Top 22
Prep plan
Updated weekly · Last refresh Sep 22

Square Data Scientist Interview Questions

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

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~3htotal time
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1
SQL & Data ManipulationStart here. 7 questions + 2 drills · ~80 min
2
A/B Testing & Experimentation4 questions · ~34 min
Lift Conversion but Hurt RetentionHard

An experiment increases conversion but lowers retention; assess whether the trade-off is real and whether the change should ship.

ExperimentationCausal InferenceGuardrail MetricsSquare
Diagnose Sample Ratio MismatchHard

Investigate sample ratio mismatch and decide whether an experiment readout is trustworthy enough to ship.

Guardrail MetricsSample Ratio MismatchA/B TestingSquare
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3
Statistics & Probability3 questions · ~26 min
Coin-Flip Expected ValueMedium

Tests probability modeling and simulation-based reasoning in Python.

simulationExpected ValueConditional ProbabilitySquare
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4
Behavioral & Leadership4 questions · ~34 min
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5
More topics4 questions · ~34 min
Predict Customer ChurnMedium

Build a churn model that flags at-risk customers early using behavioral, billing, and support signals.

Feature EngineeringModel EvaluationSupervised LearningSquare
Diagnose Conversion Drop Post LaunchMedium

Diagnose why conversion fell from 4.8% to 3.1% after a launch by breaking the metric across funnel steps, cohorts, and segments.

Funnel AnalysisConversion RateDiagnosisSquare
Clean Memos to Merchant CodesMedium

Tests NLP preprocessing, normalization, and practical data cleaning for transaction classification.

data preprocessingText ClassificationTokenizationSquare
Primary Metric for Crypto FlowMedium

Tests product sense and metric design tied to user outcomes for Square’s crypto feature.

Metricsonboardinguser valueSquare
The finish line: interview-readyComplete all 22 questions plus 2 hands-on drills to finish this plan.