Top 31
Prep plan
Updated weekly · Last refresh Oct 17

Cogito Data Scientist Interview Questions

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

31questions
~4htotal time
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1
SQL & Data ManipulationStart here. 4 questions + 3 drills · ~63 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 VisionCogito
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3
Machine Learning5 questions · ~41 min
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 LearningCogito
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4
A/B Testing & Experimentation3 questions · ~24 min
Marketing Campaign A/B Test DesignMedium

Design a marketing campaign experiment with a pre-registered metric plan, power calculation, and ship rule that respects guardrails.

ExperimentationHypothesis TestingA/B TestingCogito
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5
Metrics3 questions · ~24 min
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 IndicatorsDiagnosisCogito
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6
Behavioral & Leadership9 questions · ~73 min
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7
More topics4 questions · ~33 min
Interpreting Significance in ExperimentsMedium

Explain statistical significance in experiments and how p-values and confidence intervals guide interpretation.

Confidence IntervalsStatistical SignificanceP-ValuesCogito
Choosing Classification Evaluation MetricsEasy

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

PrecisionAccuracyRecallCogito
Batch vs Streaming Data ProcessingEasy

Compare batch and streaming data processing, including when each fits best in a pipeline.

Stream ProcessingETLBatch ProcessingCogito
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The finish line: interview-readyComplete all 31 questions plus 3 hands-on drills to finish this plan.