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Prep plan
Updated weekly · Last refresh Oct 17

Vanguard Data Scientist Interview Questions

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

50questions
~8htotal time
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1
SQL & Data ManipulationStart here. 7 questions · ~67 min
2
Model Evaluation5 questions · ~48 min
Interpret ROC Curve for ClassifierMedium

Interpret an ROC curve for a classification model and explain what it says about ranking quality and threshold choice.

Confusion MatrixAUC-ROCThreshold TuningVanguard
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3
Machine Learning7 questions · ~67 min
Tune Production Model HyperparametersMedium

Choose hyperparameters for a production model using cross-validation, regularization, and held-out evaluation.

Hyperparameter TuningCross-ValidationFeature EngineeringVanguard
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4
A/B Testing & Experimentation4 questions · ~38 min
Measure Interference in Customer Change TestHard

Design an experiment when treatment spills across customers and contaminates the control group.

Network InterferenceSwitchback TestsA/B TestingVanguard
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5
Statistics & Probability6 questions · ~57 min
Correlation Versus CausationEasy

Explain why correlation does not imply causation in a growth setting.

RegressionCorrelationHypothesis TestingVanguard
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6
Product Sense6 questions · ~57 min
Prioritize Features for Mature ProductMedium

Framework for prioritizing new features in a mature product when engineering capacity is limited.

Feature PrioritizationMVPResource AllocationVanguard
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7
More topics15 questions · ~143 min
Batch vs Streaming Data ProcessingEasy

Compare batch and streaming data processing, including when each fits best in a pipeline.

Stream ProcessingETLBatch ProcessingVanguard
Investigate User Engagement DeclineMedium

Investigate a 15% engagement decline by decomposing the metric, isolating root causes, and proposing actions.

RetentionDiagnosisEngagement MetricsVanguard
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