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      McKinsey & Company

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      Data Scientist Interview

      Nov 11, 2025
      Anonymous Interview Candidate
      London, England
      No offer
      Negative experience
      Difficult interview

      Application

      I applied online. The process took 1 week. I interviewed at McKinsey & Company (London, England)

      Interview

      This role was Data Scientist - Life Sciences and they were looking for someone with 2+ years of experience in stats, math, comp sci or equivalent + research experience. I received an automated email to say I'd been invited to take a HackerRank Assessment. The assessment was 2 hours long with 3 questions. The first two questions were advanced competitive programming puzzles that required obscure optimisations in order to pass all test cases. The HackerRank platform shows you only a small number of the total test cases and I found that my code passed all the ones I could see but was failing on the ones I could not see so it was very difficult to optimise as you're trying things totally blind. The third question was to build a machine learning model to make predictions on a data set (the data needed loading, predictions needed saving to a csv and a prediction error threshold was set). I'm not sure if it's just me but this test felt inappropriate for the job role. The two advanced programming puzzle was completely unrelated to any of the skills needed for the job. The third question was relevant but to only have two hours total when you needed to complete the puzzles was not enough time to actually build a decent model. I finished the first question, passed 6/13ish test cases on the second and then didn't have time for the only relevant question. Within minutes of submitting I recieved an email saying they wouldn't be taking my application further. Overall, I felt that this initial screening assessment was completely unreasonable for the time frame provided and the two algorithmic puzzles were irrelevant to the job role. The immediate failure email made this quite the demoralising experience overall and I think a bit of a waste of time.

      Interview questions [1]

      Question 1

      They asked me solve an advanced algorithmic puzzle
      Answer question

      Other Data Scientist Interview Reviews for McKinsey & Company

      Data Scientist Interview

      Jul 12, 2026
      Anonymous Interview Candidate
      No offer
      Positive experience
      Difficult interview

      Application

      I interviewed at McKinsey & Company

      Interview

      Recruiter screen — background, motivation, fit Online assessment — HackerRank/QuantHub covering coding, stats/ML theory (MCQ), and a timed end-to-end modeling challenge (load data → train → predict → export) 1-2 virtual technical interviews — ML depth, model tradeoffs, validation, SQL, sometimes a case blended with experimentation design Case interview(s) — interviewer-led, broader/more ambiguous than BCG/Bain; expects you to drive structure, ask for data, build MECE framework before naming a model PEI (Personal Experience Interview) — deeper than typical behavioral; 2-3 examples probed hard on tradeoffs, validation, and "explain this to a non-technical person"

      Interview questions [1]

      Question 1

      Walk me through a time you built a model, then explain: how would you validate it, and how would you explain the result to a client's CFO who's skeptical?
      Answer question

      Data Scientist Interview

      May 21, 2026
      Anonymous Interview Candidate
      Heredia
      No offer
      Positive experience
      Average interview

      Application

      I interviewed at McKinsey & Company (Heredia)

      Interview

      Mediante un phone screen y tambien con un examen de HackerRank para poder medir las cualidades de uno y asi poder obtener un assessment real sobre las habilidades de uno

      Interview questions [1]

      Question 1

      Algunas preguntas de data science
      Answer question

      Data Scientist Interview

      Jun 16, 2026
      Anonymous Interview Candidate
      Madrid
      No offer
      Neutral experience
      Difficult interview

      Application

      I applied through a staffing agency. I interviewed at McKinsey & Company (Madrid) in May 2026

      Interview

      Largo y con muchas exigencias, es un proceso a preparar pese que está bien guiado no sabes por qué tipo de sector va a llegar y es complejo, muy demandante y largo

      Interview questions [1]

      Question 1

      Tres personal experience interview, tres business cases, una technical experience interview.
      Answer question

      McKinsey & Company interviews FAQs

      • Data Scientist applicants have rated the interview process at McKinsey & Company with 3.3 out of 5 (where 5 is the highest level of difficulty) and assessed their interview experience as 57% positive. To compare, the company-average is 64.4% positive. This is according to Glassdoor user ratings.
      • Candidates applying for Data Scientist roles take an average of 57 days to get hired, when considering 83 user submitted interviews for this role. To compare, the hiring process at McKinsey & Company overall takes an average of 40 days.
      • Common stages of the interview process at McKinsey & Company as a Data Scientist according to 83 Glassdoor interviews include:

        Phone interview:  24%

        One on one interview:  19%

        Presentation:  19%

        Skills test:  12%

        Personality test:  8%

        IQ intelligence test:  6%

        Background check:  4%

        Group panel interview:  3%

        Other:  3%

        Drug test:  1%

      • Here are the most commonly searched roles for interview reports -

        1. Business Analyst(1624) ;
        2. Associate(1584) ;
        3. Engagement Manager(1151) ;
        4. Consultant(505) ;
        5. Executive Assistant(457) ;
        6. Analyst(391) ;
        7. Associate Partner(278) ;
        8. Senior Business Analyst(265) ;
        9. Business Presentation Specialist(248) ;
        10. Junior Associate(177) ;
        11. Senior Associate(177) ;
        12. Specialist(154) ;
        13. Senior Analyst(152) ;
        14. Intern(146) ;
        15. Manager(144) .


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