Top 40
Prep plan
Updated weekly · Last refresh Oct 17

Moloco Data Scientist Interview Questions

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

40questions
~6htotal time
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1
Statistics & ProbabilityStart here. 7 questions · ~59 min
2
A/B Testing & Experimentation3 questions · ~25 min
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 TestingMoloco
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3
Machine Learning4 questions · ~34 min
Fraud Detection or RecommendationsMedium

Evaluates model selection and framing for fraud detection or recommender improvements.

fraud detectionRecommendation SystemsMoloco
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4
SQL & Data Manipulation6 questions + 2 drills · ~70 min
5
Behavioral & Leadership15 questions · ~126 min
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6
More topics5 questions · ~42 min
Choose Metrics for Imbalanced DataMedium

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

F1 ScorePrecisionAUC-ROCMoloco
Implement Engagement Anomaly DetectionHard

Evaluates end-to-end thinking for anomaly detection on behavioral data.

user engagementanomaly detectionMoloco
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
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