KPMG Interview Questions & Answers for Freshers (2026)

Most KPMG prep lists give you a question and an answer, and stop there.

Real KPMG interviews do not stop there. You give an answer, and the interviewer asks the next question, and it is usually the one that finds out whether you understood what you just said. Candidates who memorised a definition fall apart on question two. Candidates who actually understand it get more interesting.

So this guide does something the others do not: for the questions that matter most, it gives you the follow-up the interviewer is likely to ask next, so you are ready for the second question rather than only the first.

Two things also shape everything below. KPMG's five values are effectively the scoring rubric for the behavioural rounds, in the way that Leadership Principles are at Amazon. And the technology track is not the DSA grind that candidates assume it is, which changes how you should spend your prep time entirely.

Preparing for audit, tax or analytics roles? Our Excel Mastery crash course and SQL Mastery crash course cover the tools KPMG tests most at entry level.

KPMG in India: The Structure You Need to Know

KPMG in India is the client-facing member firm, operating across three service lines: Audit and Assurance, Tax, and Advisory. You work with Indian clients, and client-site work is part of the role.

KPMG Global Services (KGS) is the global delivery arm, supporting KPMG member firms worldwide from Indian locations. Much of the fresher volume, particularly for technology and analytics roles, sits here. KGS work often involves US GAAP and international standards rather than only Ind AS, which is a useful thing to know before you walk in.

GTA is the technology and analytics entry track for B.Tech freshers. Audit and Tax tracks take B.Com and BBA graduates, with completely different interview content. Know which track your requisition sits in, because the technical round bears no resemblance across them.

Main locations are Bengaluru, Gurugram, Mumbai, Pune, Hyderabad, Chennai, Kolkata, Noida and Kochi.

The Five KPMG Values: Your Real Rubric

Nearly every behavioural question maps back to one of these five. Interviewers are assessing against them whether or not they say so.

How to use this properly. Do not memorise five separate answers. Prepare four or five detailed stories from your projects, internships or college work, then map each one against the values. A single good story usually demonstrates two or three depending on which part you emphasise. That is far more robust than a script, because when the follow-up comes you are drawing on something real.

The value candidates are least ready for is Courage. Everyone has a teamwork story. Very few have a story about raising something uncomfortable. Prepare that one specifically.

KPMG Recruitment Process 2026

1. Online assessment, usually 60 to 90 minutes, delivered through platforms like SHL, AMCAT, HirePro or CoCubes. Numerical ability, logical reasoning, data interpretation and English. Technology roles may add a technical or coding section.

Data interpretation and logical reasoning are usually what decide the cutoff. If your prep time is limited, weight those two above the rest.

2. Group discussion or case study, run only when enough candidates are shortlisted. Broad, industry-themed topics, assessed on articulation, structured thinking and whether you work with the group rather than over it. For some roles this is replaced by a case study testing business acumen instead.

3. Technical interview, covering your track's core knowledge plus a genuine dig into your resume and projects.

4. HR or partner interview, on communication, professionalism, cultural fit and long-term intent.

Some early-career hiring runs through an accelerated single-day assessment event where the interview, exercises and any group task all happen together, with decisions following quickly.

Eligibility is typically 60% or above across Class X, Class XII and graduation with no active backlogs, though this varies by drive and campus. Reported KGS analyst packages sit in roughly the ₹4.0 to ₹6.5 LPA range, but treat any published figure as indicative and confirm against your own offer.

KPMG Values and HR Interview Questions

1. Tell Me About Yourself

Your opener in every round. The interviewer is checking whether you can structure a thought and land it inside 90 seconds. Give an arc: academic background, what drew you to this area, one thing you actually did, and why you are here.

Effective Answer: "I am a final-year B.Com student at [college] and I have been working towards assurance since my second year. I spent two months at a mid-sized CA firm doing vouching and ledger scrutiny for three clients, which was the first time I saw what an audit involves rather than what the textbook says it involves. Alongside that I have built up Excel and I am working through SQL. I am looking to start somewhere the engagements are large and the standards are consistent, which is what brought me to KPMG."

