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Santander Consumer Usa Data Scientist Interview Questions

The questions to prepare for a Santander Consumer Usa Data Scientist interview. Questions from real interview reports rank first. Updated weekly.

32questions
~4htotal time
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1
System DesignStart here. 3 questions · ~24 min
2
Machine Learning5 questions · ~41 min
Handling Imbalanced Fraud LabelsMedium

Explain how to train and evaluate models on highly imbalanced fraud data without relying on misleading accuracy.

Cross-ValidationFeature EngineeringSupervised LearningSantander Consumer Usa
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3
NLP3 questions · ~24 min
Transfer Learning for Compliance NLPMedium

Tests NLP transfer learning knowledge and ability to apply it to compliance document analysis.

Language ModelsComplianceSantander Consumer Usa
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4
Behavioral & Leadership12 questions · ~98 min
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5
More topics9 questions · ~73 min
Statistical Significance in Business DecisionsEasy

Explain what statistical significance means, how p-values and confidence intervals support decisions, and why significance alone is not enough.

Hypothesis TestingStatistical SignificanceP-ValuesSantander Consumer Usa
Pitfalls in Streaming Experiment AnalysisHard

Identify major online experiment pitfalls and explain how they can bias results in a streaming product A/B test.

Network InterferenceNovelty EffectSample Ratio MismatchSantander Consumer Usa
Diagnose Approval Rate DropMedium

Tests debugging and causal diagnosis skills across data, model, and operational changes.

KPIDiagnosisrollout metricsSantander Consumer Usa
Product Metrics for Lending FunnelMedium

Tests ability to define funnel metrics that connect model decisions to business outcomes.

Funnel AnalysisMetricsuser valueSantander Consumer Usa
Rolling Delinquency by CohortMedium

Tests SQL proficiency for cohort analytics and time-based delinquency measurement.

Window FunctionssqlCohort AnalysisSantander Consumer Usa
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The finish line: interview-readyComplete all 32 questions plus 3 hands-on drills to finish this plan.