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Goldman Sachs Analyst Interview Questions, Process, and Tips

Updated 31 Jan 2025

Top Goldman Sachs Analyst Interview Questions and Answers

  • Q1. Ninja and the Game of Words In this game, Ninja is provided with a string STR that might contain spaces, and a list or array WORDS consisting of N word strings. Ninja's ...read more
  • Q2. Wildcard Pattern Matching Problem Statement Implement a wildcard pattern matching algorithm to determine if a given wildcard pattern matches a text string completely. Th ...read more
  • Q3. Digits Decoding Problem Ninja has a string of characters from 'A' to 'Z', encoded using their numeric values (A=1, B=2, ..., Z=26). The encoded string is given as a sequ ...read more
View all 77 questions

Goldman Sachs Analyst Interview Experiences

79 interviews found

Analyst Interview Questions & Answers

user image Srijith Rajagopalan

posted on 2 Dec 2016

I applied via campus placement at Indian Institute of Technology (IIT), Chennai and was interviewed in Dec 2016. There were 5 interview rounds.

Interview Questionnaire 

22 Questions

  • Q1. Tell me about yourself?
  • Ans. 

    I am a highly motivated individual with a passion for learning and a strong work ethic.

    • I have a degree in computer science and have worked as a software developer for 3 years.

    • I am proficient in multiple programming languages including Java, Python, and C++.

    • I am a quick learner and enjoy taking on new challenges.

    • In my free time, I enjoy hiking and playing guitar.

  • Answered by AI
  • Q2. Given a biased coin, how do you create an unbiased toss?
  • Ans. 

    Flip the coin twice and consider the outcome as follows.

    • Flip the coin twice and consider the outcome as follows:

    • - If both flips are heads or both are tails, discard and flip again.

    • - If the first flip is heads and the second is tails, consider it as heads.

    • - If the first flip is tails and the second is heads, consider it as tails.

    • This method ensures a 50-50 chance of getting either heads or tails.

    • Alternatively, use a phy...

  • Answered by AI
  • Q3. Once you have done that, what is the expected number of turns you need to wait for getting the first unbiased toss
  • Q4. Suppose a man starts at 0, and has to go to 20 on the number line. He can either move in steps of 1 or 2. How many number of ways can he do this? Extending this, if we know the number of ways for going fr...
  • Ans. 

    Count number of ways to reach 20 on number line starting from 0 in steps of 1 or 2. Derive recursive formula for n+1.

    • Use dynamic programming to count number of ways for each step.

    • For each step, number of ways is sum of number of ways for previous 1 or 2 steps.

    • Recursive formula: ways[n+1] = ways[n] + ways[n-1]

  • Answered by AI
  • Q5. Have you applied to any PhD programs?
  • Q6. Given a number line, and we have a rod of length L. We drop the rod on the line, what is the probability that it covers an integer?
  • Ans. 

    Probability of a rod of length L covering an integer on a number line.

    • The probability depends on the length of the rod and the distance between adjacent integers on the number line.

    • If the length of the rod is less than the distance between adjacent integers, the probability is zero.

    • If the length of the rod is greater than or equal to the distance between adjacent integers, the probability is (L - d)/d, where d is the d...

  • Answered by AI
  • Q7. Suppose there are N chocolates, and I pick a random one, and eat that chocolate and also everything to the right of it. I then continue this process with the remaining. How many ways are there to do this...
  • Ans. 

    There are (N-1)! ways to eat chocolates from left to right.

    • The first chocolate can be chosen in N ways, the second in (N-1) ways, and so on.

    • However, since the order of chocolates eaten matters, we need to divide by the number of ways to order N chocolates, which is N!.

    • Therefore, the total number of ways to eat chocolates is (N-1)!

    • For example, if N=4, there are 3! = 6 ways to eat the chocolates.

  • Answered by AI
  • Q8. Supposed there is a party, with 9 people, each person wants to give gifts to 3 people and also wants a gift from them. Is this scenario possible? If not, when is this possible? Give me a general case
  • Ans. 

    No, it is not possible for each person to give gifts to 3 people and receive a gift from them in a party of 9 people.

    • In this scenario, each person would need to receive 3 gifts, which is not possible if there are only 9 people.

