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Updated weekly · Last refresh Oct 17

Goldman Sachs Bank Data Analyst Interview Questions

The questions to prepare for a Goldman Sachs Bank Data Analyst interview. Questions from real interview reports rank first. Updated daily.

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1
SQL & Data ManipulationStart here. 5 questions · ~47 min
Running Totals With CTEsMedium
Practice

Calculate daily net cash movement and running balances for Alpaca brokerage accounts using a CTE, subquery, and window function.

SubqueriesCTEsRunning TotalsGoldman Sachs Bank
Rank Rows Within Each GroupEasy
Practice

Use RANK to order active RBC accounts by balance within each branch, while excluding non-active and unmatched records.

Window FunctionsRankingGroup ByGoldman Sachs Bank
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2
A/B Testing & Experimentation5 questions · ~47 min
Sample Size for Checkout TestMedium

Design a checkout A/B test and compute the sample size needed to detect a 2% relative lift in purchase conversion within 14 days.

MDEPower AnalysisSample SizeGoldman Sachs Bank
Use CUPED to Improve Experiment PowerHard

Assess how CUPED changes variance and sample size in an online experiment, and decide whether the uplift is detectable.

ExperimentationCUPEDPower AnalysisGoldman Sachs Bank
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3
Metrics4 questions · ~37 min
Diagnose a Sudden DAU DropHard

Investigate whether an 8.2% DAU decline is driven by product breakage, logging issues, or normal seasonal patterns.

DAU/MAUDiagnosisTime SeriesGoldman Sachs Bank
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4
Statistics & Probability11 questions · ~103 min
Correlation vs Causation in AnalysisEasy

Explain why two metrics moving together does not prove that one causes the other, and how to assess causality more carefully.

RegressionCorrelationCausal InferenceGoldman Sachs Bank
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5
Pipelines4 questions · ~37 min
Real-Time Dashboard Pipeline DesignHard

Approach for building near-real-time dashboard pipelines with streaming, orchestration, and data quality controls.

Stream ProcessingSchedulingDependenciesGoldman Sachs Bank
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6
Behavioral & Leadership14 questions · ~131 min
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7
More topics1 question · ~9 min
Optimize a Business Process with DataMedium

Assesses structured problem solving from data understanding to measurable improvements.

Value PropositionUse CasesProduct VisionGoldman Sachs Bank
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