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Prep plan
Updated weekly · Last refresh Oct 17

CertiK Data Scientist Interview Questions

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

34questions
~5htotal time
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1
Statistics & ProbabilityStart here. 3 questions · ~28 min
2
Model Evaluation3 questions · ~28 min
Interpret a Confusion MatrixEasy

Explain what a confusion matrix shows and how to read it for precision and recall.

Confusion MatrixPrecisionAccuracyCertiK
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3
Machine Learning5 questions · ~46 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 LearningCertiK
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4
SQL & Data Manipulation4 questions · ~37 min
SQL Query for Data ExtractionEasy

Tests your ability to translate requirements into correct SQL queries.

JoinsData WranglingAggregationsCertiK
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5
Behavioral & Leadership9 questions · ~83 min
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6
More topics10 questions · ~92 min
Design Test for New FeatureMedium

Design an A/B test for a new platform feature, including success metrics, power, guardrails, and a clear ship decision.

experiment designfeature evaluationA/B TestingCertiK
Backfilling Missing Pipeline DataMedium

Approach for safely backfilling missing data while preserving correctness, idempotency, and data quality.

ETLQualityCertiK
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 IndicatorsDiagnosisCertiK
Feature Drift and Cold StartHard

Tests production ML robustness strategies for changing data and new entities.

Cold StartFeature StoreFeature DriftCertiK
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