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Prep plan
Updated weekly · Last refresh Oct 17

OpenX Data Scientist Interview Questions

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

26questions
~4htotal time
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1
Machine LearningStart here. 6 questions · ~52 min
2
Statistics & Probability3 questions · ~26 min
Power Analysis for Small Lift ExperimentMedium

Estimate sample size and power for detecting a small conversion lift in an A/B test on a mobile app feature.

Power AnalysisSample SizeA/B TestingOpenX
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3
Behavioral & Leadership9 questions · ~78 min
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4
More topics8 questions · ~69 min
Optimize Memory Heavy Pandas PipelineMedium

Explain how to reduce memory usage and stabilize a Pandas-based batch pipeline that is failing on larger inputs.

InfrastructureData WranglingQualityOpenX
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 TestingOpenX
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 IndicatorsDiagnosisOpenX
Rolling 7-Day Impressions and ClicksMedium
Practice

Compute rolling seven-day impression and click averages for each publisher using PostgreSQL window functions.

Window FunctionsDate FunctionsData ManipulationOpenX
ROC-AUC and LogLoss in Ad-TechMedium

Tests your model evaluation knowledge and ability to justify metrics for classification and ranking.

AUC-ROCModel MetricsOpenX
Defining Product Metrics for RevenueMedium

Tests your product thinking and ability to choose metrics that align user outcomes with OpenX revenue goals.

Metricsuser valueProduct VisionOpenX
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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 26 questions plus 2 hands-on drills to finish this plan.