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Updated weekly · Last refresh Aug 30

Optum Technology Data Scientist Interview Questions

The questions to prepare for a Optum Technology Data Scientist interview. Questions from real interview reports rank first. Updated weekly.

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1
Behavioral & LeadershipStart here. 7 questions · ~58 min
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More topics11 questions · ~90 min
Primary vs Guardrail MetricsEasy

Explain how a primary metric differs from a guardrail metric and how both are used in A/B test decisions.

ExperimentationGuardrail MetricsA/B TestingOptum Technology
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-ValuesOptum Technology
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 IndicatorsDiagnosisOptum Technology
L1 vs L2 RegularizationMedium

Explain how L1 and L2 regularization differ geometrically and probabilistically, grounded in a practical supervised learning example.

Feature EngineeringRegularizationSupervised LearningOptum Technology
Scalable ML Pipeline DesignHard

Tests your ability to architect scalable data and ML pipelines for large-scale healthcare datasets.

data integrationETLsparkOptum Technology
Readmission Model Evaluation MetricsMedium

Tests your understanding of evaluation metrics for healthcare prediction tasks and tradeoffs.

ClassificationModel MetricsOptum Technology
Patient Engagement Product MetricMedium

Tests your product thinking for defining measurable, user-centered engagement metrics in healthcare.

Metricsuser valueProduct VisionOptum Technology
SQL Rolling Average by HospitalMedium

Tests SQL window function skills for time-series aggregation in a healthcare setting.

Window FunctionsDate FunctionsRunning TotalsOptum Technology
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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 18 questions plus 3 hands-on drills to finish this plan.