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JPMorgan Chase & Co. Lead Data Scientist Interview Questions and Answers for Experienced

Updated 14 Jun 2024

JPMorgan Chase & Co. Lead Data Scientist Interview Experiences for Experienced

1 interview found

Interview experience
3
Average
Difficulty level
Moderate
Process Duration
Less than 2 weeks
Result
Not Selected

I applied via Referral and was interviewed in May 2024. There was 1 interview round.

Round 1 - Technical 

(4 Questions)

  • Q1. Given a variable, how to do Linear Regression?
  • Ans. 

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

    • Collect data on the variables of interest

    • Plot the data to visualize the relationship between the variables

    • Choose a suitable linear regression model (simple or multiple)

    • Fit the model to the data using a regression algorithm (e.g. least squares)

    • Evaluate the model's performance using ...

  • Answered by AI
  • Q2. How Linear Regression handles noise?
  • Ans. 

    Linear Regression minimizes noise by fitting a line that best represents the relationship between variables.

    • Linear Regression minimizes the sum of squared errors between the actual data points and the predicted values on the line.

    • It assumes that the noise in the data is normally distributed with a mean of zero.

    • Outliers in the data can significantly impact the regression line and its accuracy.

    • Regularization techniques l...

  • Answered by AI
  • Q3. Solve two equations to find coefficients?
  • Ans. 

    Use linear algebra to solve for coefficients in two equations.

    • Set up the two equations with unknown coefficients

    • Solve the equations simultaneously using methods like substitution or elimination

    • Example: 2x + 3y = 10 and 4x - y = 5, solve for x and y

  • Answered by AI
  • Q4. Probability question on picking a red ball from Red, blue, black ball bag with replacement.

Interview Preparation Tips

Interview preparation tips for other job seekers - JPMC mainly uses traditional machine learning algorithms for interpretability. Not so much scope for progress if you want to work for cutting-edge technology.

Skills evaluated in this interview

Interview questions from similar companies

I applied via Referral and was interviewed before Jan 2020. There were 6 interview rounds.

Interview Questionnaire 

8 Questions

  • Q1. What is amortization?
  • Ans. 

    Amortization is the process of spreading out a loan into smaller, regular payments over a period of time.

    • It is used to pay off a debt over time with regular payments

    • Each payment includes both principal and interest

    • The amount of interest decreases over time as the principal is paid off

    • Examples include mortgages, car loans, and student loans

  • Answered by AI
  • Q2. What is WASO, TSO and EPS?
  • Ans. 

    WASO is Wake After Sleep Onset, TSO is Total Sleep Time, and EPS is Earnings Per Share.

    • WASO is the amount of time spent awake after initially falling asleep.

    • TSO is the total amount of time spent sleeping, including both REM and non-REM sleep.

    • EPS is a financial metric that represents the portion of a company's profit allocated to each outstanding share of common stock.

    • WASO and TSO are commonly used in sleep studies, whi

  • Answered by AI
  • Q3. What are the elements which are present in all the financial statements like BS,IS and CF.
  • Ans. 

    The financial statements (BS, IS, CF) have common elements such as assets, liabilities, equity, revenue, expenses, and cash flows.

    • Assets: resources owned by the company

    • Liabilities: obligations owed by the company

    • Equity: residual interest in the assets of the company

    • Revenue: income generated by the company

    • Expenses: costs incurred by the company

    • Cash flows: inflows and outflows of cash

  • Answered by AI
  • Q4. What is the effect of stock split on market capitalisation of a company?
  • Ans. 

    A stock split increases the number of shares outstanding and decreases the price per share, but does not affect the market capitalisation.

    • Stock split does not affect the total value of the company

    • Market capitalisation remains the same after a stock split

    • Stock split increases the number of shares outstanding and decreases the price per share

    • For example, if a company has 1 million shares outstanding and the stock splits ...

  • Answered by AI
  • Q5. Components of Cash flow statements?
  • Ans. 

