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Updated weekly · Last refresh Oct 17

BNY Mellon Data Scientist Interview Questions

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

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1
Machine LearningStart here. 7 questions · ~60 min
Time Series Feature EngineeringMedium

Design lag, rolling, and calendar features for a forecasting problem with temporal dependence.

Feature EngineeringSupervised LearningTime SeriesBNY Mellon
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2
SQL & Data Manipulation5 questions + 2 drills · ~63 min
3
Behavioral & Leadership6 questions · ~52 min
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4
More topics9 questions · ~77 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 TestingBNY Mellon
Explain Transformer Architecture BasicsEasy

Explain the transformer architecture and why it became a core building block for modern NLP systems.

Neural NetworksLanguage ModelsDeep LearningBNY Mellon
Choosing Classification Evaluation MetricsEasy

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

PrecisionAccuracyRecallBNY Mellon
Statistical Significance in Hypothesis TestingEasy

Explain what statistical significance means and why it matters when interpreting experimental or analytical results.

Hypothesis TestingData AnalysisStatistical SignificanceBNY Mellon
Diagnose a Metric Drop After LaunchMedium

Investigate why a key KPI moved the wrong way after a product change and separate signal from noise.

Lagging IndicatorsLeading IndicatorsDiagnosisBNY Mellon
Fraud Detection System DesignHard

Tests system design skills for building a scalable fraud detection solution in financial services.

fraud detectionBNY Mellon
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