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Updated weekly · Last refresh Aug 30

OTIS Data Scientist Interview Questions

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

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1
Machine LearningStart here. 8 questions · ~66 min
Supervised vs Unsupervised LearningEasy

Explain how supervised and unsupervised learning differ, and ground the distinction in a practical ML example.

Unsupervised LearningFeature EngineeringBias-Variance TradeoffOTIS
Product Recommendation System DesignMedium

Design a recommendation system for a product catalog using retrieval, ranking, and feature engineering.

Cross-ValidationFeature EngineeringSupervised LearningOTIS
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2
More topics7 questions · ~58 min
Analysis That Changed Marketing DirectionEasy

Describe how your analysis of marketing KPIs led to a meaningful decision and how you tied short-term and long-term metrics together.

KPIsLeading IndicatorsDiagnosisOTIS
Design UI Feature A/B TestMedium

Design an experiment plan to measure whether a new UI feature improves user outcomes without hurting key guardrail metrics.

MetricsExperimentationUser NeedsOTIS
A/B Testing for Product FeaturesMedium

Explain how to design and evaluate an A/B test for a product feature, including metrics, MDE, sample size, and guardrails.

Hypothesis TestingStatistical SignificanceA/B TestingOTIS
Model Evaluation MetricsEasy

Tests your ability to select appropriate metrics based on task type and business or research goals.

PrecisionAccuracyRecallOTIS
Binary Grid Blocks of OnesHard

Tests ability to solve a nontrivial SQL or data manipulation problem involving spatial contiguity.

CodingOTIS
Building a Recommendation SystemHard

Tests your product-focused modeling approach for recommendations, including data, objectives, and evaluation.

User NeedsMVPUse CasesOTIS
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Hands-on SQL practiceWrite and run real queries in the editor. 3 drills · ~30 min
The finish line: interview-readyComplete all 15 questions plus 3 hands-on drills to finish this plan.