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Quantumblack Data Science HackerRank Assessment?

Hi, I'm new to MBB. I recently received an invite to complete a 90 min
HackerRank assessment for a Data Scientist II role.

  • What is the number and type of questions I can expect?
  • Will it have SQL and both Data Structures & Algorithms?
  • How best and what all to prepare in a limited time (few days)?

Please share your thoughts. I would really appreciate it.
My sincerest thanks.

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Profile picture of Cristian
on Mar 19, 2026
Most awarded MBB coach on the platform | verified 88% success rate | ex-McKinsey | Oxford

Hi there,

I've worked with a couple of QB applicants. The process varies by role and office, so I recommend you address these questions directly to the recruiter. They are there to ensure you are as prepared as possible for the interview, and being clear on the format of the interview is critical. 

Once you get an answer from them, let me know and I'm happy to share my thoughts on how to approach the prep.

Best,
Cristian

Anonymous B
on Mar 19, 2026
Hi Cristian, I appreciate your reply. This is for Canada, Data Scientist II at QuantumBlack. The recruiter is currently out of office. The assessment invitation does say "The length and content will vary by role—from short, knowledge-based exercises of around 10 minutes to more in-depth, coding or modelling work lasting up to 90 minutes." Earlier in the invitation email there is also a (what I think is generic) "As part of this stage, you will complete a McKinsey-HackerRank online assessment. Depending on the position, this may include coding, data modelling, technical knowledge, or Excel-based exercises. This helps us deepen our understanding of your skill set or see how you approach complex problems using the tools and frameworks most relevant to your area of expertise."
Profile picture of Alessa
Alessa
Coach
on Mar 21, 2026
10% off 1st session | Ex-McKinsey Consultant & Interviewer | PEI | MBB Prep | Ex-BCG

hey there :)

for QuantumBlack / MBB data science roles, the HackerRank is usually around 4–6 questions in 90 minutes. expect a mix of Python/SQL coding, data manipulation, and basic algorithms, think arrays, strings, hash maps, maybe some sorting or searching.

don’t overcomplicate prep: focus on clean Python solutions, practice SQL joins/aggregations, and run through a few easy-medium LeetCode or HackerRank problems. timing is key, so simulate 90-min sessions once or twice to get comfortable.

the goal is correctness, clarity, and efficiency — they aren’t expecting super advanced algorithms.

best,
Alessa :)

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Ashwin
Coach
12 hrs ago
Ex-Bain | Help 500+ aspirants secure MBB offers

I do not have specific insider knowledge of the QuantumBlack HackerRank format but based on what candidates have shared and what is typical for data science roles at this level, here is what to expect.

For a Data Scientist II role: Expect three to five questions in 90 minutes covering Python or R, SQL, and possibly a stats or ML question. Heavy data structures and algorithms like you see in software engineering assessments are less likely. Focus on data manipulation, model evaluation, and analytical problem solving.

For SQL: know joins, window functions, aggregations, and subqueries.

For coding: practise pandas, clean functions, and edge cases. HackerRank rewards code that passes all test cases, not just the examples.

With a few days: one day on SQL on HackerRank, one day on medium Python data problems, one day on a full timed mock. Do not spread too thin.

Read each question fully before you start. Partial credit comes from passing some test cases even if not all.