Top 32
Prep plan
Updated weekly · Last refresh Aug 30

CertiK Data Scientist Interview Questions

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

32questions
~4htotal time
Track your progressSign up free to work through all 32 questions and resume where you left off.
Start practicing free →
1
Model EvaluationStart here. 3 questions · ~24 min
2
Statistics & Probability3 questions · ~24 min
Sample Size for A/B TestsEasy

Choose sample size and runtime by combining baseline rate, MDE, alpha, power, and expected traffic.

Power AnalysisSample SizeA/B TestingCertiK
More Statistics & Probability questions with a free account
3
Machine Learning5 questions · ~41 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
More Machine Learning questions with a free account
4
Behavioral & Leadership9 questions · ~73 min
More Behavioral & Leadership questions with a free account
5
More topics12 questions · ~98 min
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
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
Data-Driven Solution WalkthroughMedium

Tests problem framing, data strategy, and end-to-end reasoning from requirements to solution design.

User NeedsUse CasesProduct VisionCertiK
End-to-End Suspicious Activity ML SystemHard

Tests system design for production ML in blockchain security with retrieval, ranking, and monitoring.

ML RankingModel ServingRecommendation SystemsCertiK
More questions with a free account

Sign up to see every question

Create a free account to unlock this list and practice real interview questions.

Get my prep plan
Hands-on SQL practiceWrite and run real queries in the editor. 3 drills · ~30 min
The finish line: interview-readyComplete all 32 questions plus 3 hands-on drills to finish this plan.