The follow-up they will ask: "What surprised you most during that internship?" Have a real answer ready. It tests whether you were paying attention or just present.

2. Why KPMG, and Not Another Big 4 Firm?

The hardest question in the interview, because the honest answer for most candidates is that all four are good and they applied to all four. You need one specific, checkable reason. Generic Big Four talking points fail here.

Effective Answer: "I applied to more than one firm and I will not pretend otherwise. What made KPMG my first preference is the structure of the India practice across Audit, Tax and Advisory, and specifically that KGS work involves international standards and US GAAP rather than only domestic engagements. I want that exposure early rather than after three years. The second reason is more particular. When I read about how the firm frames its values, Courage stood out to me because it is an unusual thing for a professional services firm to name openly. In audit, the entire value of the work rests on someone being willing to raise something inconvenient. A firm that says that out loud is one I want to learn in."

The follow-up they will ask: "What do you know about our Advisory practice?" or "Which service line do you actually want?" Do not name a value without being able to talk about the work.

3. Tell Me About a Time You Had to Do the Right Thing When It Was Difficult (Integrity)

The values question candidates most often answer with something abstract. It needs a real incident where doing the right thing cost you something.

Effective Answer: "During a group project, one member submitted a section that he had largely copied from a published report with the wording changed. Nobody else had noticed. Flagging it meant redoing work two days before submission and a very uncomfortable conversation. I raised it with him first rather than going straight to our guide, and gave him the chance to rewrite it. He did, and we submitted a weaker section than the copied one but an honest one. If he had refused I would have gone to the guide, because my name was on it too."

The follow-up they will ask: "What would you have done if he had refused?" Answer this before they ask it, as above. It converts a good answer into a complete one.

4. Tell Me About a Time You Disagreed With Someone Senior (Courage)

The least prepared question in the whole interview. Interviewers know most candidates have no story here, so having one is a real advantage. It must show both the disagreement and what you did afterwards.

Effective Answer: "During my internship I was reconciling a client's vendor ledger and my senior told me to accept a difference of about eleven thousand rupees as immaterial and move on. I did not think the amount was the point, because the difference was made up of two entries that looked like the same invoice booked twice, which suggested a process issue rather than a rounding one. I said so, and I showed him the two entries rather than just objecting. He looked, agreed it was worth checking, and it turned out to be a duplicate payment. I want to be clear that he was right about materiality by amount. What made it worth raising was the pattern, not the number."

The follow-up they will ask: "And if he had told you to drop it anyway?" The strong answer is that you would have documented the observation and let him make the call, because that is how it actually works.

5. Tell Me About a Time You Made a Mistake

An Integrity question in disguise. The trap is choosing a fake mistake. Interviewers are trained to spot candidates who nominate something harmless. Pick something that cost something.

Effective Answer: "I sent a client-facing summary during my internship with a figure I had pulled from an older version of the file. My senior caught it before it went out, but it would have been wrong in front of a client. What I did afterwards mattered more than the apology: I started closing every file except the one I was working from, and I began stating the source and the date of any number I put in a summary. The failure was not carelessness in the moment, it was that I had no system that would have caught it."

6. Tell Me About a Time You Helped Someone Else Succeed (Together)

Professional services runs on teams that change composition constantly. This tests whether you raise the people around you or only your own output.

Effective Answer: "A teammate on our project went quiet for two weeks and we assumed he was not bothering. I asked him directly and found he was stuck on the framework and embarrassed to say so. We paired for two sessions and he ended up owning the entire frontend. What I took from it is that non-contribution looks like laziness from outside and feels like being stuck from inside, and the only way to tell the difference is to ask."