    Cash flow statements have three main components: operating activities, investing activities, and financing activities.

    • Operating activities: cash inflows and outflows from the company's core business operations.

    • Investing activities: cash inflows and outflows from buying or selling long-term assets.

    • Financing activities: cash inflows and outflows from borrowing or repaying debt, issuing or buying back stock, and paying di...

  • Answered by AI
  • Q6. How is EPS caluclated?
  • Ans. 

    EPS is calculated by dividing the company's net income by the number of outstanding shares.

    • EPS = Net Income / Outstanding Shares

    • Net Income is the company's total earnings after expenses and taxes

    • Outstanding Shares are the total number of shares issued by the company

    • EPS is an important metric for investors to evaluate a company's profitability

    • Higher EPS indicates better profitability and potential for higher dividends

  • Answered by AI
  • Q7. About your last company and role? Why you want to leave the company?
  • Q8. Abou the role,. Any info on the role that you are applying?

Interview Preparation Tips

Interview preparation tips for other job seekers - Go through the financial statements. Check all ratios with respect to statements. Be clear about the job profile. Read about the company.

Skills evaluated in this interview

Interview Preparation Tips

Round: Test
Experience: There were 15 questions from quant’s, 10 questions from data interpretation with 1 mark each and -.5 for wrong answer also there were 2 case studies with 10 marks each with no –ve marks. Total 45 marks question, I did only 9 from quant and 7 from DI total 16 out of 25 questions and didn’t touch case studies. Quanta and DI were very basics level.

In those 16, 1 question was wrong so basically I did 14.5 out of 45, but with a accuracy of 90%. Didn’t expect to get shortlisted but was very tensed and angry upon myself coz it was my level paper. But around 12 mid night shortlist came and I was at 11th position out of 31 students in the list.

There were total around 90 students who appeared for written test. They allowed Mtech and Mca guys not Btech.
Total Questions: 25

Round: TECHNICAL INTERVIEW
Experience: I went there and greeted him. Firstly he told me to introduce myself, later he asked what I like the most. I told analytical thinking and logical reasoning and yeah I relate it with data base.(since I knew they came for Data analyst profile).

He asked me about join, gave me a table and told me to perform all joins. I did that and he asked me about Order by clause and, having clause then asked me normal forms up to bcnf.

Later asked about pl/sql difference b/w sql and pl/sql, what is trigger explain in detail. Some basics questions of DBMS theory asked me about my 2 projects and at the end he gave me a situation where I have a grocery shop outside nit Surathkal, and from last few days/months I realized a downfall in sales, what possible reasons could I find? I gave him 8 reasons within 2/3 mins. He was impressed…

After 1st round out of 31 only 13 were selected and I was there in d list.

Round: TECHNICAL INTERVIEW
Experience: As soon as I entered the room, mam told me “Ooo tum aao aao ”. I smiled because I was the 1st guy during presentation who asked the first question (she made every1 clap for me there) and she remembered my face. And eventually she did study from IIT Kanpur so yes she was able to speak fluent Hindi (plus point for guys like me :p). with her there was a guy he asked me to write code for taking a no and converting it into binary and 1 question from array- very simple later she gave me a table with employee id, order date and order amount. A customer can place max 1 order in 1 day. I had to find the latest transaction of every customer with amount as well. i did it using max function over date and group by with sub query, she asked me about my resume at the end she gave me 7,9,21,63,100 and told me to find the no of numbers between 1 to 50000 which are exactly divisible by all, i did it in 1 min.

but she was smiling, I thought I made some mistake in hurry, then I asked mam m I doing right or wrong (in curiosity as I find very comfortable there) she smiled and said “Chalo bhago ynha se ye interview h ”.I said sorry but yeah she was impressed with my interview so told ki “you will learn all these things very quickly”.

Round: TECHNICAL INTERVIEW
Experience: After 2nd round 9 were selected and I was one of them. It was basically a Managerial round and it scheduled over Skype. I had to introduce myself as well as my family background. Here comes the harder part when he asked me why you have such a poor academic back ground? I was speechless for a moment but I started telling the truth.

