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Opera Solutions Data Scientist Interview Questions

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

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1
Machine LearningStart here. 10 questions · ~87 min
Prevent Overfitting in ML ModelsEasy

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

Cross-ValidationBias-Variance TradeoffRegularizationOpera Solutions
Handling Missing Data in MLMedium

Explain practical strategies for handling missing data and how to validate that the chosen approach improves model performance.

Feature EngineeringData WranglingSupervised LearningOpera Solutions
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2
Behavioral & Leadership8 questions · ~70 min
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3
More topics11 questions · ~96 min
SQL Window Functions RankingEasy
Practice

Use PostgreSQL CTEs and ROW_NUMBER to return the top three products by monthly revenue within each category.

Window FunctionsRankingGroup ByOpera Solutions
Choosing Classification Evaluation MetricsEasy

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

PrecisionAccuracyRecallOpera Solutions
Choosing a Significance TestEasy

Explain how to choose an appropriate significance test based on metric type, study design, and the null hypothesis.

Confidence IntervalsHypothesis TestingStatistical SignificanceOpera Solutions
Define Metrics for New FeaturesMedium

Define a success metric for a new feature that captures real user value, not just raw usage.

MetricsFeature Prioritizationuser valueOpera Solutions
Diagnose a Metric Drop After LaunchMedium

Investigate why a key KPI moved the wrong way after a product change and separate signal from noise.

Lagging IndicatorsLeading IndicatorsDiagnosisOpera Solutions
Design a Feature Engagement ExperimentHard

Tests your ability to design rigorous A/B tests with correct metrics and safeguards.

Guardrail MetricsNovelty EffectA/B TestingOpera Solutions
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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 29 questions plus 2 hands-on drills to finish this plan.