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Updated weekly · Last refresh Aug 30

Santander Holdings USA Data Scientist Interview Questions

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

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1
Machine LearningStart here. 8 questions · ~65 min
2
NLP3 questions · ~24 min
Compare CNNs, RNNs, and TransformersHard

Explain how CNNs, RNNs, and Transformers differ for text modeling, and when each architecture is a better fit.

Neural NetworksLanguage ModelsDeep LearningSantander Holdings USA
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3
Behavioral & Leadership12 questions · ~98 min
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4
More topics8 questions · ~65 min
Diagnose Sample Ratio MismatchHard

Investigate sample ratio mismatch and decide whether an experiment readout is trustworthy enough to ship.

Guardrail MetricsSample Ratio MismatchA/B TestingSantander Holdings USA
Interpreting P Values in TestingEasy

Explain what a p-value means in hypothesis testing and how it relates to statistical significance.

Hypothesis TestingStatistical SignificanceP-ValuesSantander Holdings USA
Diagnose KPI Drop After ReleaseMedium

Diagnose a post-release KPI drop by separating instrumentation issues from real behavior changes and tracing the problem through the metric hierarchy.

KPILeading IndicatorsDiagnosisSantander Holdings USA
Define Metrics for New FeaturesMedium

Define a success metric for a new feature that captures real user value, not just raw usage.

MetricsFeature Prioritizationuser valueSantander Holdings USA
7-Day Rolling Transaction AverageMedium

Tests SQL window function skills for time-based customer analytics.

Window FunctionsDate FunctionsRunning TotalsSantander Holdings USA
Classifying With High False-Negative CostMedium

Evaluates model evaluation choices under asymmetric error costs.

ClassificationThreshold TuningModel MetricsSantander Holdings USA
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Hands-on SQL practiceWrite and run real queries in the editor. 3 drills · ~30 min
The finish line: interview-readyComplete all 31 questions plus 3 hands-on drills to finish this plan.