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Updated weekly · Last refresh Aug 30

SCAN Health Plan Data Scientist Interview Questions

The questions to prepare for a SCAN Health Plan Data Scientist interview. Questions from real interview reports rank first. Updated weekly.

23questions
~3htotal time
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1
Machine LearningStart here. 7 questions · ~56 min
Prevent Overfitting in ML ModelsEasy

Explain how to reduce overfitting using regularization, validation, and model selection.

Cross-ValidationBias-Variance TradeoffRegularizationSCAN Health Plan
Explain Decision Trees ClearlyEasy

Explain how decision trees split data, make predictions, and trade interpretability against overfitting.

Feature EngineeringSupervised LearningDecision TreesSCAN Health Plan
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2
Model Evaluation4 questions · ~32 min
Evaluate Predictive Power of a ModelMedium

Assess whether a model has real predictive power using validation performance, calibration, and threshold behavior.

Cross-ValidationMAERMSESCAN Health Plan
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3
Statistics & Probability3 questions · ~24 min
Healthcare Statistics FoundationsEasy

Tests your understanding of statistical reasoning for making valid conclusions in healthcare data.

Confidence IntervalsHypothesis TestingStatistical SignificanceSCAN Health Plan
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4
Metrics4 questions · ~32 min
Metrics for Member Health OutcomesMedium

Tests ability to choose outcome metrics that reflect clinical and business goals.

Lagging IndicatorsKPIsLeading IndicatorsSCAN Health Plan
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5
More topics5 questions · ~40 min
Motivation in Healthcare Product WorkEasy

Explain what drives your work and how you connect motivation to meaningful user and patient impact in healthcare.

User NeedsValue PropositionUse CasesSCAN Health Plan
Data Science Tools and LanguagesEasy

Tests your technical toolkit and readiness to execute typical data science tasks.

InfrastructureToolsData ModelingSCAN Health Plan
Handling Missing DataEasy

Tests practical data cleaning decisions and impact on downstream analysis quality.

Data WranglingCase WhenAggregationsSCAN Health Plan
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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 23 questions plus 3 hands-on drills to finish this plan.