I told despite getting 68% marks in my 10th I was the third topper of my class. I got 60.66 % in 12th but yeah there also out of 700 students only 14 got first division. So basically I concluded that in my state board marking is not that much good. He said ok but what happened in graduation(64%) when you studied in Delhi?(what to say now :p) I said sir I did it from IGNOU and you can Google the fact that even less than 5% of student are able to clear the degree in 3 years. Later I explicitly mentioned that I m not blaming my boards but this is the fact which can’t be change.

Now He asked what happened in PG here also you scored only 7.50 CGPA which is less than even standard score of 8(Meri to jaan hi nikal gayi :p). Then I told him that sir u can see my pointer in first semester is very less close to 6.5 but after that I constantly improved myself. He was smiling …..

He asked me about my family background and then I told him how I struggled, I was giving tuition in my grads to continue my education and after grads took a gap of 1 year and cleared all MCA entrance examination and now sitting in front of him.

Later asked about my best qualities….i told him that I can lead group of people very well. I gave example of me being captain of my department cricket team and I was class monitor through 3rd to 12th std and also some stuff regarding my college events. He noted down something .I don’t know what.

I was not sure that I could clear that interview. When the result came they called all 9 students and said that they find is difficult to eliminate 4 names .i was sure that I m out of picture now but fortunately my name was at 2nd position. Wowwwww

Round: HR Interview
Experience: It was telephonic round and just my hobbies and all, he asked me about my poetry writing hobby as well as Hindi Shayaris. I was told to recite 1 …when he listened, he was very impressed…

College Name: IIT KANPUR

I applied via Campus Placement

Interview Preparation Tips

Round: Resume Shortlist
Experience: My resume had a couple of projects and a paper publication added to it, which was a part of my second year intern at TCS Innovation Labs.

Tips: I believe that the resume shortlist to appear for the test is just a formality and not a big deal to get through. Most of the students are allowed to appear for the test which is where, the main shortlisting occurs.
Although, the company does cut off people from certain departments. For example, none of the Agriculture and food engineering students were shortlisted for appearing for the test.
Also, from what I have heard, the company runs resumes through a program to take out the shortlist. Hence, certain key words such as "Scholar" or "Conference" may get you a good chance to get through the shortlisting.

Round: Test
Experience: The test is mainly quant based and how fast you can think and rationalize. They expect excellent speed; they ask you 20 questions to be answered in 30 minutes.
Tips: Normally, if a student is asked to appear for this right after his JEE examination, he would be able to get through it easily. But since our analytical thinking goes way down once we actually get in, it has to be worked upon again. I'd suggest you to solve all the quant questions of any CAT preparatory book for the American Express test. The test questions are quite similar to those that the CAT students prepare for.

Round: Technical Interview
Experience: In general, the American Express interviews are considered to be pretty peaceful compared to the interviews of other companies. I was just asked about my work at TCS Innovation Labs and the paper I would be publishing based on that work and the courses I have done in Data Analytics and what all do I know in it. They do not test the knowledge you say you possess.
Tips: While I was preparing for my interview, I was told to read about Amex and its products. Secondly, and most importantly, I was aksed to read a lot about credit card frauds and suggest ways of preventing that. Even during my time, a lot of people were asked about this and judged severely on that. This is a must must if you would be appearing for its interview.

Also, you would do well if you are able to connect with the interviewer. For instance, if both of you have been a part of the same inter IIT or have the same tastes, etc.

Also, the interviews are that peaceful that you are able to direct the interview in your favour. There are certain parts of your CV that you can easily talk about and certain parts that you would want to avoid. If you are able to think on your feet, it is easy to re direct the interview in your favour and the things that you would like to talk about; in my case, it was my work at TCS.

Round: Puzzle Interview
Experience: The main decision whether you have to be taken in or not is decided in your first round of interview after which, the puzzle interview is just a formality and to find out whether you are able to think on your feet or not. Not a big deal, pretty easy.
Tips: Nothing to be worried about, the puzzles asked are pretty easy and most probably, you would have already heard them if you have a nag of solving puzzles.

