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Prep plan
Updated weekly · Last refresh Oct 17

Samba TV Data Scientist Interview Questions

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

50questions
~7htotal time
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1
SQL & Data ManipulationStart here. 6 questions + 1 drill · ~63 min
2
A/B Testing & Experimentation5 questions · ~44 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 TestingSamba TV
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3
Statistics & Probability7 questions · ~62 min
Statistical Tools for User AnalysisEasy

Explain the main statistical tools used to analyze user data and when each is appropriate.

RegressionCorrelationHypothesis TestingSamba TV
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4
Machine Learning7 questions · ~62 min
ML Framework Experience in PracticeMedium

Explain your experience with ML frameworks and how you choose between them for supervised learning problems.

Feature EngineeringDeep LearningSupervised LearningSamba TV
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5
Product Sense6 questions · ~53 min
Turn Analysis Into ActionMedium

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

Feature PrioritizationUser NeedsValue PropositionSamba TV
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6
Metrics6 questions · ~53 min
Diagnose Cross Campaign CTR DropMedium

Investigate a 15% CTR drop across multiple campaigns by decomposing performance and separating measurement issues from real demand changes.

Funnel AnalysisKPIDiagnosisSamba TV
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7
More topics13 questions · ~114 min
Validate a Machine Learning ModelEasy

How to validate a machine learning model and interpret whether its metrics are trustworthy.

PrecisionAccuracyRecallSamba TV
Integrating Multiple Data SourcesEasy

Common pipeline issues when combining multiple data sources, including schema mismatch, data quality, orchestration, and duplicate handling.

ETLData ModelingQualitySamba TV
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The finish line: interview-readyComplete all 50 questions plus 1 hands-on drill to finish this plan.