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Updated weekly · Last refresh Oct 17

Citi Data Scientist Interview Questions

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

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1
Machine LearningStart here. 9 questions · ~83 min
2
SQL & Data Manipulation4 questions · ~37 min
SQL Window Functions Top 3Medium
Practice
Recently asked

Rank valid transactions by amount within each department and month, returning the three highest-value rows per group.

Window FunctionsDate FunctionsRankingCiti
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3
Metrics4 questions · ~37 min
Diagnosing KPI Drop After DeploymentHard
Recently asked

Diagnose a sharp banking KPI decline after a Citi model deployment by separating data, population, model, and operational causes.

KPIoperational metricsLeading IndicatorsCiti
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4
System Design3 questions · ~28 min
Classic RAG Pipeline ArchitectureHard
Recently asked

Explain a production RAG pipeline from query processing and retrieval through reranking, generation, grounding, and evaluation.

factual groundingFeature StoreRetrievalCiti
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5
Statistics & Probability6 questions · ~55 min
Handling Missing Data in FinanceHard
Recently asked

Design a statistically defensible process for detecting, imputing, and validating missing or corrupted financial data without adding bias.

SamplingBiasstatisticsCiti
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6
A/B Testing & Experimentation7 questions · ~64 min
Mitigating Experimentation PitfallsHard
Recently asked

Identify major online experimentation pitfalls and explain practical mitigations for SRM, network effects, peeking, and novelty.

experiment designNetwork InterferenceNetwork EffectsCiti
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7
More topics17 questions · ~156 min
API ExplanationEasy
Recently asked

Tests whether the candidate understands APIs as contracts between software components, including endpoints, inputs, outputs, and errors.

networking basicsrest apistechnical fundamentalsCiti
Evaluate Imbalanced Classification ModelsMedium
Recently asked

How to evaluate a finance classification model on an imbalanced dataset using the right metrics and threshold.

PrecisionAUC-ROCRecallCiti
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