    • This scenario would be possible if there were at least 10 people at the party.

    • In general, for a party of n people, each person can give gifts to n-1 people and receive gifts from n-1 people.

  • Answered by AI
  • Q9. Given a tank with liquid, and there are flows in and out, inflow is U and outflow is Kx, where x is current height of liquid in tank, all needed quantities given, what are the conditions for overflow and s...
  • Ans. 

    Conditions for overflow and steady state in a tank with inflow and outflow

    • Overflow occurs when the inflow rate is greater than the outflow rate

    • Steady state is achieved when the inflow rate equals the outflow rate

    • Overflow can be prevented by adjusting the inflow rate or increasing the outflow rate

    • Steady state can be maintained by balancing the inflow and outflow rates

  • Answered by AI
  • Q10. What are your interests? (Be careful, align the interests to their profile)
  • Ans. 

    I am interested in data analysis, technology, and staying up-to-date with industry trends.

    • Data analysis and visualization

    • Machine learning and AI

    • Technology advancements and innovations

    • Industry conferences and events

    • Networking with professionals in the field

  • Answered by AI
  • Q11. Given there are 2 kinds of coins spread all over the world, and we start picking coins, what is the expected number of coins to pick, to have both kinds of coins in hand?
  • Q12. Given a window of 1 hour, and two friends want to meet, given that the arrival time follows a uniform distribution, what is the probability that they will arrive within ten minutes of one another
  • Q13. Grilled me about my internship, (time series modeling) went in depth about why I did this, that, etc. If you have a time series or ML project, they will grill you on it
  • Q14. Given we have a (un)biased die, with given probabilities, and we toss it till we get a sum of 100 or more (basically if the sum crosses 100), and we stop. What is the most probable number you will get on ...
  • Ans. 

    The most probable number on the last toss is 6.

    • The probability of getting a sum of 100 or more is highest when the sum is 99.

    • The last toss will be made to reach the sum of 100, so the most probable number is the one that will take the sum closest to 100.

    • The sum of 94 can be achieved by rolling a 6 on the last toss, which is the most probable number.

  • Answered by AI
  • Q15. What do you think our team does. (I gathered this information by asking a lot of questions from other interviewers. It helps a lot)
  • Q16. What do you know about options?
  • Ans. 

    Options are financial contracts that give the buyer the right, but not the obligation, to buy or sell an underlying asset at a predetermined price.

    • Options can be used for hedging or speculation

    • There are two types of options: call options and put options

    • Call options give the buyer the right to buy the underlying asset at a predetermined price, while put options give the buyer the right to sell the underlying asset at a ...

  • Answered by AI
  • Q17. What is a call option? Why are call options bought?
  • Ans. 

    A call option is a financial contract that gives the buyer the right, but not the obligation, to buy an underlying asset at a predetermined price within a specified time period.

    • Call options are bought by investors who believe that the price of the underlying asset will rise in the future.

    • The buyer of a call option pays a premium to the seller for the right to buy the asset at a predetermined price, known as the strike ...

  • Answered by AI
  • Q18. If I have to buy fuel from you, what option would I buy?
  • Ans. 

    You can buy fuel from us through our fuel card program.

    • We offer a fuel card program that allows you to purchase fuel from our network of stations.

    • Our fuel card program offers discounts and rewards for frequent users.

    • You can easily track your fuel expenses and usage through our online portal.

    • We also offer customized fuel solutions for businesses and fleets.

    • Our fuel is high-quality and meets all industry standards.

  • Answered by AI
  • Q19. If we increase the volatility of the stock, how does the price of a call option change?
  • Ans. 

    Increasing stock volatility increases the price of a call option.

    • Higher volatility means higher potential for the stock to move in the option holder's favor, increasing the option's value

    • The option's delta and gamma will also increase with higher volatility

    • Example: If a call option on a stock with a strike price of $50 has a premium of $2 when the stock has a volatility of 20%, increasing the volatility to 30% may incr

  • Answered by AI
  • Q20. How do you calculate the price of a call option?
  • Ans. 

    The price of a call option is calculated using the Black-Scholes model which takes into account the underlying asset price, strike price, time to expiration, risk-free interest rate, and volatility.

