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Analyst Interview Questions & Answers

Goldman Sachs user image ArunKeshav Sridhar

posted on 23 Aug 2015

I applied via Campus Placement

Interview Questionnaire 

1 Question

  • Q1. How many ways can a king go from one end of the chessboard to the diagonally opposite square(The king can move only towards the corner and not diagonally)
  • Ans. 

    The king can move only towards the corner and not diagonally. How many ways can a king go from one end of the chessboard to the diagonally opposite square?

    • The king can only move towards the corner, so there are limited options for each move

    • The total number of moves required to reach the opposite corner is 14

    • Using combinatorics, the total number of ways the king can reach the opposite corner is 3432

  • Answered by AI

Interview Preparation Tips

Round: Test
Experience: The test was very well designed with seemingly easy questions but which required deep understanding of fundamentals. I really enjoyed the quantitative part and the data analytics part.
Tips: I would suggest that you focus on the parts that you are good at . It is not necessary to do well in every part. So focus on your strengths.
Duration: 90 minutes
Total Questions: 30

Round: Puzzle Interview
Experience: I initially suggested a brute force method to solve this problem , which was correct but the interviewer asked for a smarter way to solve it using permutations. I initially struggled but i finally got the right answer.
Tips: Walk the interviewer through what you are thinking and think of the smartest way to solve it.

Skills: Problem solving abilities
Duration: 2
College Name: IIT Madras

I was interviewed in Sep 2016.

Interview Questionnaire 

2 Questions

  • Q1. Why do you want to join GS?
  • Ans. 

    I want to join GS because of their reputation for excellence and the opportunity to work on challenging projects.

    • GS is known for its prestigious reputation in the financial industry

    • I am attracted to the opportunity to work on complex and challenging projects

    • I admire GS's commitment to innovation and cutting-edge technology

    • I believe GS will provide me with valuable learning and growth opportunities

  • Answered by AI
  • Q2. Questions related to Internal Audit were asked

Interview Preparation Tips

Round: Group Discussion
Experience: I had a good time. Got to know new and valuable additions to Companies Act
Duration: 30 minutes

Round: HR Interview
Experience: It was a great exchange, I really expressed my views and visions well.

Round: Technical Interview
Experience: I was complimented for being calm, confident and patient throughout the interview.

Skills: Technical Knowledge(ML, Ability To Cope Up With Stress, Confidence
College Name: Maharani college

Analyst Interview Questions & Answers

Goldman Sachs user image Devendra Bendkhale

posted on 4 Dec 2015

Interview Questionnaire 

4 Questions

  • Q1. Discussion on one of the project
  • Q2. Given a matrix containing several positive numbers find max path from bottom left to top right using only up and right steps
  • Ans. 

    Find max path from bottom left to top right in a matrix using only up and right steps.

    • Start from bottom left corner and move towards top right corner.

    • At each step, choose the maximum value between the cell above and the cell to the right.

    • Keep track of the sum of values in the chosen path.

    • The final sum is the maximum possible sum of values in a path from bottom left to top right.

  • Answered by AI
  • Q3. Dice rolled several times until sum of outcomes till now comes greater than equal to hundred. What is most likely number to occur as final sum?
  • Ans. 

    The most likely number to occur as the final sum is 100.

    • The sum of the outcomes of the dice rolls will keep increasing until it reaches or exceeds 100.

    • Since the dice have equal probabilities for each outcome, the sum will have a higher chance of reaching 100.

    • The probability of rolling a sum greater than 100 decreases as the sum gets larger.

  • Answered by AI
  • Q4. Cutting three random points on the circle of radius 1 centered at (0,0) . What is probability that point (1,0) lies in longest cut
  • Ans. 

    Finding probability of point (1,0) lying in longest cut of three random points on circle of radius 1 centered at (0,0)

    • The longest cut will be the one that spans the smallest angle between two of the three points

    • The probability can be found by calculating the area of the region where the longest cut includes point (1,0)

    • This can be done by finding the angle between (1,0) and the two other points and using trigonometry to...

  • Answered by AI

Interview Preparation Tips

Round: Test
Experience: 30 OBJECTIVE QUESTION 90 MIN . QUESTION LEVEL WAS TOUGH. GS Takes their tests very seriously
Tips: Do the section first which are you most famaliar with. They hire on section wise performance.


Skill Tips: Be calm . Approach is important than answer.

Skills: Analytical Skills, Coding Skills, Maths(esp Probability), Algorithm Analysis, Probabiity
College Name: IIT Guwahati

Skills evaluated in this interview

Interview Preparation Tips

Round: Test
Experience: Written test (Cut off: 7): The test consisted of 2 sectionsPart A (60 min): MCQ's with negatives on general aptitude, permutation & combination (P&C) and Probability.Part B (40 min): This was a subjective section. One or two problems on probability/P&C and few problems on data structures and algorithms (we were asked to write code).
Duration: 60+40 minutes

Round: Other Interview
Experience: 22 candidates were selected for interview which consisted of 2 or 3 rounds. First round: They asked me to explain my summer project. In the Second round, a few problems on P&C/Probability and couple of questions on DSA. Final round: An open problem. For example: estimate the population of Mangalore.