General Tips: Do not worry or stress yourself much. The interview is pretty easy if you have an edge in the skills that the company wants. I had started studying Data Analytics in my second year summer vacations, just 1 hour a day for hardly about a month. Which gave me enough of an edge. The main hurdle lies in getting through the test round where about 300 people are simply cut off.
Skill Tips: You should be able to code efficiently. Knowledge in Python and SQL is a big plus.
Also, I had done a course on Coursera called "Machine Learning" of Stanford University. Today, the company does not expect a lot of knowledge in Data Analytics from students which is why this course gave me the edge I needed to get through the interview. It's a pretty easy course and not very demanding. I would recommend this if you want to find out even whether you'd be interested in Data Analytics or not.
I was asked about the things I know and whether I have ever implemented them.
Skills: Analytics And Coding
Duration: 2
College Name: IIT Kharagpur
Motivation: American Express is known to have a good working culture and is currently the third best company to work for in India. The internship stipend is largest compared to any other company in India along with accommodation and travel. The company has a well structured internship program and also has good challenging work to offer.
Funny Moments: After the test, I was not shortlisted for the interview round.. Which broke my heart.
Just after the presentation, I walked up to the person presenting and handed him a hard copy of my resume asking him to at least give me a shot at the interview if they think my profile is good enough.
I believe that this was a turning point of this entire experience. I believe, at that moment itself, I gained their favour to take me in. Which is probably why my interview was peaceful, which is probably why I could get through even though my interview was the last among a bunch of 25 students..

Interview Questionnaire 

1 Question

  • Q1. What are the financial statements? How cost sheet of bank different from cost sheet of manufacturing company? What is debt to equity ratio? What is stock option? What is Stock split? What is lease financin...
  • Ans. 

    Financial statements, cost sheet, debt to equity ratio, stock option, stock split, lease financing, profitability ratios.

    • Financial statements are reports that show the financial performance of a company.

    • Cost sheet of a bank includes interest expenses and income, while cost sheet of a manufacturing company includes direct and indirect costs.

    • Debt to equity ratio is a financial ratio that shows the proportion of debt and ...

  • Answered by AI

Interview Questionnaire 

1 Question

  • Q1. Finance questions, account concepts,ifrs

I applied via Company Website and was interviewed in Nov 2020. There were 5 interview rounds.

Interview Questionnaire 

1 Question

  • Q1. Fund, indexes, financial products and definitions, stocks and so on.

Interview Preparation Tips

Interview preparation tips for other job seekers - Prepare well in advance..make notes and research about the company and profile.

Data Analyst Interview Questions & Answers

Morningstar user image Prashant Chourasiya

posted on 12 Oct 2022

I applied via Naukri.com and was interviewed in 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 - Aptitude Test 

Equity related then aptitude and grammer

Round 3 - Technical 

(3 Questions)

  • Q1. What is promissory note?
  • Ans. 

    A promissory note is a written promise to pay a specific amount of money at a certain time.

    • It is a legal document that outlines the terms of a loan or debt.

    • It includes the amount borrowed, interest rate, repayment schedule, and consequences of default.

    • Examples include personal loans, student loans, and business loans.

    • Promissory notes can be bought and sold as a form of investment.

    • They are enforceable by law and can be

  • Answered by AI
  • Q2. What is bank reconciliation statement?
  • Ans. 

    Bank reconciliation statement is a document that compares the bank statement with the company's accounting records.

    • It helps to identify any discrepancies between the two records.

    • It includes details of deposits, withdrawals, and bank charges.

    • It ensures the accuracy of the company's financial records.

    • It is usually prepared monthly.

    • Example: If the bank statement shows a withdrawal of $100 but the company's records show a ...

  • Answered by AI
  • Q3. What do you mean by Payables turnover ratio?
  • Ans. 