    • Determine the current price of the underlying asset

    • Determine the strike price of the option

    • Determine the time to expiration of the option

    • Determine the risk-free interest rate

    • Determine the volatility of the underlying asset

    • Pl...

  • Answered by AI
  • Q21. Is the price of a barrier option more or less than a normal option?
  • Ans. 

    The price of a barrier option is generally less than a normal option.

    • Barrier options have a condition that must be met for the option to be activated, which reduces the likelihood of the option being exercised.

    • This reduced likelihood of exercise means that barrier options are generally cheaper than normal options.

    • However, the price of a barrier option can vary depending on the specific conditions and terms of the optio...

  • Answered by AI
  • Q22. Do you have any questions?

Interview Preparation Tips

Round: Resume Shortlist
Experience: The resume shortlist, I feel, was slightly unfair. They had put a cut-off of 9 for branches outside EE/CS.
Tips: Don't worry, they might not follow this next year. Your resume should have a mix of probability, finance (courses on these are enough, though internships will really help)

They don't care about your PoRs in the interview, but this may matter for the resume shortlist (Assuming it's done fairly) So be sure to include them.

Round: Test
Experience: There were 30 MCQ questions, 10 each on the above mentioned sections. There is no dearth of time, so you can think clearly and solve the question. I found that quant was the hardest of the lot, followed by coding followed by ML.

ML questions will be on SVMs, ANNs, Ensemble learning methods, Hypothesis testing, Feature selection, Model selection etc. the standard topics you can find in "Elements of Statistical Learning" by Hastie, Tibshirani and Friedman.

The coding section was mostly on arrays, data structures (binary tree, mostly), recursion, and one subjective question.

For quant, you need to be really well versed in probability, definite integrals (Not kidding), and other JEE math.
Tips: You'll need to do really well in atleast one of the sections to be shortlisted. Even if you are non CS/EE, (assuming you don't have experience in coding) you can do really well in ML section. Aim for that and prepare in advance. Once you are through to the interview, you just need to give them a reason to hire you. :)
Duration: 2 hours 15 minutes
Total Questions: 30

Round: Technical Interview
Experience: The lady who interviewed me was a chemE graduate from IIT Bombay. She was friendly and willing to help when asked about a problem. Overall, very good interview experience.
Tips: For all interviews, I'll say this. Ask a lot of questions. They are very interested in explaining what they do, and feel free to interrupt them if you don't understand something. Always try to relate what they say to your interest. That way you'll bring new perspective into the interview. And that's very useful, believe me. If they have shortlisted you, they want to hire you. You just have to give them a reason to. Always relate your experiences and your interests with what they do. if you do that, they will find a role for you, somewhere. Do not worry. I was interested in machine learning and I got a finance profile. (They have a team in that profile that does ML)

For quant questions, I would suggest thinking out loud and interacting each step of the way. They care more about your thinking than about the answer. They will point out the errors and you can correct them. Don't worry about silences, as long as you think out loud, it will not be a problem.

Round: Technical Interview
Experience: Again, very friendly interview. The interviewer will lead you on, and assist you if you're facing any difficulty. :) Just be sure to be jovial and interactive.
Tips: Same as above.

Round: Technical Interview
Experience: Very technical, serious interview. I think he was the senior guy. He still helped out a lot.
Tips: Be to the point, he was more interested in the technical knowledge.

Round: Technical Interview
Experience: The final interview I had. He was very helpful, and was very eager to talk about the company and what they do. He had an extensive knowledge of finance, options (obviously). The course on Mathematical Finance by the maths department was very useful. You need to have a good knowledge of options for getting through this.
Tips: Same as the first interview.

Skills: Quant+Math, Problem Solving Abilties, Probabiity, Internship Experience, Finance
College Name: IIT Madras

Analyst Interview Questions & Answers

user image Ms. Pruthvi Alva

posted on 31 Jan 2025

Interview experience
1
Bad
Difficulty level
-
Process Duration
-
Result
-
Round 1 - HR 

(1 Question)

  • Q1. What prompted you to change your job?
  • Ans. 

    I changed my job to seek new challenges and opportunities for growth.

    • Desire for new challenges and growth

    • Opportunity for career advancement

    • Seeking better work-life balance

    • Company restructuring or downsizing

    • Relocation to a new city

  • Answered by AI
Round 2 - Technical 

(1 Question)

  • Q1. What platforms have you used for this process in the past?
  • Ans. 

