEasy

Explain what a p-value means, how it relates to statistical significance, and how to describe it clearly to non-technical stakeholders.

CommunicationStatistical SignificanceP-ValuesBBMO Financial Group
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6
A/B Testing & Experimentation6 questions · ~56 min
Design Test for New FeatureMedium

Design an A/B test for a new platform feature, including success metrics, power, guardrails, and a clear ship decision.

experiment designfeature evaluationA/B TestingBBMO Financial Group
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 MismatchBBMO Financial Group
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7
More topics6 questions · ~56 min
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The finish line: interview-readyComplete all 32 questions plus 1 hands-on drill to finish this plan.