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Updated weekly · Last refresh Aug 30

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 weekly.

50questions
~7htotal time
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1
SQL & Data ManipulationStart here. 7 questions + 2 drills · ~79 min
2
Product Sense6 questions · ~50 min
Prioritize Features for a New ProductMedium

A framework for deciding which features should ship first when building a new product.

Feature PrioritizationUser Needsproduct developmentSamba TV
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3
Pipelines7 questions · ~59 min
Data Cleaning in ETL PipelinesEasy

Approach for cleaning and preparing raw data inside an ETL pipeline.

Data WranglingETLQualitySamba TV
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4
A/B Testing & Experimentation5 questions · ~42 min
Common Pitfalls in Experiment ResultsHard

Identify the main pitfalls that can distort A/B test interpretation and explain how to guard against them.

PeekingNovelty EffectSample Ratio MismatchSamba TV
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5
Metrics6 questions · ~50 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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6
Statistics & Probability7 questions · ~59 min
Explaining Confidence IntervalsEasy

Explain what a confidence interval means and how to communicate it to a non-technical stakeholder.

Confidence IntervalsHypothesis TestingCommunicationSamba TV
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7
More topics12 questions · ~101 min
Validate a Machine Learning ModelEasy

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

PrecisionAccuracyRecallSamba TV
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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The finish line: interview-readyComplete all 50 questions plus 2 hands-on drills to finish this plan.