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Prep plan
Updated weekly · Last refresh Aug 30

Goldman Sachs Data Scientist Interview Questions

The questions to prepare for a Goldman Sachs Data Scientist interview. Questions from real interview reports rank first. Updated weekly.

21questions
~3htotal time
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1
MetricsStart here. 3 questions · ~24 min
Choose Metrics for Feature SuccessMedium

Define a metric framework for evaluating a new feature, from immediate adoption signals to long-term retention impact.

Funnel AnalysisKPIsLeading IndicatorsGoldman Sachs
Define Success for a New FeatureEasy

Define the right metrics to judge whether a new product feature is successful.

KPIsConversion RateLeading IndicatorsGoldman Sachs
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2
SQL & Data Manipulation3 questions + 3 drills · ~54 min
3
Machine Learning5 questions · ~40 min
Bagging vs Boosting ExplainedMedium

Explain how bagging and boosting differ, and identify a representative algorithm for each ensemble method.

Ensemble Methodsmodel trainingSupervised LearningGoldman Sachs
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4
Behavioral & Leadership6 questions · ~48 min
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5
More topics4 questions · ~32 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 MismatchGoldman Sachs
Discuss Model Evaluation TechniquesMedium

Explain your approach to model evaluation, including how you choose and interpret metrics for different ML problems.

PrecisionAccuracyRecallGoldman Sachs
Statistical Significance in PracticeMedium

Tests understanding of hypothesis testing and how it informs data-driven decisions.

Data AnalysisStatistical SignificanceGoldman Sachs
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The finish line: interview-readyComplete all 21 questions plus 3 hands-on drills to finish this plan.