General Tips: If you don't know an answer, tell the interviewer the same. Lying would do more harm than good because they definitely know more than us and will find out very easily. It was Challenging and a great learning experience They test your fundamentals and don't ask too many difficult questions.
Skill Tips: If they ask you to explain what you did in your summer internship, explain it in as simple a language as possible so that even a person with no background in the subject will be able to understand it. Don't use complicated terms because they are looking for people who can express themselves well. Prepare for aptitude sincerely. You might neglect it thinking "It's just apti, what can they ask?". The problem will arise when you know how to solve the question but it might take a really long time to work it out. Practice makes a man perfect. For algorithms, code every question you have tried to solve. Interviewers look for people who can write efficient and readable code. ["Use proper names for variables"]. When they ask you a question, they don't expect you to arrive at the exact solution. They look for the structure in your solution i.e have you considered the necessary parameters and does there exist a logical progression from one step to the next. If you are asked an open problem, don't panic. Keep asking questions to get a proper understanding of the problem and try to give them multiple solutions and reason out why each solution might be right or wrong.
Skills: Probability, Apti, Algorithms, Aptitude questions
College Name: NIT SURATHKAL

I was interviewed in Aug 2016.

Interview Preparation Tips

Round: Test
Experience: Aptitude questions which can be found on any website or book were asked which were pretty easy to solve if you have a little bit of practice.
One question related to data structures was asked.
Tips: Go through basic programming concepts as well as aptitude type questions.
Duration: 2 hours
Total Questions: 45

Round: Group Discussion
Experience: It was a topic I had no clue about. I was sandwiched by two people who for some reason seemed like research scholars on that topic. I was quiet throughout most of the discussion. At the end, after simply listening to everyone, I tried to make a sound conclusion and ALAS! I got through the GD round.
Duration: 25 minutes

Round: HR Interview
Experience: Most of the discussion was based on my activities which I had been part of in college.

College Name: Manipal Institute Of Technology, Manipal

Interview Questionnaire 

3 Questions

  • Q1. Algorithm based
  • Q2. Datastructures and puzles
  • Q3. Puzzles and ds

Interview Preparation Tips

Round: Test
Experience: Mostly about maps
Duration: 1 hour
Total Questions: 3

Skills: Data Structures

Interview Questionnaire 

8 Questions

  • Q1. He explained my what is call value and put value in finance and asked me to plot it so that user maker maximum profit
  • Q2. Find the magic number in an sorted array. magic number is the one whose value and index position is same
  • Ans. 

    Find the magic number in a sorted array where value and index are same.

    • Iterate through the array and check if the value and index are same

    • If found, return the value

    • If not found, return -1

  • Answered by AI
  • Q3. Given a 2d matrix sorted row and column wise, search an element
  • Ans. 

    Searching an element in a sorted 2D matrix

    • Start from the top-right corner or bottom-left corner

    • Compare the target element with the current element

    • Move left or down if the target is smaller or move right or up if the target is larger

  • Answered by AI
  • Q4. Design a newspaper subscription system
  • Ans. 

    Design a newspaper subscription system

    • Create a user registration system

    • Allow users to select subscription plan and payment method

    • Provide options for delivery frequency and start/end dates

    • Send reminders for subscription renewal

    • Allow users to modify or cancel subscription

    • Track subscription history and payment records

  • Answered by AI
  • Q5. A person can climb 1 or 2 stairs. Find the number of ways to jump n stairs
  • Ans. 

    Number of ways to jump n stairs if a person can climb 1 or 2 stairs.

    • Use dynamic programming to solve the problem.

    • The number of ways to jump n stairs is equal to the sum of ways to jump n-1 stairs and ways to jump n-2 stairs.

    • Base cases: if n=0, return 1 and if n=1, return 1.

  • Answered by AI
  • Q6. How will you mane a LRU Cache
  • Ans. 

    An LRU cache can be made using a doubly linked list and a hash map.

    • Create a doubly linked list to store the cache items.

    • Create a hash map to store the key-value pairs.

    • When a new item is added, check if the cache is full. If it is, remove the least recently used item from the linked list and hash map.

    • When an item is accessed, move it to the front of the linked list.

    • When an item is removed, remove it from both the linked

  • Answered by AI
  • Q7. Suppose you and I are playing a dice game. The one who get the lesser number looses the games. The dice has n sides. If I start the game, what is the probablity of you winning?
  • Ans. 

    Probability of winning a dice game where the one with lesser number wins.

    • The probability of winning depends on the number of sides on the dice.

