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Interview Guides/KPMG
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KPMGCompany guide
Updated weekly · Reviewed by the Dataford team

KPMG interview process & guide 2026

Interview difficulty 4.8 / 10Based on 774 interview reports

Everything we know about interviewing at KPMG: the process stage by stage, what each round tests, compensation by level, and reports from candidates who interviewed.

ConsultantBusiness AnalystFinancial AnalystSoftware EngineerSecurity EngineerData Analyst
Practice KPMG questionsSee the process

At a glance

4.8/ 10
Interview difficulty 4.8 / 10
Rated by candidates who reported interviewing here. Harder than 66% of companies we track.
18
Role guides
774
Interview reports
12
Topics tracked
$210k
Median total comp
5 rounds
  1. 1
    Initial Screening (recruiter and HR)
  2. 2
    Technical Assessments and Technical Rounds
  3. 3
    Case Study Presentation and/or Case Study Round
  4. 4
    Behavioral / HR and Panel or Group Exercises
  5. 5
    Final Round, including Partner-Level Interviews (where applicable)
01 · Overview

Interviewing at KPMG

KPMG interviews candidates through a structured, multi-touch pipeline that mixes recruiter screening, HR and behavioral conversations, and multiple technical and case-based evaluations. Several roles report panel or team-oriented interviews, and at least some candidates also experience group exercises to test how you communicate and work with others.

Across the topic data you should expect SQL and Python, plus heavy emphasis on data modeling, risk management, and related technical case work. For consulting-style fit and execution, the most prominent soft-skill topic is problem solving, and you should also be ready for teamwork and collaboration and for case study analysis, business case work, and STAR-method style behavioral answers.

Difficulty in candidate reports skews medium, with the overall offer rate reported as 0.0%. Reported timelines vary a lot, ranging from faster multi-day flows in some reports to longer processes described as about three months, and you should plan for sequential evaluation steps where each stage builds on earlier screening results.

Good to know

The interview content is strongly case-led and reasoning-focused, with case analysis and case presentations appearing alongside technical checks like SQL, Python, and (for relevant tracks) Microsoft Sentinel and VaR.

02 · Difficulty and outcomes

How hard is the KPMG interview?

Aggregated from 774 interview experiences
Difficulty mix
Easy24%
Medium62%
Hard14%
Most loops land in the middle: hard enough to prep for, rarely brutal.
Offer rate
55%about 1 in 2

About 1 in 2 candidates with a known outcome convert.

429 offers across 774 reports with a stated outcome.
Experience sentiment
68%positive
Positive 68%Neutral 24%Negative 8%
03 · The loop

The interview process, end to end

5 rounds · based on 774 candidate reports
  1. 1
    Initial Screening (recruiter and HR)

    You start with an initial screening step that includes a structured questionnaire administered by a recruiter and HR assessing your background and motivation. Reports also mention psychometric or technical assessments as part of early filtering.

    Baseline qualifications · Motivation · Communication
  2. 2
    Technical Assessments and Technical Rounds

    You move into technical evaluation rounds, including in-depth technical discussions and multiple rounds that focus on technical skills. Some reports also describe live coding, home tasks, or system design discussions as part of the technical rounds, and the topic mix includes SQL and Python, plus case-led technical work.

    SQL · Python · Technical reasoning
  3. 3
    Case Study Presentation and/or Case Study Round

    You may be asked to complete a take-home or live case study presentation and/or an additional case round analyzing a real-world scenario. Candidate reports describe case-led middle rounds and exhibit-based preparation, so prepare to structure your thinking and communicate it clearly.

    Case analysis · Business case reasoning · Structured communication
  4. 4
    Behavioral / HR and Panel or Group Exercises

    You also get behavioral and HR interviews focused on alignment with company values, and some roles report panel interviews with management. Group exercises and teamwork-focused evaluation appear in the reported steps and in the topic mix, so you should be ready for collaborative communication.

    Behavioral alignment · Teamwork and collaboration · Leadership behaviors
  5. 5
    Final Round, including Partner-Level Interviews (where applicable)

    There can be a final round that focuses on high-level business case studies and cultural alignment, and some reports include interviews with senior partners. Some candidates also describe additional senior-manager conversations as later steps after earlier case or technical rounds.

    High-level reasoning · Cultural fit · Business case understanding
04 · Topic breakdown

What KPMG actually tests for

How prominent each skill is across reported loops
98%
SQL
97%
Python
93%
Generative AI (GenAI)
92%
Technical Interviewing
91%
Data Modeling
85%
Machine Learning
85%
System Design
85%
Problem Solving
73%
Case Study Analysis
70%
Communication Skills
67%
Object-Oriented Programming (OOP)
57%
Teamwork & Collaboration
Tested less
Tested more
05 · Role guides

Find the guide for your role

This is your next step: open the guide for the role you are interviewing for. Each one carries the questions KPMG interviewers actually ask that position, the loop structure, and pay by level.