    I have used platforms such as Excel, Tableau, and Power BI for data analysis in the past.

    • Excel

    • Tableau

    • Power BI

  • Answered by AI
Round 3 - One-on-one 

(1 Question)

  • Q1. Would you be willing to work for 14 hours if required?
  • Ans. 

    Yes, I am willing to work for 14 hours if required.

    • I am dedicated and committed to my work

    • I understand the importance of meeting deadlines and delivering results

    • I am willing to put in extra hours when necessary to ensure success

  • Answered by AI

Analyst Interview Questions Asked at Other Companies

asked in Capgemini
Q1. N-th Fibonacci Number Problem Statement Given an integer ‘N’, you ... read more
Q2. Ninja and the Game of Words In this game, Ninja is provided with ... read more
asked in Deloitte
Q3. Reverse a Number Problem Statement Given an integer 'N', write a ... read more
Q4. A 10x10x10 cube is made up of 1x1x1 cubes. Its outer surface is p ... read more
Q5. Wildcard Pattern Matching Problem Statement Implement a wildcard ... read more

Analyst Interview Questions & Answers

user image Anonymous

posted on 5 Nov 2024

Interview experience
3
Average
Difficulty level
-
Process Duration
-
Result
Selected Selected
Round 1 - Coding Test 

Coding test in python

Round 2 - One-on-one 

(1 Question)

  • Q1. General qs regarding dcf, corp finance, valuation
Round 3 - One-on-one 

(1 Question)

  • Q1. Similar to previous rounds

Analyst Interview Questions & Answers

user image Anonymous

posted on 1 Oct 2024

Interview experience
5
Excellent
Difficulty level
Moderate
Process Duration
Less than 2 weeks
Result
Not Selected

I applied via Campus Placement and was interviewed in Sep 2024. There were 4 interview rounds.

Round 1 - Aptitude Test 

Questions were asked on data interpretation

Round 2 - Group Discussion 

25 mins of gd
topic:AI boon or bane to jobs

Round 3 - Technical 

(2 Questions)

  • Q1. Sql queries on join
  • Q2. Puzzle on probability
Round 4 - HR 

(1 Question)

  • Q1. Finance questions , basic HR questions

Interview Preparation Tips

Interview preparation tips for other job seekers - do prepare well for finance questions
do a course on finance if possible

Goldman Sachs interview questions for designations

 Senior Analyst

 (10)

 Operations Analyst

 (5)

 Fraud Analyst

 (3)

 Risk Analyst

 (3)

 Data Analyst

 (2)

 Quality Analyst

 (1)

 Workforce Analyst

 (1)

 Valuation Analyst

 (1)

Analyst Interview Questions & Answers

user image Anonymous

posted on 11 Jul 2024

Interview experience
3
Average
Difficulty level
Moderate
Process Duration
Less than 2 weeks
Result
Selected Selected

I applied via Recruitment Consulltant and was interviewed in Jun 2024. There were 3 interview rounds.

Round 1 - One-on-one 

(2 Questions)

  • Q1. Walk me through your resume
  • Q2. Why goldman sachs
Round 2 - One-on-one 

(2 Questions)

  • Q1. Take me through your profile
  • Q2. What is trade life cycle
  • Ans. 

    Trade life cycle refers to the stages involved in a trade from initiation to settlement.

    • Trade initiation - Trade is proposed and agreed upon by parties involved

    • Trade execution - Trade is executed on the exchange or over-the-counter market

    • Trade confirmation - Parties confirm the details of the trade

    • Trade settlement - Payment and transfer of securities occur

    • Trade reconciliation - Ensuring all details match between partie

  • Answered by AI
Round 3 - One-on-one 

(1 Question)

  • Q1. Basic behavioral questions

Interview Preparation Tips

Topics to prepare for Goldman Sachs Analyst interview:
  • Resume

Get interview-ready with Top Goldman Sachs Interview Questions

Analyst Interview Questions & Answers

user image Anonymous

posted on 1 Aug 2024

Interview experience
5
Excellent
Difficulty level
-
Process Duration
-
Result
-
Round 1 - One-on-one 

(2 Questions)

  • Q1. Introduction and resume skills
  • Q2. QUestions on understanding of derivatives

Analyst Jobs at Goldman Sachs

View all

Analyst Interview Questions & Answers

user image Anonymous

posted on 18 Nov 2024

Interview experience
5
Excellent
Difficulty level
Moderate
Process Duration
Less than 2 weeks
Result
Not Selected

I applied via campus placement at Manipal Institute of Technology (MIT) and was interviewed in May 2024. There were 3 interview rounds.

