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ABC Data Scientist Interview Questions

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

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1
Machine LearningStart here. 6 questions · ~53 min
Bias Variance and RegularizationMedium

Explain the bias-variance tradeoff mathematically and how L1 and L2 regularization change model complexity and weights.

Bias-Variance TradeoffRegularizationSupervised LearningABC
Engineer Features for Delivery Delay PredictionEasy

Build a classification pipeline for Avenue Code SLA delay prediction, focusing on practical feature engineering for mixed operational data.

Cross-ValidationFeature EngineeringSupervised LearningABC
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2
Behavioral & Leadership6 questions · ~53 min
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3
More topics7 questions · ~62 min
7-Day Rolling Active UsersMedium
Practice

Compute daily active users and a 7-day rolling average using a CTE, distinct counts, and window functions.

Window FunctionsDate FunctionsRunning TotalsABC
Evaluating Observed Lift SignificanceMedium

Explain how to test whether an observed experiment lift is real using hypothesis testing, p-values, and confidence intervals.

Confidence IntervalsStatistical SignificanceP-ValuesABC
Ranking Test for App DiscoveryMedium

Design an A/B test for a new app-store ranking algorithm, including primary metrics, guardrails, sample size, and launch criteria.

MDEGuardrail MetricsSample Ratio MismatchABC
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 IndicatorsDiagnosisABC
Evaluate Sparse-Label RecommendersHard

Tests evaluation strategy selection for recommenders with limited ground truth and reliable offline metrics.

Evaluation TechniquesClassificationModel MetricsABC
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 TestingABC
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