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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 weekly.

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1
MetricsStart here. 3 questions · ~25 min
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
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
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2
Behavioral & Leadership6 questions · ~50 min
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3
More topics6 questions · ~50 min
Measure New Feature Launch SuccessMedium

Define a practical framework for measuring whether a new feature launch in a banking app is actually successful.

product analysisMetricsfeature evaluationBBMO Financial Group
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
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
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
Detect and Handle Outliers in SQLEasy

Explain common SQL-friendly ways to detect outliers and how to handle them without distorting downstream analysis.

Data WranglingGroup ByAggregationsBBMO 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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