Top 28
Prep plan
Updated weekly · Last refresh Oct 17

CVS Data Scientist Interview Questions

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

28questions
~4htotal time
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1
System DesignStart here. 3 questions · ~26 min
2
A/B Testing & Experimentation3 questions · ~26 min
Design and Reflect on A/B TestMedium

Describe an A/B test you ran, what question it answered, how you measured success, and what you learned from the results.

ExperimentationGuardrail MetricsA/B TestingCVS
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3
Machine Learning3 questions · ~26 min
Feature Selection for Supervised ModelsMedium

Explain a practical feature selection process using validation, regularization, and model-based importance to improve generalization.

Cross-ValidationFeature EngineeringRegularizationCVS
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4
Metrics3 questions · ~26 min
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 IndicatorsDiagnosisCVS
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5
Product Sense3 questions · ~26 min
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6
Behavioral & Leadership6 questions · ~51 min
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7
More topics7 questions · ~60 min
Evaluating Observed Lift SignificanceMedium

Explain how to test whether an observed experiment lift is real using hypothesis testing, p-values, and confidence intervals.

Confidence IntervalsStatistical SignificanceP-ValuesCVS
Time Complexity and AlgorithmsEasy

Tests your fundamentals in algorithm analysis and ability to reason about performance.

CommunicationOwnershipCVS
Retention Cohorts with SQLHard

Tests your ability to model cohort retention in SQL and interpret results.

Window FunctionsDate FunctionsCTEsCVS
Calibration and Overfitting ChecksMedium

Tests your understanding of calibration, generalization, and evaluation techniques.

Cross-ValidationCalibrationAUC-ROCCVS
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Hands-on SQL practiceWrite and run real queries in the editor. 2 drills · ~20 min
The finish line: interview-readyComplete all 28 questions plus 2 hands-on drills to finish this plan.