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Updated weekly · Last refresh Aug 30

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 weekly.

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1
Machine LearningStart here. 7 questions · ~57 min
Time Series Feature EngineeringMedium
Recently asked

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 Manipulation4 questions + 3 drills · ~63 min
3
Behavioral & Leadership7 questions · ~57 min
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4
More topics9 questions · ~73 min
Explain Transformer Architecture BasicsEasy
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Explain the transformer architecture and why it became a core building block for modern NLP systems.

Neural NetworksLanguage ModelsDeep LearningBNY Mellon
Common Pitfalls in Experiment ResultsHard
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Identify the main pitfalls that can distort A/B test interpretation and explain how to guard against them.

PeekingNovelty EffectSample Ratio MismatchBNY Mellon
Choosing Classification Evaluation MetricsEasy
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Explain which classification metrics to use and how metric choice depends on the business objective and error tradeoffs.

PrecisionAccuracyRecallBNY Mellon
Diagnose a Metric Drop After LaunchMedium
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Investigate why a key KPI moved the wrong way after a product change and separate signal from noise.

Lagging IndicatorsLeading IndicatorsDiagnosisBNY Mellon
Statistical Significance in Hypothesis TestingEasy
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Explain what statistical significance means and why it matters when interpreting experimental or analytical results.

Hypothesis TestingData AnalysisStatistical SignificanceBNY Mellon
Memory-Efficient CSV ProcessingMedium
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Tests practical strategies for efficient ingestion and processing of large files.

data processingBNY Mellon
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