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Updated weekly · Last refresh Aug 30

1010data Data Scientist Interview Questions

The questions to prepare for a 1010data Data Scientist interview. Questions from real interview reports rank first. Updated weekly.

44questions
~6htotal time
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1
SQL & Data ManipulationStart here. 3 questions + 2 drills · ~45 min
2
Machine Learning5 questions · ~42 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 Tradeoff1010data
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3
A/B Testing & Experimentation6 questions · ~50 min
Multiple Comparisons in Growth TestHard

Handle multiple comparisons in a growth experiment by pre-registering a primary metric, correcting secondary tests, and respecting guardrails.

ExperimentationStatistical SignificanceA/B Testing1010data
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4
Product Sense3 questions · ~25 min
Prioritize User Problems with DataMedium

Framework for using product data to identify and prioritize the user problem that should be solved first.

Feature PrioritizationUser NeedsPain Points1010data
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5
Statistics & Probability8 questions · ~67 min
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6
Behavioral & Leadership9 questions · ~75 min
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7
More topics10 questions · ~84 min
Design Cold Start RecommendationsHard

Design a recommendation system strategy for new users and new items when interaction history is sparse or missing.

Cold StartFeature StoreRecommendation Systems1010data
Choosing Precision vs RecallEasy

Explain precision vs recall and when business context should push you to optimize one metric over the other.

PrecisionThreshold TuningRecall1010data
Batch vs Streaming Data ProcessingEasy

Compare batch and streaming data processing, including when each fits best in a pipeline.

Stream ProcessingETLBatch Processing1010data
Diagnose Funnel Drop-OffMedium

Analyze where users drop off in a product funnel and identify the biggest conversion leak.

AARRR FrameworkFunnel AnalysisConversion Rate1010data
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The finish line: interview-readyComplete all 44 questions plus 2 hands-on drills to finish this plan.