    • If the dice has an odd number of sides, the probability of winning is higher for the second player.

    • If the dice has an even number of sides, the probability of winning is equal for both players.

  • Answered by AI
  • Q8. Given 3 functions, f which gives the first day of the current month, g gives the next working day and h gives the previous working day, conpute the 3rd working day? Compute the 2nd working day of the previ...
  • Ans. 

    Compute working days using given functions f, g, and h.

    • To compute the 3rd working day, apply function g three times to function f.

    • To compute the 2nd working day of the previous month, apply function h to function f, then apply function g twice.

    • To compute the 4th working day of the next month, apply function g four times to function f.

  • Answered by AI

Interview Preparation Tips

Round: Test
Experience: There were 30 questions divided into 3 sections(Computer Science fundamentals, Mathematics and Machine learning) each containing 10 questions. Each question was of 3 points with the negative marking of 1 mark. 60 students were shortlisted from this round.

2nd paper consisted of 3 questions in each section. Each section was of 30 points with each question of different weightage.
Tips: Time is more that sufficient. Focus on only one section but try to excel in that

Round: Technical Interview
Experience: Interviewers are very friendly and helped my if I got stuck anywhere

General Tips: Try to cover geeks for geeks as much as you can. It will help you a lot
Skills: Basics Of Machine Learning, Design Engineering, Probabiity, Algorithmic Approach To Problem Solving
College Name: IIT Kharagpur
Motivation: Highly relevant work to my interests

Skills evaluated in this interview

Interview Preparation Tips

Round: Test
Experience: The initial round is a written round consisting of
1. Around about 30 aptitude questions,
2. 15-20 questions based on error finding, writing outputs and debugging a given C/C++ code,
3. Two coding complete questions.
4. A short essay writing type subjective question.
The essay/ subjective question could be something like this:
a. If you meet Goldman Sacks CEO in an elevator, what will be your conversation to impress him/her.Remember you are in an elevator.
b. Why should Goldman Sachs hire you and not someone else ?The time given for all this is around about 25-30 mins. So be fast on your feets and don't be rusty.
Tips: The time given for all this is around about 25-30 mins. So be fast on your feets and don't be rusty
Duration: 30 minutes
Total Questions: 50

Round: Group Discussion
Experience: The second round is the GD round. The topic is not very simple, but not very difficult either. Basically it tests that you have the ability to think on your feet. My topic was something like this:Say you are trapped in a deserted island where you are all by your own. You have been given a certain set of items but you can carry only some of them or else the weight will bog you down. You need to prioritize these items in the order of their needs for you to survive.In my case, the fact that I had seen Tom Hank's Cast Away proved to be quite useful as you can easily draw parallels between the two situations.

Round: HR Interview
Experience: This is followed by a series of interviews which may range from 2 to 4 and sometimes even more.Remember Goldman Sachs folks are very thorough with your resume and they listen very closely to everything you say. So be very clear about what you have to say and what not.Best of luck guys like emoticon

College Name: BITS MESRA

Analyst Interview Questions & Answers

Goldman Sachs user image Srijith Rajagopalan

posted on 2 Dec 2016

I applied via Campus Placement 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?
  • Ans. 

    Yes, I have applied to several PhD programs in the past.

    • I have applied to PhD programs in [specific field] at [specific universities].

    • I have experience with the application process, including writing research proposals and obtaining letters of recommendation.

    • I am currently waiting to hear back from the programs I applied to.

  • Answered by AI
  • 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

Goldman Sachs user image Rella Hemanth Reddy

posted on 22 Aug 2016

I applied via Campus Placement

Interview Questionnaire 

3 Questions

  • Q1. Linked list Algorithms
  • Ans. 

    Linked list algorithms involve operations on linked lists, such as insertion, deletion, and traversal.

    • Linked list algorithms are used to manipulate data stored in linked lists.

    • Common operations include inserting a new node, deleting a node, and traversing the list.

    • Examples of linked list algorithms include reversing a linked list, finding the middle node, and detecting a loop in the list.

  • Answered by AI
  • Q2. Queue based questions
  • Q3. Probability based questions

Interview Preparation Tips

Round: Resume Shortlist
Tips: Know all your course projects well.

Round: Test
Experience: Solved mostly quant section.
Tips: Solving at least one of the sections well will suffice.

Round: Technical Interview
Experience: Wasn't able to answer some fully .
Tips: Know all technical details of your course projects .

Round: Puzzle Interview
Experience: Had to re-think again of all the possibilities .
Tips: Think of all possible ways . do not hurry towards the answer . approach to the problem is mainly what they see

General Tips: Know everything you wrote in the resume . do not hurry towards an answer . don't be biased in yhinking
Skills: Probabiity
Duration: 2
College Name: IIT Madras
Motivation: The profile of the company

Skills evaluated in this interview

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