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Deloitte Senior Data Scientist Interview Questions, Process, and Tips

Updated 28 Mar 2025

Top Deloitte Senior Data Scientist Interview Questions and Answers

View all 7 questions

Deloitte Senior Data Scientist Interview Experiences

5 interviews found

Interview experience
1
Bad
Difficulty level
Moderate
Process Duration
Less than 2 weeks
Result
Not Selected

I applied via Approached by Company and was interviewed in Mar 2024. There were 5 interview rounds.

Round 1 - Technical 

(1 Question)

  • Q1. MLOps vs DevOps
  • Ans. 

    MLOps focuses on machine learning model deployment and management, while DevOps focuses on software development and IT operations.

    • MLOps is specifically tailored for machine learning models, ensuring they are deployed, monitored, and managed effectively.

    • DevOps is a broader practice that focuses on collaboration between development and operations teams to automate and streamline the software development process.

    • MLOps inc...

  • Answered by AI
Round 2 - Technical 

(1 Question)

  • Q1. Docker Containers
Round 3 - Technical 

(1 Question)

  • Q1. ML Deployment, Docker Containers
Round 4 - HR 

(1 Question)

  • Q1. Compensation, Fixed Salary
Round 5 - Technical 

(1 Question)

  • Q1. Coding in Python using explode
  • Ans. 

    Explode function in Python is used to split a string into a list of strings based on a specified delimiter.

    • Use the explode function from the pandas library to split a string column into multiple rows in a DataFrame.

    • Specify the delimiter parameter to define how the string should be split.

    • For example, df['column'].str.split('delimiter').explode() will split the strings in 'column' based on 'delimiter' and create a new ro

  • Answered by AI

Interview Preparation Tips

Interview preparation tips for other job seekers - Never believe Deloitte Company. HR would give promises after finishing the HR round which is the last round in most of the companies. Later, they scheduled another round immediately without informing prior and informed that you got rejected after that round.
The candidate gave a counteroffer letter to HR and HR was fully aware of the joining date in that company. But still, HR made a promise on the phone she would give the offer letter a day or two days after the final round ie, HR. The next day HR called me to go through another round with the director and later said you got rejected. The candidate rejected the counteroffer letter and listened to the words of Deloitte HR's promise. So never believe these HR representatives of Deloitte, they will make you go jobless. Very PATHETIC experience. BEWARE OF SUCH FRAUDSTERS.

Skills evaluated in this interview

Interview experience
4
Good
Difficulty level
Moderate
Process Duration
Less than 2 weeks
Result
No response

I appeared for an interview in Feb 2025, where I was asked the following questions.

  • Q1. What if Scenarios Questions
  • Q2. Coding Question

Senior Data Scientist Interview Questions Asked at Other Companies

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Q5. How do you handle large amount of data in financial domain?
Interview experience
3
Average
Difficulty level
-
Process Duration
-
Result
-
Round 1 - Technical 

(3 Questions)

  • Q1. Questions related to resume
  • Q2. Why are changing the job?
  • Q3. How many years of experience and what are different projects you worked on
Round 2 - Technical 

(1 Question)

  • Q1. Questions related to ML
Interview experience
4
Good
Difficulty level
Moderate
Process Duration
Less than 2 weeks
Result
Not Selected

I applied via Naukri.com and was interviewed in Jan 2023. There were 2 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 - Technical 

(2 Questions)

  • Q1. About the projects I have worked
  • Q2. Similarity score of document and word
  • Ans. 

    Similarity score measures the degree of similarity between two documents or words.

    • Similarity score can be calculated using various techniques such as cosine similarity, Jaccard similarity, and Euclidean distance.

    • Cosine similarity measures the cosine of the angle between two vectors, while Jaccard similarity measures the intersection over union of two sets.

    • Euclidean distance measures the distance between two points in a...

  • Answered by AI

Interview Preparation Tips

Interview preparation tips for other job seekers - About the projects I have done
What are the evaluation metrics
similarity scores

Deloitte interview questions for designations

 Data Scientist

 (19)

 Senior Data Analyst

 (2)

 Data Scientist Consultant

 (2)

 Data Science

 (1)

 Data Science Consultant

 (3)

 Associate Data Analyst

 (2)

 Data Analyst Intern

 (1)

 Data Scientist and Machine Learning Engineer

 (1)

I applied via Recruitment Consulltant and was interviewed in Jan 2022. There was 1 interview round.

