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Prep plan
Updated weekly · Last refresh Aug 30

Oportun Data Scientist Interview Questions

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

20questions
~3htotal time
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1
Machine LearningStart here. 6 questions · ~48 min
2
Pipelines3 questions · ~24 min
Real-Time Dashboard Pipeline DesignHard

Approach for building near-real-time dashboard pipelines with streaming, orchestration, and data quality controls.

Stream ProcessingSchedulingDependenciesOportun
Choosing Batch vs Real TimeHard

Evaluate when a pipeline should use stream processing versus scheduled batch based on latency, cost, complexity, and data quality needs.

Stream ProcessingBatch ProcessingDependenciesOportun
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3
Product Sense3 questions · ~24 min
Motivation for Data Engineering WorkEasy

Explain what drives your interest in data engineering, grounded in user needs and the value created by reliable data systems.

Jobs to Be DoneUser NeedsValue PropositionOportun
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4
More topics8 questions · ~64 min
Handling Missing DataHard

Tests data quality handling and correct treatment of missingness.

Window FunctionsData WranglingCTEsOportun
Choosing Classification Evaluation MetricsEasy

Explain which classification metrics to use and how metric choice depends on the business objective and error tradeoffs.

PrecisionAccuracyRecallOportun
Drivers of Customer SatisfactionMedium

Tests metrics thinking and ability to identify meaningful drivers from interaction data.

RegressionCorrelationDiagnosisOportun
Outlier Detection in DataEasy

Tests ability to detect anomalies using appropriate statistical or modeling techniques.

DistributionsCorrelationVarianceOportun
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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 20 questions plus 3 hands-on drills to finish this plan.