7. Are You Comfortable With Long Hours During Busy Season?

Not a formality at a Big 4 firm. Busy season is real and the interviewer wants to know you understand the rhythm rather than the brochure.

Effective Answer: "Yes. I know assurance is seasonal and that year-end and quarter-end are demanding in a way the rest of the calendar is not. I would rather have intense periods with real responsibility than a flat workload with less learning. I have spoken to two people working in Big 4 audit, so I am not going in with an unrealistic picture."

8. Where Do You See Yourself in Five Years?

At a professional services firm this maps onto a defined progression, so vague ambition sounds uninformed.

Effective Answer: "In five years I would expect to have moved from analyst to a position where I am reviewing work rather than only producing it, and running smaller engagements independently. Alongside that I want depth in one industry rather than staying generalist, because that is what makes someone genuinely useful to a client. I also plan to complete my professional qualification alongside work."

KPMG Audit and Assurance Interview Questions

9. What Are the Three Financial Statements and How Do They Link?

The most common opening technical question for any finance role. The linkages are what prove understanding, so lead with those rather than listing the three.

Effective Answer: "The income statement, the balance sheet and the cash flow statement. Net profit flows into retained earnings on the balance sheet and forms the opening line of the cash flow statement. The cash flow statement reconciles profit to actual cash by adjusting for non-cash items like depreciation and for working capital movements, and the closing cash it produces is the cash balance on the balance sheet. So a change in any one flows through the other two."

The follow-up they will ask: "If depreciation increases by 100, walk me through all three statements." Practise this out loud. It is the single most common second question in a Big 4 finance interview, and the answer requires you to remember the tax effect.

10. What Are Audit Assertions?

A question that separates candidates who studied audit from candidates who read a blog about audit. Most fresher lists skip it entirely, which is exactly why it is worth knowing.

Effective Answer: "Audit assertions are the implicit claims management makes about the figures in the financial statements, and audit procedures are designed to test them. For transactions the main ones are occurrence, completeness, accuracy, cut-off and classification. For balances they are existence, rights and obligations, completeness, and valuation. In practice they tell you what a procedure is actually for. Confirming a receivable with a customer tests existence, but it does not test valuation, because the customer confirming they owe the money says nothing about whether they can pay it."

11. What is Materiality?

Tests judgement rather than memory. The qualitative side is what most candidates miss, and it is the part interviewers are listening for.

Effective Answer: "Materiality is the threshold above which a misstatement could reasonably influence the decisions of users of the financial statements. It is usually set against a benchmark such as revenue, profit before tax or total assets depending on the entity. The part people miss is that it is not purely quantitative. A small amount can be material by nature, for example something that turns a profit into a loss, a related party transaction, a breach of a loan covenant, or anything involving fraud or non-compliance."

The follow-up they will ask: "So would you ignore a misstatement below materiality?" The answer is no. You accumulate it, because several immaterial items can be material together, and you still consider whether it indicates something larger.

12. What is the Difference Between Substantive Testing and Controls Testing?

A core audit distinction that a surprising number of candidates cannot articulate cleanly.

Effective Answer: "Controls testing evaluates whether the client's internal controls are designed properly and operating effectively, so you are testing the process. Substantive testing examines the transactions and balances directly to detect material misstatement, so you are testing the numbers. If controls are strong and you have tested them, you can reduce the extent of substantive work. If controls are weak or you choose not to rely on them, substantive testing has to carry the whole burden."

13. What is Professional Scepticism?

Rarely on fresher question lists, frequently in the room, and it maps directly onto the Integrity and Courage values.

Effective Answer: "Professional scepticism is maintaining a questioning mind, staying alert to conditions that may indicate misstatement, and assessing evidence critically rather than accepting it because it came from a client you trust. It does not mean assuming dishonesty. It means that management's explanation is a starting point to be corroborated, not a conclusion. In practice it usually shows up as asking for the underlying document rather than accepting the summary."

