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Prep plan
Updated weekly · Last refresh Sep 20

Staples Data Scientist Interview Questions

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

24questions
~3htotal time
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1
Machine LearningStart here. 8 questions + 1 drill · ~75 min
Supply Chain Data Science at StaplesHard

Evaluates practical experience applying data science to supply chain problems relevant to Staples.

supply chainStaples
Analyze Time and SpaceMedium

Evaluates how you assess computational complexity and efficiency tradeoffs.

space complexitytime complexityStaples
SQL and Data Manipulation AssessmentMedium
Practice
Practice drill

Prepare a latest-attempt modeling dataset with joined assessment features, missing-value counts, and outcome labels.

data preparationData ManipulationMachine LearningThe Boston Consulting Group
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2
Behavioral & Leadership6 questions · ~49 min
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3
More topics10 questions · ~82 min
Statistical Significance in Hypothesis TestingEasy

Explain what statistical significance means and why it matters when interpreting experimental or analytical results.

Hypothesis TestingData AnalysisStatistical SignificanceStaples
First Checks for Metric DropsEasy

Outline the first checks to diagnose a sudden drop in a core product metric, starting with data quality, scope, and decomposition.

Lagging IndicatorsLeading IndicatorsDiagnosisStaples
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 MismatchStaples
Power BI Dashboard DesignMedium

Tests your ability to translate data into clear, stakeholder-ready visualizations.

Communicationdashboard designStaples
Performance Tuning with Data StructuresMedium

Tests performance optimization techniques and ability to use parallelism effectively.

performance optimizationData StructuresStaples
SQL for Data Extraction and ManipulationMedium

Tests SQL proficiency for querying, transforming, and preparing data for analysis.

Data Manipulationsql experiencedata extractionStaples
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Hands-on SQL practiceWrite and run real queries in the editor. 2 drills · ~20 min
The finish line: interview-readyComplete all 24 questions plus 3 hands-on drills to finish this plan.