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BCG Data Scientist Interview Questions and Answers

Updated 26 Sep 2024

BCG Data Scientist Interview Experiences

2 interviews found

Interview experience
5
Excellent
Difficulty level
-
Process Duration
-
Result
-
Round 1 - Coding Test 

Machine Learning, Metrics

Interview experience
4
Good
Difficulty level
Moderate
Process Duration
Less than 2 weeks
Result
Selected Selected

I applied via Naukri.com and was interviewed before Jun 2023. There were 3 interview rounds.

Round 1 - Case Study 

Marketing case study

Round 2 - Case Study 

Ops case study for plant set up

Round 3 - HR 

(1 Question)

  • Q1. Salary expectation

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Interview questions from similar companies

Interview experience
5
Excellent
Difficulty level
Moderate
Process Duration
4-6 weeks
Result
Selected Selected

I applied via Approached by Company and was interviewed in May 2024. There were 3 interview rounds.

Round 1 - Coding Test 

DSA was asked. And general coding language questions were asked. Previous experience based questions were asked.

Round 2 - Coding Test 

Machine Learning, Generative AI, Deep learning interview questions. 2 Coding problems based on Algorithms.

Round 3 - Technical 

(3 Questions)

  • Q1. One systems design question was there.
  • Q2. Situations based problems was there.
  • Q3. Questions on Past experiences.
Interview experience
5
Excellent
Difficulty level
Moderate
Process Duration
Less than 2 weeks
Result
Selected Selected

I applied via Approached by Company and was interviewed in Oct 2024. There were 2 interview rounds.

Round 1 - Coding Test 

Combination logic on python

Round 2 - Technical 

(1 Question)

  • Q1. Explain classification
  • Ans. 

    Classification is a machine learning technique used to categorize data into different classes or categories based on past observations.

    • Classification involves training a model on labeled data to predict the class of new, unseen data points.

    • Common algorithms for classification include logistic regression, decision trees, support vector machines, and k-nearest neighbors.

    • Examples of classification tasks include spam email...

  • Answered by AI
Interview experience
3
Average
Difficulty level
-
Process Duration
-
Result
-
Round 1 - Coding Test 

It was on HackerRank

Round 2 - Case Study 

Building a reward points model.

Interview experience
3
Average
Difficulty level
-
Process Duration
-
Result
-
Round 1 - Technical 

(1 Question)

  • Q1. ML, DL, Data Science, Python
Round 2 - Technical 

(1 Question)

  • Q1. AI,ML, Data Science, Use cases
Interview experience
3
Average
Difficulty level
-
Process Duration
-
Result
-
Round 1 - Technical 

(2 Questions)

  • Q1. About BER GPT and transformers
  • Q2. Natural language processing
Interview experience
5
Excellent
Difficulty level
Moderate
Process Duration
6-8 weeks
Result
Selected Selected

I applied via Approached by Company and was interviewed before Sep 2023. There were 3 interview rounds.

Round 1 - Case Study 

Simple Data Science Case Study

Round 2 - Technical 

(1 Question)

  • Q1. Python knowledge related questions
Round 3 - Case Study 

Data Science Case Study

Interview experience
5
Excellent
Difficulty level
Moderate
Process Duration
Less than 2 weeks
Result
Selected Selected

I applied via Company Website and was interviewed before Sep 2022. There were 4 interview rounds.

Round 1 - Resume Shortlist 
Pro Tip by AmbitionBox:
Keep your resume crisp and to the point. A recruiter looks at your resume for an average of 6 seconds, make sure to leave the best impression.
View all tips
Round 2 - HR 

(1 Question)

  • Q1. Asked questions regarding my current role and responsibilities
Round 3 - Technical 

(1 Question)

  • Q1. Lots of questions related to Data Science coding test
Round 4 - Cultural Interview 

(1 Question)

  • Q1. Taken two rounds of test to check cultural and team fitment.
Interview experience
1
Bad
Difficulty level
-
Process Duration
-
Result
-
Round 1 - One-on-one 

(1 Question)

  • Q1. What is the difference between precision and recall
  • Ans. 

    Precision is the ratio of correctly predicted positive observations to the total predicted positives, while recall is the ratio of correctly predicted positive observations to the all observations in actual class.

    • Precision focuses on the accuracy of positive predictions, while recall focuses on the proportion of actual positives that were correctly identified.

    • Precision = TP / (TP + FP), Recall = TP / (TP + FN)

    • High prec...

  • Answered by AI

Skills evaluated in this interview

BCG Interview FAQs

How many rounds are there in BCG Data Scientist interview?
BCG interview process usually has 2 rounds. The most common rounds in the BCG interview process are Case Study, HR and Coding Test.
How to prepare for BCG Data Scientist interview?
Go through your CV in detail and study all the technologies mentioned in your CV. Prepare at least two technologies or languages in depth if you are appearing for a technical interview at BCG. The most common topics and skills that interviewers at BCG expect are Python, Artificial Intelligence, Machine Learning, Computer science and Predictive Modeling.

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