Top 48
Prep plan
Updated weekly · Last refresh Oct 17

Ernst & Young Data Scientist Interview Questions

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

48questions
~7htotal time
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1
System DesignStart here. 6 questions · ~50 min
2
A/B Testing & Experimentation6 questions · ~50 min
Assumptions of Linear RegressionHard

Explain linear regression assumptions and connect violations to trustworthy A/B test analysis.

experiment designMDEGuardrail MetricsErnst & Young
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3
Statistics & Probability5 questions · ~42 min
R-Squared vs Adjusted R-SquaredMedium

Explain how R-squared and adjusted R-squared differ, including their formulas, interpretation, and use in regression model selection.

BiasRegressionstatisticsErnst & Young
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4
Machine Learning12 questions · ~100 min
Algorithm Selection for BusinessHard
Recently asked

Choose and validate an ML algorithm by aligning business objectives, data characteristics, operational constraints, and evaluation metrics.

model selectionmodel choicebusiness problemErnst & Young
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5
Behavioral & Leadership12 questions · ~100 min
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6
More topics7 questions · ~58 min
Model Evaluation Metrics Trade-offsHard
Recently asked

Explain how to select and balance model evaluation metrics when business objectives and error costs differ.

Trade-offsevaluation metricsPrecisionErnst & Young
SQL Window Functions ExperienceMedium
Practice
Recently asked

Use SQL window functions to rank regions by average 2024 yield within each country.

Window FunctionsJoinsData ManipulationErnst & Young
Transformers, Preprocessing, and RAGHard
Recently asked

Design a practical Transformer-based RAG pipeline for preprocessing documents, retrieving evidence, generating answers, and evaluating groundedness.

Language Modelsdata preprocessingtransformersErnst & Young
Diagnose Product Metric DropsMedium
Recently asked

Tests root-cause analysis using metrics, segmentation, and data validation.

product metricsDiagnosisAnalysisErnst & Young
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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 48 questions plus 2 hands-on drills to finish this plan.