14. What is the Difference Between an Audit and a Review?

A frequent Assurance question with a clean answer.

Effective Answer: "An audit gives reasonable assurance and involves substantive testing, verification of evidence and evaluation of controls, ending in an opinion on whether the statements give a true and fair view. A review gives limited assurance and relies mainly on analytical procedures and inquiry rather than detailed testing, ending in a negative-form conclusion that nothing came to our attention suggesting material misstatement. Audit is far wider in scope and cost."

15. What is the Difference Between Ind AS and IFRS?

Particularly relevant for KGS roles, where you may work to international standards rather than Indian ones.

Effective Answer: "Ind AS is India's set of accounting standards, converged with IFRS rather than identical to it. The structure and principles largely mirror IFRS, but there are carve-outs and carve-ins where the Indian standard differs to suit local law or conditions. So a candidate who knows Ind AS can read IFRS comfortably, but should not assume treatment is identical on any specific item without checking."

KPMG Tax Interview Questions

16. What is the Difference Between Direct and Indirect Tax?

A fundamentals check in almost every Tax interview.

Effective Answer: "Direct tax is levied on income or wealth and borne by the person on whom it is imposed, so the burden cannot be shifted. Income tax and corporate tax are examples. Indirect tax is levied on goods and services with the burden passed to the end consumer, the seller collecting and remitting it. GST and customs duty are examples. Direct tax is progressive by design, while indirect tax falls broadly the same on everyone regardless of income."

17. What is Deferred Tax and Why Does It Arise?

A good discriminator, because a real answer explains a cause rather than reciting a definition.

Effective Answer: "Deferred tax arises from temporary differences between how an item is treated in the books and how it is treated for tax. The classic case is depreciation, where the accounting rate differs from the rate allowed under tax law. That means tax payable this year differs from the tax expense the accounts should recognise. A deferred tax liability arises when taxable income is currently lower than book income and will reverse later, and a deferred tax asset when the reverse applies."

18. What is Tax Avoidance Versus Tax Evasion?

An Integrity question wearing a technical costume. Answer the distinction, then be ready for the harder part.

Effective Answer: "Tax evasion is illegal, involving concealment or misrepresentation to avoid a liability that has legally arisen. Tax avoidance is arranging affairs within the law to reduce liability, which is legal, though anti-avoidance provisions like GAAR exist precisely because some arrangements are legal in form while lacking commercial substance."

The follow-up they will ask: "Where would you draw the line as an advisor?" This is the real question. A good answer references commercial substance and whether you would be comfortable with the arrangement being publicly known.

KPMG Advisory and Consulting Interview Questions

19. Estimate the Number of Air Conditioners Sold in India Each Year

Guesstimates come up in Advisory interviews and are scored on structure, not accuracy. Say your assumptions out loud, keep numbers round, and sanity-check at the end.

Effective Answer (approach): "I will work top down from households. India has roughly 1.4 billion people at about four per household, so around 350 million households. AC penetration is low, maybe 8 to 10 percent nationally and heavily skewed urban, so call it 30 million households with at least one unit. Replacement cycle is around eight to ten years, so replacement demand is roughly 3 to 4 million units a year. New adoption is growing quickly, so add a similar order of magnitude, giving something like 7 to 9 million units annually. I would sanity-check that against commercial demand, which I have excluded and which would push it higher."

For more on structuring these, see our guide to guesstimate questions in consulting interviews.

20. A Client's Profits Are Falling While Revenue Is Flat. How Would You Investigate?

A case-style question testing structure. Do not start guessing causes. Start by splitting the problem.

Effective Answer: "If revenue is flat and profit is falling, the change is in cost, in mix, or in both. First I would split cost into fixed and variable and check which side moved, because a variable cost increase points at input prices or efficiency while a fixed cost increase points at a decision someone made. Then I would check mix, since flat total revenue can hide a shift from high-margin to low-margin products, which would reduce profit with no cost change at all. I would want to see the same numbers by product line and by month rather than in aggregate, because aggregates hide exactly the pattern I am looking for."

