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Prep plan
Updated weekly · Last refresh Oct 17

CRIF Data Scientist Interview Questions

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

50questions
~7htotal time
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1
Machine LearningStart here. 8 questions · ~67 min
2
A/B Testing & Experimentation3 questions · ~25 min
Design a Feature-Concept A/B StudyHard

Design an A/B test to compare two feature concepts, including hypothesis, metrics, power, and a pre-registered decision rule.

ExperimentationGuardrail MetricsA/B TestingCRIF
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3
Model Evaluation5 questions · ~42 min
Choose the Right Evaluation MetricsEasy

Pick the right metrics to evaluate a machine learning model and explain why they fit the problem.

PrecisionAccuracyRecallCRIF
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4
Product Sense7 questions · ~59 min
Turn Analysis Into ActionMedium

Explain how to connect customer analysis to clear business actions, product decisions, and measurable outcomes.

Feature PrioritizationUser NeedsValue PropositionCRIF
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5
SQL & Data Manipulation7 questions + 2 drills · ~79 min
6
Metrics4 questions · ~34 min
Analyze New Feature EngagementMedium

Assess a new feature using adoption, activation, repeat usage, and retention metrics tied to user value.

Leading IndicatorsA/B TestingEngagement MetricsCRIF
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7
More topics16 questions · ~134 min
Deploy a Cloud ML ModelMedium

Design a production ML deployment on Google Cloud with serving, feature management, rollout, monitoring, and evaluation.

InfrastructureFeature StoreModel ServingCRIF
Interpreting P Values in TestingEasy

Explain what a p-value means in hypothesis testing and how it relates to statistical significance.

Hypothesis TestingStatistical SignificanceP-ValuesCRIF
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The finish line: interview-readyComplete all 50 questions plus 2 hands-on drills to finish this plan.