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Updated weekly · Last refresh Aug 30

Cambia Health Solutions Data Scientist Interview Questions

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

34questions
~5htotal time
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1
Machine LearningStart here. 9 questions · ~72 min
2
Product Sense3 questions · ~24 min
Define Feature Success MetricsMedium

Framework for choosing a feature's primary success metric and guardrails before launch.

MetricsFeature PrioritizationProduct VisionCambia Health Solutions
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3
Statistics & Probability4 questions · ~32 min
Significance for Readmission ReductionMedium

Tests hypothesis testing and statistical interpretation for healthcare outcomes.

Hypothesis TestingCausal InferenceStatistical SignificanceCambia Health Solutions
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4
SQL & Data Manipulation3 questions + 3 drills · ~54 min
5
Behavioral & Leadership8 questions · ~64 min
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6
More topics7 questions · ~56 min
Pitfalls in Streaming Experiment AnalysisHard

Identify major online experiment pitfalls and explain how they can bias results in a streaming product A/B test.

Network InterferenceNovelty EffectSample Ratio MismatchCambia Health Solutions
Diagnose Engagement Drop After ReleaseHard

Investigate whether a recent product release caused a sharp drop in Driver App engagement and identify where the decline is coming from.

DiagnosisTime SeriesEngagement MetricsCambia Health Solutions
Classification Model EvaluationMedium

Tests model evaluation choices aligned to healthcare risk prediction and decision-making.

PrecisionAUC-ROCRecallCambia Health Solutions
Preprocessing Messy EHR and ClaimsMedium

Tests data wrangling skills and pipeline design for real-world healthcare data.

Data QualityETLCambia Health Solutions
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