Most reported roles
Consultant
$0k-$200k total comp
Real questions · Loop structure · Pay bands
Open the guide
Business Analyst
$0k-$0k total comp
Real questions · Loop structure · Pay bands
Open the guide
Financial Analyst
$81k-$95k total comp
Real questions · Loop structure · Pay bands
Open the guide
Showing 12 of 18 role guides
Account Executive
Questions and loop structure
Open guide
AI Engineer
$165k-$256k
Open guide
Data Analyst
$0k-$755k
Open guide
Data Engineer
$48k-$232k
Open guide
Data Scientist
$30k-$848k
Open guide
Engineering Manager
$48k-$264k
Open guide
GenAI Engineer
$901k-$1116k
Open guide
Machine Learning Engineer
$55k-$128k
Open guide
Operations Manager
$41k-$1000k
Open guide

Real interview experiences

What candidates said about the loop, difficulty, and outcomes, straight from recent reports for these roles.

Consultant
06 · Compensation

What KPMG pays, by level

Estimated total compensation: base salary plus stock and annual cash bonus.

Median $210k
Level$0kTotal comp range$1150kTotal
All levels
Base $43k-$1109k
$39k-$1116k
Ranges blend verified compensation data points. Base + stock + annual bonus shown. Estimates only.
07 · Insider tips

What separates offers from rejections

Patterns from candidates who got offers, and the mistakes that most often sink a loop.

Do this

  • Practice explaining your reasoning structure clearly under time pressure, because the most prominent areas include problem solving, case study analysis, and technical interviewing that emphasize how you think, not just what you know.
  • Prepare end to end for SQL and Python questions, since both are at the top percentile in the topic data, and they are commonly paired with case and technical discussions.
  • Have crisp STAR-method behavioral stories ready, since STAR Method is explicitly at 100 percentile in the topic data and behavioral alignment appears in multiple reported steps.
  • For any data, risk, or security-aligned questions, rehearse how you would approach data modeling, risk management, and decision framing, because those topics are also at 100 percentile.

Avoid this

  • Do not rely only on generic consulting explanations. The process includes exhibit and timed presentation style tasks in reports, and the topic mix includes case study analysis and business case work.
  • Do not treat teamwork as an afterthought. Group exercises and teamwork and collaboration topics appear in the extracted topic data and are assessed through group or manager-style settings in candidate reports.
  • Do not go in without being able to discuss SQL and Python clearly, because these are top-percentile topics in the interview question data for this company.
  • Do not assume you will get a single conversation and then an easy decision. Candidate reports describe multiple sequential evaluations, sometimes with repeated stages depending on satisfaction with earlier steps.
08 · FAQ

KPMG interview FAQ

Answered from real candidate and workplace data
How hard are KPMG interviews based on candidate reports?

Candidate reports show a difficulty split of easy 26.7%, medium 57.5%, hard 12.8%, very hard 3.0%. That means most candidates experience the loop as medium difficulty, with fewer reports at the hard extremes.

What topics show up the most?

The highest prominence topics include SQL, Microsoft Sentinel (Azure Sentinel), Data Modeling, Risk Management, Business Case / Case Study, STAR Method, Discovery Calls, Technical Interviewing, and others. Python and Problem Solving are also very prominent, with percentile 95 and 85 respectively.

Is there a case interview, or is it mostly technical?

It is both. The process includes case study rounds and case presentations reported across the pipeline, and the topic data places Business Case / Case Study and Case Study Analysis at 100 and 73 percentile respectively. You should expect cases to test analytical structure as much as technical content.

How long does the process take?

Timelines vary across candidate reports. One report describes a process of about three months, while other reports describe faster flows, including multi-day scheduling and same-day components. The only consistent pattern is that there are multiple sequential stages.

What is the offer rate from candidate reports?

The offer rate reported from the candidate reports is 0.0%. This does not tell you your personal outcome, but it means the dataset you have here did not record offers.

Can I reapply if I do not pass the loop?

The supplied data does not state any reapplication policy or guidance, so you cannot rely on it here. If you want, tell me your target role (for example Data Analyst or Software Engineer) and I can translate the topic mix into a preparation checklist.

09 · In their words

What people say about KPMG

Verbatim snippets from employee and candidate reviews
“KPMG fosters a strong culture of teamwork and leadership, providing ample opportunities for personal and professional growth.”
Consultant4.0
“The work-life balance can be challenging, often leading to hectic schedules.”
Consultant4.0
“Working hours can be challenging, especially as deadlines approach.”
Consultant5.0
“KPMG offers a positive work environment with engaging projects.”
Consultant5.0
“KPMG is a great company for career growth.”
Consultant4.0
“KPMG offers significant opportunities for fast learning and career advancement through hands-on experience.”
Consultant4.0
10 · Keep prepping

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