Round 1 - Aptitude Test 

70 minutes test with 60mcqs based on mostly aptitude

Round 2 - Group Discussion 

The topic was AI in education 30 minutes round

Round 3 - One-on-one 

(2 Questions)

  • Q1. Gfg puzzles the ball question identify the odd ball
  • Q2. Probablity questions also finance related questions on equity loans mortgages etc

Analyst Interview Questions & Answers

user image Anonymous

posted on 28 Nov 2024

Interview experience
4
Good
Difficulty level
-
Process Duration
-
Result
-
Round 1 - Aptitude Test 

Lengthy, 2 questions

Interview Preparation Tips

Interview preparation tips for other job seekers - Study DSA

Analyst | Intern interview

user image TapIn

posted on 30 Nov 2021

Analyst Interview Questions & Answers

user image Anonymous

posted on 21 Aug 2024

Interview experience
5
Excellent
Difficulty level
Hard
Process Duration
2-4 weeks
Result
Not Selected

I applied via Company Website and was interviewed in Feb 2024. There was 1 interview round.

Round 1 - One-on-one 

(2 Questions)

  • Q1. Walk me through resume
  • Ans. 

    Experienced analyst with expertise in data analysis, financial modeling, and market research.

    • Started career as a financial analyst at XYZ Company

    • Led team in developing complex financial models to forecast revenue

    • Conducted market research to identify new business opportunities

    • Presented findings to senior management to drive strategic decision-making

  • Answered by AI
  • Q2. What is a strength of yours
  • Ans. 

    One of my strengths is my ability to analyze complex data and identify key insights.

    • Strong analytical skills

    • Ability to think critically and problem-solve

    • Experience with data analysis tools such as Excel or Tableau

  • Answered by AI

Analyst Interview Questions & Answers

user image Anonymous

posted on 16 Apr 2024

Interview experience
5
Excellent
Difficulty level
-
Process Duration
-
Result
-

I applied via Job Portal

Round 1 - HR 

(1 Question)

  • Q1. Tell me about yourself
Round 2 - One-on-one 

(1 Question)

  • Q1. Based on my college experience

Interview Preparation Tips

Interview preparation tips for other job seekers - be yourself

Goldman Sachs Interview FAQs

How many rounds are there in Goldman Sachs Analyst interview?
Goldman Sachs interview process usually has 2-3 rounds. The most common rounds in the Goldman Sachs interview process are One-on-one Round, Coding Test and HR.
How to prepare for Goldman Sachs Analyst 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 Goldman Sachs. The most common topics and skills that interviewers at Goldman Sachs expect are Investment Management, Risk Management, Software Asset Management, Investment Banking and HTML.
What are the top questions asked in Goldman Sachs Analyst interview?

Some of the top questions asked at the Goldman Sachs Analyst interview -

  1. Good old standard problem: Playing number game with your friend to select any o...read more
  2. Given a tank with liquid, and there are flows in and out, inflow is U and outfl...read more
  3. Given we have a (un)biased die, with given probabilities, and we toss it till w...read more
How long is the Goldman Sachs Analyst interview process?

The duration of Goldman Sachs Analyst interview process can vary, but typically it takes about less than 2 weeks to complete.

Tell us how to improve this page.

Goldman Sachs Analyst Interview Process

based on 38 interviews

7 Interview rounds

  • Technical Round
  • HR Round
  • Aptitude Test Round - 1
  • Personal Interview1 Round
  • Aptitude Test Round - 2
  • Aptitude Test Round - 3
  • Puzzles Interview Round
View more

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Goldman Sachs Analyst Salary
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₹9.5 L/yr - ₹14 L/yr
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based on 137 reviews

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3.5

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3.1

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3.4

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3.5

Company culture

3.3

Promotions

3.2

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