21. What Do You Think is the Biggest Risk Facing the Indian Banking Sector Today?

Advisory interviews test business awareness. There is no correct answer. There is a difference between a structured view and an opinion.

Effective Answer: "I would frame it as three categories rather than pick one blindly. Credit risk, which is asset quality and how concentrated exposures are. Operational and technology risk, which has grown as banking moved to digital channels and third-party fintech partnerships. And regulatory and compliance risk. Of those I would argue technology and third-party risk is the most underweighted, because the credit side is heavily supervised and well measured, whereas the operational surface has expanded much faster than the controls around it. That is a view rather than a fact, and I would want to test it against actual incident data."

KPMG GTA and Technology Interview Questions

Read this before you prepare. The GTA technical round leans on SQL, data modelling, APIs and statistics rather than competitive-programming style DSA. Candidates who spend six weeks on algorithm puzzles and two days on SQL have their preparation backwards.

22. What is a SQL JOIN? Explain the Types

The likeliest single technical question in a GTA interview. Give the types, then say which you use in practice.

Effective Answer: "A JOIN combines rows from two or more tables on a related column. INNER JOIN returns only matching rows. LEFT JOIN returns everything from the left table plus matches from the right, with nulls where there is no match, which is how you find records missing a counterpart. RIGHT JOIN is the mirror. FULL OUTER JOIN returns both sides. In practice most business questions are answered with INNER and LEFT."

The follow-up they will ask: "You joined two tables and got more rows than you started with. What happened?" The answer is a duplicated key on the join column causing a fan-out, and the fix is checking row counts before and after every join.

23. What is the Difference Between WHERE and HAVING?

Tests whether you understand query execution order rather than just syntax.

Effective Answer: "WHERE filters individual rows before grouping. HAVING filters groups after GROUP BY has been applied. So I would use WHERE to exclude cancelled transactions from the dataset, and HAVING to show only clients whose total billing crosses a threshold."

24. What is Normalisation, and When Would You Deliberately Not Normalise?

The second half of this question is what makes it a good one, and most candidates have never considered it.

Effective Answer: "Normalisation organises data to reduce redundancy and prevent update anomalies. 1NF requires atomic values, 2NF removes partial dependency on a composite key, 3NF removes transitive dependency. The benefit is integrity, since you update a value in one place rather than forty rows. You would deliberately denormalise in a reporting or warehouse context, where reads massively outnumber writes and the cost of many joins outweighs the redundancy. Analytics tables are often flattened on purpose."

25. What is a REST API and What Makes it RESTful?

Comes up in GTA and technology consulting rounds, and most candidates can define an API but not the REST part.

Effective Answer: "An API is a defined contract letting two systems communicate without knowing each other's internals. A REST API exposes resources over HTTP using standard methods: GET to read, POST to create, PUT or PATCH to update, DELETE to remove. What makes it RESTful is that it is stateless, so each request carries everything needed to process it and the server holds no session context between calls, and that it is resource-oriented rather than action-oriented. In my project I consumed a weather API, sending a city name and receiving JSON back."

26. What is the Difference Between Mean, Median and Mode, and When Would You Use Each?

Statistics appears in GTA rounds more than candidates expect. The value is in the "when", not the definitions.

Effective Answer: "Mean is the average, median the middle value when ordered, mode the most frequent. The choice matters when a distribution is skewed. For something like salary or client billing, where a few very large values pull the average up, the median describes a typical case far better than the mean does. I would report both when the gap between them is large, because that gap is itself the finding."

27. What is the Difference Between Correlation and Causation?

Asked because consulting deliverables get read by clients who will act on them, so the firm needs to know you will not overstate a finding.