Round 1 - One-on-one 

(4 Questions)

  • Q1. What is MLE in logistic regression?
  • Ans. 

    MLE is a method used to estimate the parameters of a logistic regression model.

    • MLE stands for Maximum Likelihood Estimation

    • It is used to estimate the parameters of a logistic regression model

    • The goal is to find the values of the parameters that maximize the likelihood of observing the data

    • The likelihood function is the product of the probabilities of observing each data point given the model parameters

    • The optimization ...

  • Answered by AI
  • Q2. Explain logistic regression
  • Ans. 

    Logistic regression is a statistical method used to analyze and model the relationship between a binary dependent variable and one or more independent variables.

    • It is used for classification problems where the dependent variable is binary

    • It estimates the probability of an event occurring based on the input variables

    • It uses a sigmoid function to map the input values to a probability score

    • It is a linear model that uses m...

  • Answered by AI
  • Q3. Assumptions of logistic regression
  • Ans. 

    Assumptions of logistic regression

    • Dependent variable is binary

    • Linear relationship between independent and log odds

    • No multicollinearity among independent variables

    • No outliers or influential observations

    • Large sample size

  • Answered by AI
  • Q4. How do you measure accuracy of document classification?
  • Ans. 

    Accuracy of document classification can be measured using metrics like precision, recall, F1 score, and confusion matrix.

    • Precision measures the proportion of true positives among all predicted positives.

    • Recall measures the proportion of true positives among all actual positives.

    • F1 score is the harmonic mean of precision and recall.

    • Confusion matrix shows the number of true positives, true negatives, false positives, and...

  • Answered by AI

Interview Preparation Tips

Interview preparation tips for other job seekers - Be thorough with your resume. Be prepared to answer questions on atleast one machine learning algorithm (of your choice)

Skills evaluated in this interview

Get interview-ready with Top Deloitte Interview Questions

Interview questions from similar companies

I appeared for an interview before Jan 2021.

Round 1 - Coding Test 

(1 Question)

Round duration - 60 minutes
Round difficulty - Easy

This was an online aptitude round on the Talview platform which we can give from our Home. To attempt this test, we have been given a window of 12-24 hours. It was a proctored online test. The round consisted of 60 aptitude questions in 60 minutes of time without any negative marking. The aptitude test consisted of various questions of Logical Reasoning, Mental Ability, Data Interpretation Questions, Numerical Reasoning.

  • Q1. 

    Matrix Transpose Problem Statement

    Given a matrix MAT, your task is to return the transpose of the matrix. The transpose of a matrix is obtained by converting rows into columns and vice versa. Specificall...

  • Ans. 

    Transpose a given matrix by switching rows and columns.

    • Iterate through the matrix and swap elements at [i][j] with [j][i].

    • Create a new matrix to store the transposed values.

    • Ensure the dimensions of the transposed matrix are reversed from the original matrix.

  • Answered by AI
Round 2 - Video Call 

Round duration - 30 minutes
Round difficulty - Medium

This was a video interview round taken immediately after the Aptitude test, it was a proctored round on Talview platform. This round consisted of 8 questions, we have to answer each question in the span of 3 mins and 10 secs were given for reading the question, our audio and video was being recorded while answering those questions. Our soft skills were being judged in this round. The questions basically consisted of HR questions and Guesstimates

Round 3 - Video Call 

Round duration - 120 minutes
Round difficulty - Hard

This round was the case study round, in this round, we were provided a case study which we had to solve in 1 hour using pen and paper and had to share the answers of the case study questions in a PDF format to the HR, the questions were related to market share, advertisement strategies, and can be easily solved using basic mathematics. After this, there was be a one-to-one interview on Zoom Platform in which the interviewer will ask you to describe your approach for every question you have solved in the case study, they will not ask for the exact answer, all they ask is about your approach that you have used to solve a particular problem and the way you explain it. They may or may not ask some guesstimates or puzzles as well in this round. The interviewer was very friendly and he gave me hints as well if I was stuck somewhere.

Round 4 - Video Call 

(1 Question)

Round duration - 60 minutes
Round difficulty - Hard

The next round was the Behavioral interview round, in this round, the interviewer asked me about my projects and some guesstimates or puzzles. This round was for 1 hour. The interviewer was very friendly and helpful, she helped me if I was stuck somewhere, she kept me calm during the interview process.

