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Updated weekly · Last refresh Oct 17

Deutsche Bank Data Scientist Interview Questions

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

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1
Statistics & ProbabilityStart here. 3 questions · ~26 min
Statistical Significance in Hypothesis TestingEasy

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

Hypothesis TestingData AnalysisStatistical SignificanceDeutsche Bank
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2
Machine Learning8 questions · ~70 min
Choosing a Model vs BaselineHard

Evaluates your model selection reasoning and ability to justify tradeoffs versus baselines.

model selectionDeutsche Bank
Supervised vs Unsupervised for FraudEasy

Tests your conceptual understanding of learning paradigms and how they map to fraud detection use cases.

fraud detectionUnsupervised LearningSupervised LearningDeutsche Bank
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3
Behavioral & Leadership5 questions · ~44 min
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4
More topics6 questions · ~52 min
Design an Installment-Flow ExperimentMedium

Design an A/B test for a new checkout installment-flow feature, including metrics, power, guardrails, and a disciplined ship decision.

ExperimentationHypothesis TestingA/B TestingDeutsche Bank
Diagnose a Performance DropHard

Investigate whether a performance decline is seasonal or a real product issue.

Leading IndicatorsDiagnosisTime SeriesDeutsche Bank
Measuring Model Success in TransactionsMedium

Tests your ability to define and validate metrics for model performance under high throughput and business impact.

evaluation metricsDeutsche Bank
Use Window FunctionsMedium
Practice

Demonstrate window functions by ranking active employees by salary within each department.

Window FunctionsData ManipulationRankingDeutsche Bank
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 MismatchDeutsche Bank
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Hands-on SQL practiceWrite and run real queries in the editor. 2 drills · ~20 min
The finish line: interview-readyComplete all 22 questions plus 2 hands-on drills to finish this plan.