Top 30
Prep plan
Updated weekly · Last refresh Oct 17

ABC Family Data Scientist Interview Questions

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

30questions
~4htotal time
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1
SQL & Data ManipulationStart here. 6 questions + 2 drills · ~70 min
2
Machine Learning6 questions · ~50 min
Random Forest vs Gradient BoostingMedium

Compare Random Forest and Gradient Boosting, then choose the right ensemble for a supervised learning task.

Ensemble MethodsBias-Variance TradeoffSupervised LearningABC Family
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3
Product Sense3 questions · ~25 min
Investigate Engagement Drop After LaunchMedium

Tests structured debugging of behavioral changes using analytics and segmentation.

User NeedsPain PointsDiagnosisABC Family
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4
Statistics & Probability3 questions · ~25 min
Statistical Significance of RetentionMedium

Tests hypothesis testing setup and interpretation for retention changes.

Hypothesis TestingStatistical SignificanceP-ValuesABC Family
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5
Behavioral & Leadership7 questions · ~59 min
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6
More topics5 questions · ~42 min
Diagnose Sudden Active Viewer DropMedium

Tests metric instrumentation and root-cause thinking across the funnel.

Diagnosiskpi hierarchyEngagement MetricsABC Family
A/B Test for New Recommendation FeatureHard

Tests experiment design, randomization, and success criteria for product changes.

experiment designincremental liftprimary metricsABC Family
Handle Missing Values in PandasEasy

Tests practical data cleaning choices and their impact on downstream modeling.

data cleaningpython basicstechnical experienceABC Family
Imbalanced Binary Classification MetricsMedium

Tests metric selection aligned to class imbalance and business-relevant tradeoffs.

ClassificationPrecisionModel MetricsABC Family
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The finish line: interview-readyComplete all 30 questions plus 2 hands-on drills to finish this plan.