  • Q1. How many people do you estimate watched Ramayana/Mahabharat during the first month of the Covid lockdown in 2020?
Round 5 - Video Call 

(1 Question)

Round duration - 40 minutes
Round difficulty - Hard

The fit round was my final interview round, in this, you will meet the manager/Principal from the company. They will basically check whether you are fit for the organization. They ask about the projects I have done in college/internships. Some basic questions like what are your strengths and weaknesses, why do you want to join the company and some guesstimates or puzzles as well.
On-campus, the behavioral and fit interview rounds were combined into one.
This round was of 40 minutes and the interview was taken on Zoom, the interviewer was helpful and sweet.

  • Q1. How many pizzas are sold in one day in Pune?
  • Ans. 

    The number of pizzas sold in Pune in one day varies depending on factors like day of the week, weather, events, etc.

    • The number of pizzas sold in Pune can range from hundreds to thousands in a day.

    • Factors like day of the week (weekend vs weekday), weather (rainy vs sunny), events (festivals, holidays) can impact the sales.

    • Popular pizza outlets in Pune like Domino's, Pizza Hut, etc. contribute to the overall sales.

    • Data f...

  • Answered by AI

Interview Preparation Tips

Professional and academic backgroundI applied for the job as Data Analyst in GurgaonEligibility criteriaAbove 6.5 CGPA in B. TechZS Associates interview preparation:Topics to prepare for the interview - Aptitude, Guesstimates, Puzzles, HR questions, Resume Related QuestionsTime required to prepare for the interview - 2 monthsInterview preparation tips for other job seekers

Tip 1 : Prepare well for guesstimates and puzzles.
Tip 2 : Practice Data Interpretation Questions.
Tip 3 : Be well versed with your projects.

Application resume tips for other job seekers

Tip 1 : The resume should be very precise and concise
Tip 2 : Do not add such skills in your resume in which you're not comfortable.

Final outcome of the interviewSelected

Skills evaluated in this interview

I applied via Naukri.com and was interviewed before Oct 2020. There were 3 interview rounds.

Interview Questionnaire 

2 Questions

  • Q1. Write a query where all the customer name start with A
  • Ans. 

    Query to retrieve all customer names starting with A.

    • Use the SELECT statement to retrieve customer names.

    • Use the LIKE operator with the pattern 'A%' to match names starting with A.

    • Specify the table and column name where the customer names are stored.

    • Example: SELECT customer_name FROM customers WHERE customer_name LIKE 'A%';

  • Answered by AI
  • Q2. Write a query where we'll get state wise sales summary report. Actually in this query we have to join multiple table and finding the rank .

Interview Preparation Tips

Interview preparation tips for other job seekers - Interview was extremely easy and smooth.

Skills evaluated in this interview

Interview Questionnaire 

1 Question

  • Q1. What's your exposure to data science before this application
  • Ans. 

    I have exposure to data science through my academic background and previous work experience.

    • Studied data analysis and statistics in college

    • Worked as a data analyst for a marketing firm

    • Completed online courses in machine learning and data visualization

    • Participated in data-driven projects during internships

  • Answered by AI

Skills evaluated in this interview

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

I applied via Naukri.com and was interviewed before May 2023. There were 2 interview rounds.

Round 1 - Technical 

(1 Question)

  • Q1. Almost everything on Power BI
Round 2 - One-on-one 

(1 Question)

  • Q1. Behavioral skills
Interview experience
4
Good
Difficulty level
-
Process Duration
-
Result
-
Round 1 - Aptitude Test 

Basic maths questions, just be very quick

Round 2 - Case Study 

Sales report, asked to analyzs data and take steps accordingly to upheld company's profit.

Round 3 - HR 

(1 Question)

  • Q1. Puzzles, riddles, guesstimates, need good communication skills

Deloitte Interview FAQs

How many rounds are there in Deloitte Senior Data Scientist interview?
Deloitte interview process usually has 2-3 rounds. The most common rounds in the Deloitte interview process are Technical, One-on-one Round and Resume Shortlist.
What are the top questions asked in Deloitte Senior Data Scientist interview?

Some of the top questions asked at the Deloitte Senior Data Scientist interview -

  1. How do you measure accuracy of document classificati...read more
  2. What is MLE in logistic regressi...read more
  3. Similarity score of document and w...read more

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Deloitte Senior Data Scientist Interview Process

based on 4 interviews

1 Interview rounds

  • Technical Round
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