    Payables turnover ratio is a financial metric that measures how quickly a company pays off its suppliers.

    • It is calculated by dividing the cost of goods sold by the average accounts payable balance.

    • A high ratio indicates that a company is paying off its suppliers quickly, while a low ratio suggests that it is taking longer to pay its bills.

    • The ratio can be used to assess a company's liquidity and its ability to manage i...

  • Answered by AI
Round 4 - Technical 

(2 Questions)

  • Q1. How do you deal with monotonous work?
  • Q2. Features of promissory note.
  • Ans. 

    A promissory note is a legal document that contains a promise to pay a specific amount of money to a person or entity.

    • It is a written promise to pay a debt

    • It includes the names of the parties involved

    • It specifies the amount of money to be paid

    • It outlines the terms of repayment, including interest rates and due dates

    • It can be secured or unsecured

    • It can be negotiable or non-negotiable

  • Answered by AI

Interview Preparation Tips

Interview preparation tips for other job seekers - Be Prepared with financial statements.
Stay calm.
Test was easy.
Interview experience
4
Good
Difficulty level
Moderate
Process Duration
Less than 2 weeks
Result
-

I applied via Walk-in

Round 1 - Technical 

(2 Questions)

  • Q1. Explain Data types in SQL?
  • Ans. 

    Data types in SQL define the type of data that can be stored in a column of a table.

    • Data types include integer, float, text, date, boolean, etc.

    • Each data type has specific properties and constraints.

    • Examples: INT for integers, VARCHAR for variable-length character strings.

  • Answered by AI
  • Q2. Explain the difference between DBMS and RDBMS?
  • Ans. 

    DBMS is a software system that manages databases, while RDBMS is a type of DBMS that stores data in a structured format using tables.

    • DBMS stands for Database Management System, which is a software system that allows users to interact with a database.

    • RDBMS stands for Relational Database Management System, which is a type of DBMS that stores data in a structured format using tables with relationships between them.

    • RDBMS e...

  • Answered by AI

Skills evaluated in this interview

Interview experience
1
Bad
Difficulty level
Easy
Process Duration
Less than 2 weeks
Result
No response

I applied via Naukri.com and was interviewed in Dec 2024. There was 1 interview round.

Round 1 - Technical 

(2 Questions)

  • Q1. Interview was taken in malad on interface 7 building The relationship officer Vaibhav Panchal . He assigned Interviewer the way he was talking he was not able to speak in english half of the question i was...
  • Q2. His english was poor How you will get the customer count who speak in english? he didn't gave me which table to fetch from ? * question changed get the customer from one table and count from the other ...

Interview Preparation Tips

Interview preparation tips for other job seekers - They intend to hire from internal referrals, why waste our time and your

JPMorgan Chase & Co. Interview FAQs

How many rounds are there in JPMorgan Chase & Co. Lead Data Scientist interview for experienced candidates?
JPMorgan Chase & Co. interview process for experienced candidates usually has 1 rounds. The most common rounds in the JPMorgan Chase & Co. interview process for experienced candidates are Technical.
How to prepare for JPMorgan Chase & Co. Lead Data Scientist interview for experienced candidates?
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 JPMorgan Chase & Co.. The most common topics and skills that interviewers at JPMorgan Chase & Co. expect are Machine Learning, Python, Financial Services, Data Analysis and Data Processing.
What are the top questions asked in JPMorgan Chase & Co. Lead Data Scientist interview for experienced candidates?

Some of the top questions asked at the JPMorgan Chase & Co. Lead Data Scientist interview for experienced candidates -

  1. Given a variable, how to do Linear Regressi...read more
  2. Solve two equations to find coefficien...read more
  3. How Linear Regression handles noi...read more

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JPMorgan Chase & Co. Lead Data Scientist Interview Process for Experienced

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JPMorgan Chase & Co. Lead Data Scientist Salary
based on 8 salaries
₹32 L/yr - ₹64 L/yr
48% more than the average Lead Data Scientist Salary in India
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