Effective Answer: "Correlation means two variables move together. Causation means one drives the other. Correlation can arise from coincidence, from reverse causation, or from a confounding variable driving both. The practical consequence is that I would not write a recommendation to change something on the strength of a correlation alone. I would say what the data shows, name the plausible alternative explanations, and say what test would separate them."

28. Explain Your Final Year Project or a Piece of Analysis You Have Done

The most important technical question across every KPMG track, and the one candidates prepare least. Interviewers follow your answer wherever it leads, so mention only what you can defend. Structure it as problem, what you built, your specific contribution, hardest part, and what you would change now.

Effective Answer: "I analysed two years of sales data for a family friend's retail business, because they believed their weekend promotions were driving growth. I cleaned the data in Python, built the analysis in SQL and presented it in Power BI. What I found was that weekend revenue was higher but margin was lower, and the promotion was largely shifting purchases from weekdays rather than creating new ones. The hardest part was that product codes changed midway through the period, so I had to build a mapping table before any comparison was valid. If I did it again I would check for that kind of break in the data before starting rather than three days in."

Volunteering a flaw the way that last line does is one of the strongest moves a fresher can make. It signals you actually did the work.

What to Do in the KPMG Group Discussion

Scored on contribution quality, not volume. Speaking most does not win it.

• Enter within the first ninety seconds. Candidates who wait for a gap often never get one.
• Bring structure rather than opinion. "There seem to be three angles here: cost, regulation and public perception. Shall we take them in turn?" puts you in the chair without needing the strongest view in the room.
• Bring someone in by name. Assessors mark for the Together value, and pulling in a quiet participant scores well.
• Never interrupt or raise your voice. Aggression is marked down hard at professional services firms, because client-facing work does not tolerate it.
• Summarise near the end. If nobody has, a clean thirty-second summary of where the group landed is the highest-value contribution available.

5 Mistakes That Get Freshers Rejected at KPMG

• Having no Courage story. Everyone has teamwork. Almost nobody has a prepared story about raising something uncomfortable, and it is a named value.
• Preparing DSA for a GTA role. The technical round is SQL, data modelling, APIs and statistics. Check the track before you build a study plan.
• A "why KPMG" answer that works for Deloitte. Swap the firm name and read it back. If it still works, it is not an answer.
• Definitions without understanding. Every strong question here has a follow-up. Memorised answers survive the first question and fail the second.
• Resume padding. Interviewers pick the least likely item on your resume and ask about it. If you cannot discuss it for two minutes, remove it.

How to Prepare for the KPMG Interview: A 3-Week Plan

Week 1: Stories and values. Write out four or five real incidents in full, with what you did and what changed. Map each against Integrity, Excellence, Courage, Together and For Better. Find the gaps, and expect Courage to be one. Then rehearse the follow-up: for every story, have someone ask "and what if it had gone the other way?"

Week 2: Track-specific technical. Audit and Tax: the three statements and the depreciation walkthrough, assertions, materiality, substantive versus controls testing, Ind AS versus IFRS. GTA: SQL joins and aggregation, normalisation, REST basics, descriptive statistics. Advisory: two guesstimates and two profitability cases, out loud. Our SQL Mastery crash course covers the query patterns that recur across GTA and analytics rounds.

Week 3: Aptitude and mocks. Data interpretation and logical reasoning against a clock, since those two usually set the cutoff. Then at least three mock interviews out loud where the other person asks a follow-up after every single answer. That is the closest simulation of the real thing, and it is where memorised preparation visibly breaks.

Final Thoughts

The thing that separates candidates who clear KPMG from candidates who almost do is rarely the first answer. It is the second one.

So when you prepare, do not stop at the answer. For every question in this guide, ask yourself what a curious interviewer would want to know next, and prepare that too. If you can say "and if he had refused, I would have gone to the guide" before you are asked, you have shown something a memorised answer never can.

And find your Courage story before you walk in. It is a named value, most candidates have nothing prepared for it, and it is the one that makes an interviewer sit up.