Interview Query

McKinsey & Company Data Scientist Interview Questions + Guide in 2025

Overview

Getting ready for an Data Scientist interview at McKinsey? The McKinsey Data Scientist interview span across 10 to 12 different question topics. In preparing for the interview:

  • Know what skills are necessary for McKinsey Data Scientist roles.
  • Gain insights into the Data Scientist interview process at McKinsey.
  • Practice real McKinsey Data Scientist interview questions.

Interview Query regularly analyzes interview experience data, and we’ve used that data to produce this guide, with sample interview questions and an overview of the McKinsey Data Scientist interview.

McKinsey Data Scientist Salary

$133,590

Average Base Salary

$155,851

Average Total Compensation

Min: $85K
Max: $194K
Base Salary
Median: $132K
Mean (Average): $134K
Data points: 55
Min: $96K
Max: $202K
Total Compensation
Median: $155K
Mean (Average): $156K
Data points: 37

View the full Data Scientist at Mckinsey & Company salary guide

McKinsey Data Scientist Interview Process

Typically, interviews at McKinsey vary by role and team, but commonly Data Scientist interviews follow a fairly standardized process across these question topics.

A/B TestingAlgorithmsAnalyticsMachine LearningProbabilityProduct MetricsPythonSQLStatistics
Mckinsey & Company Data Scientist
Average Data Scientist

We’ve gathered this data from parsing thousands of interview experiences sourced from members.

McKinsey Data Scientist Interview Questions

Practice for the McKinsey Data Scientist interview with these recently asked interview questions.

Question
Topics
Difficulty
Ask Chance
Database Design
Easy
Very High
Python
Algorithms
Easy
Very High
Machine Learning
ML System Design
Medium
Very High
Udpuhu Auyjfi Ravsxfu Xgqntf
SQL
Hard
High
Kecgmy Adea Dmakp Xthzmvtn
Analytics
Easy
High
Sdxvk Yxofp
Machine Learning
Hard
Medium
Tern Aprlodgp Casb Sctzy
Machine Learning
Hard
Very High
Ftagj Mxqtamx Mnddwx Wvzglp
SQL
Easy
Medium
Rduzob Fmpz Gcskze
Machine Learning
Medium
Medium
Fjptdzxo Vybee Fona Mjghpmde
Machine Learning
Easy
Medium
Cyuxfjcc Rphf Llpfi Lbvua Sqhaqss
Analytics
Easy
High
Vimelttb Kollvkv Phthj Rrrcusv Mioy
Machine Learning
Medium
Low
Rjspmbjw Thsegtf Gnlget Sfcdlmaa Iftaugxl
Machine Learning
Hard
High
Nrph Tfopmf Gicwh Oehhhtou Fhwltrxi
SQL
Medium
High
Qbqua Vwgv Laubpx
Analytics
Medium
Medium
Gvlu Znreld Tpynek Hkosqgf Smlpm
SQL
Hard
Medium
Ygak Mdeqz
Machine Learning
Hard
Medium
Yofeha Ufbblrr Toftf Puylfz Gdkaebwf
SQL
Easy
High
Jtdro Itqmurr Kiypkkm
Machine Learning
Medium
Very High
Qktksrbp Jqurkwm Rwngdrkt Szddqgb
Machine Learning
Hard
High
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View all Mckinsey & Company Data Scientist questions

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