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Prep plan
Updated weekly · Last refresh Aug 30

Moloco Data Scientist Interview Questions

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

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~6htotal time
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1
A/B Testing & ExperimentationStart here. 3 questions · ~24 min
2
Statistics & Probability7 questions · ~57 min
Diagnosing a Product Metric DropMedium

Decide whether a metric drop reflects a real shift or normal variation using hypothesis testing, confidence intervals, and baseline variability.

Confidence IntervalsHypothesis TestingStatistical SignificanceMoloco
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3
SQL & Data Manipulation5 questions + 3 drills · ~70 min
4
Machine Learning4 questions · ~32 min
CTR Overfitting and Cold StartMedium

Tests practical ML techniques for CTR modeling and strategies for new creative onboarding.

Feature EngineeringRegularizationDeep LearningMoloco
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5
Behavioral & Leadership17 questions · ~138 min
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6
More topics5 questions · ~40 min
Choose Metrics for Imbalanced DataMedium

Choose the right evaluation metric for an imbalanced dataset and explain why accuracy can mislead.

F1 ScorePrecisionAUC-ROCMoloco
Real-Time Ad Fraud Detection SystemHard

Tests system design for streaming ML, detection pipelines, and mitigation strategies under latency constraints.

Feature StoreModel ServingRecommendation SystemsMoloco
Investigate Conversion Drop Root CauseMedium

Tests diagnostic thinking, metric auditing, and structured root-cause analysis with data.

Funnel AnalysisConversion RateDiagnosisMoloco
Retention Framework for AdvertisersMedium

Tests product sense and metric design for retention outcomes tied to Moloco's advertiser value.

MetricsUser NeedsMoloco
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The finish line: interview-readyComplete all 41 questions plus 3 hands-on drills to finish this plan.