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      Circle K

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      Data Scientist Interview

      27 May 2022
      Anonymous interview candidate
      Gurgaon, Haryana
      No offer
      Positive experience
      Average interview

      Application

      I applied through a staffing agency. The process took 4 weeks. I interviewed at Circle K (Gurgaon, Haryana) in Apr 2022

      Interview

      Round 1: Case Study They will send a case study to be solved within a few days. I was given the Airline passenger satisfaction dataset from Kaggle along with some business questions. Tasks: 1. Build a ML-based model 2. EDA 3. Business questions Prepare a good .ipynb notebook with comments and observations. Round 2: L1 Discussion This was a discussion in reference to the case study solved. They will ask to share the screen and explain the end-to-end process. Questions: 1. Tell me about yourself (Experience, domains worked, type of projects handled, tools familiarity- python, pyspark, SQL, excel, ppt, flask, productionization experience) 2. Walk me through the case study (There would be questions from the case study related to the techniques used) 3. Working of Random Forest and Xgboost  4. Label encoding and one-hot encoding 5. Feature Selection criterion and feature importance 6. Unsupervised algorithms used 7. Hypothesis testing and different types of tests (t-test, ANOVA, chi-square, correlation, covariance) 8. Which time series algorithms have you used Round 3: L2 Discussion This will be a typical technical as well as scenario-based questionnaire round. Questions: 1. Introduction, experience, and project-related questions 2. Which confusion metric to be used for different scenarios 3. How to measure the effectiveness of a promotional offer at the store (A/b Testing) Round 4: L3 DiscussionThis will be a behavioral round with the leadership. 1. Introduction and experience 2. Strength, weakness, objectives, project learnings, and stakeholder communication challenges 3. How would you fit in the organization and your future goals But surprisingly, even after being a Fortune 200 company, HR stopped picking up my call and ignored my emails after 4 rounds of interviews and collecting payslips.

      Interview questions [1]

      Question 1

      I have shared the details above.
      1 Answer
      12

      Other Data Scientist interview reviews for Circle K

      Data Scientist Interview

      2 Apr 2026
      Anonymous interview candidate
      No offer
      Neutral experience
      Average interview

      Application

      I interviewed at Circle K

      Interview

      Interview questions were a mix of stats, machine learning and gen ai. Question of sql , python and numpy was asked. Past Project discussion and all, interviewer was supportive. Good

      Data Scientist Interview

      28 Jan 2026
      Anonymous interview candidate
      No offer
      Negative experience
      Difficult interview

      Application

      I applied through a recruiter. I interviewed at Circle K in Sept 2025

      Interview

      Met with a recruiter and then moved on to an interview with the hiring manager. Honestly, one of the weirdest interviews ever. His questions made no sense - it was like he came up with them on the spot (an example: write a SQL query out loud with words based on a couple tables he tried to describe verbally). When I asked him a few questions at the end and finished it off with asking him if there’s anything else he’d like to ask me, he literally laughed at me! I was actually so caught off guard that I didn’t know what to do. I dismissed myself from the hiring process right after that, not sure if I would have moved on, but given his reaction I’d assume not!

      Interview questions [1]

      Question 1

      Describe in pseudo code how to build a SQL query to get results from a couple of tables verbally explained (no visuals involved!)
      Answer question

      Data Scientist Interview

      9 Jan 2024
      Anonymous interview candidate
      Gurgaon, Haryana
      Declined offer
      Positive experience
      Average interview

      Application

      I applied online. I interviewed at Circle K (Gurgaon, Haryana) in Jan 2023

      Interview

      Interview was easy, it was set of 1 python, 1 ML, 1 visualisation, 2-3 sql questions. The questions is shared during interview and interviewer ask to solve it on shared screen.

      Interview questions [1]

      Question 1

      Create a scatter chart of given input
      Answer question

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