KPMG Quantitative Analyst interview typically runs 2-4 rounds: HR screen, manager or senior interview, and sometimes a group business case or additional HR step. Timeline is about 1-4 weeks, and the process is often conversational but can be slow and inconsistent.
$132K
Avg. Base Comp
$147K
Avg. Total Comp
4-5
Typical Rounds
3-6 weeks
Process Length
Our candidates consistently report that KPMG is not looking for a deep quant research profile here; it’s looking for someone who can speak cleanly about core finance mechanics and do it in a business-facing way. Across experiences, the questions cluster around derivatives, fixed income, and banking basics — Black-Scholes, Monte Carlo, swaps, bonds, duration, binomial pricing, balance sheet concepts — and the bar seems to be whether you can explain those ideas without hesitation. We’ve seen multiple candidates note that the technical side felt straightforward, but only if they had the foundations truly internalized.
A recurring theme is that the interviewers care just as much about fit and communication as they do about finance knowledge. Candidates repeatedly describe the conversations as calm, friendly, and even conversational, with prompts like why KPMG, why this team, how you handle stress, and a self-SWOT. That tells us the team is screening for polished judgment and client-ready presence, not just correctness. The strongest candidates in this process seem to be the ones who can connect their background to the department’s work and answer directly without sounding rehearsed.
We also see a split between candidates who experienced a more consulting-style process and those who got a more finance-fundamentals screen, which suggests the role can flex depending on the team and interviewer. The non-obvious make-or-break factor is often not complexity, but whether you can stay structured when the questions are basic and fast-moving. In other words, KPMG appears to reward candidates who are credible, concise, and comfortable discussing finance in plain language.
Synthetized from 4 candidates reports by our editorial team.
Had an interview recently?
Share your experience. Unlock the full guide.
Real interview reports from people who went through the Kpmg process.
What stood out most to me was how different the content and the process felt. The technical interview itself was pretty straightforward and only lasted about 30 minutes, but the overall hiring experience was much less smooth than I expected. I went in for a Quantitative Analyst role at KPMG and was asked to make sure I understood the foundations of Black-Scholes, Monte Carlo, swaps, and fixed income investments. The questions were direct and seemed aimed at checking whether I had the core FRM/RMVA-level finance knowledge rather than pushing into anything especially tricky or highly quantitative. I wouldn’t describe the technical side as hard, but you do need to be comfortable explaining the basics clearly and quickly.
Where things got frustrating was the process around it. The recruitment felt very long and poorly structured, with several weeks of silence between steps. Communication was inconsistent, and I often didn’t know where I stood in the process. In my case, I received a rejection before the full process had even finished with all candidates, which made the evaluation feel a bit opaque and not very transparent. The only positive was that once they did respond, the turnaround was fast. Overall, I’d say prepare for a concise technical screen focused on core derivatives and fixed income concepts, but also be ready for a process that may be slower and less organized than the interview itself.
Prep tip from this candidate
Review FRM/RMVA fundamentals, especially Black-Scholes, Monte Carlo simulation, swaps, and fixed income basics. Since the interview was only about 30 minutes, practice giving crisp explanations without drifting into overly theoretical detail.
Share your own interview experience to unlock all reports, or subscribe for full access.
Sourced from candidate reports and verified by our team.
Topics based on recent interview experiences.
Featured question at Kpmg
Select the 2nd highest salary in the engineering department
| Question | |
|---|---|
| Rolling Bank Transactions | |
| Fair Coin | |
| Longest Streak Users | |
| Hurdles In Data Projects | |
| P-value to a Layman | |
| Assumptions of Linear Regression | |
| Data Preparation for Imbalanced Data | |
| Spam Classifier | |
| Modifying a Billion Rows | |
| Multicollinearity in Regression | |
| Algorithm Reliability | |
| Testing Constraints | |
| Client Solution Pushback | |
| Why Do You Want to Work With Us | |
| Statistically Significant Test | |
| Your Strengths and Weaknesses | |
| Branch Sales Pivot | |
| Google Docs Drop | |
| Closest SAT Scores | |
| Merge Sorted Lists | |
| Bagging vs Boosting | |
| Raining in Seattle | |
| Maximum Profit | |
| Missing Housing Data | |
| Sort Strings | |
| Forecasting New Year Revenue | |
| Size of Joins | |
| Duplicate Rows | |
| Using R Squared |
Synthesized from candidate reports. Individual experiences may vary.
Candidates typically enter the process after applying online or through LinkedIn, followed by outreach from HR/recruiting. Several experiences mention long gaps and inconsistent communication at this stage, so the timeline can feel slow before the first interview is scheduled.
The first live conversation is usually with HR and is mostly conversational. It focuses on your background, motivation for the Quantitative Analyst role, why KPMG, and whether you would be a good fit for the team and consulting-style environment.
This round tests core finance knowledge rather than advanced quantitative depth. Candidates were asked about Black-Scholes, Monte Carlo, swaps, fixed income, derivatives, bonds, duration, bond pricing, and the binomial method, with an emphasis on explaining concepts clearly and quickly.
A manager, team lead, or senior interviewer conducts a more direct discussion that blends fit and business judgment. Common topics include your biggest success, a self-SWOT, 5-year goals, financial literacy, commercial banking products, and balance sheet concepts.
Some candidates move into a morning of meetings that includes a group business case and informal conversations with team members. This stage is less about being grilled and more about showing how you think, communicate, and fit with the department.
After the main interviews, there may be one more HR conversation before the final decision. Candidates reported hearing back the following week, though some also experienced delays and early rejections before the full process concluded.