
A graduate landing a quant position at an investment bank in Paris just weeks after their defense: this is the classic scenario of the El Karoui master’s program. This program from Sorbonne University, co-accredited with École Polytechnique and backed by ENS and ESSEC, remains the French reference in probabilities and finance. However, the starting salary and actual job prospects deserve a more nuanced examination than the often sensational figures reported.
Salary Gap Between Paris, London, and Amsterdam
The articles circulating highlight high packages without distinguishing between financial centers. The reality of 2023-2024 is more varied.
Related reading : Everything You Need to Know About the Legality and Use of Decathlon's Anti-Aggression Pepper Spray
According to salary analyses from eFinancialCareers and Selby Jennings, the pay scales in London and Amsterdam have been adjusted since 2022-2023 to compensate for inflation and competition from Big Tech. London hedge funds, in particular, have raised their offers to attract profiles from elite quantitative master’s programs, including El Karoui.
In France, the increase has been more modest. An entry-level quantitative analyst position in Paris offers a competitive package compared to the local market, but the gap with London can reach several tens of thousands of euros per year from the very first year. This divergence drives a significant portion of each graduating class to expatriate.
You may also like : Everything You Need to Know About the Average Grades of 5th Graders in France: Figures and Analysis
To delve deeper into this data, the detailed grids compiled around the salary of the El Karoui master’s program on Monsieur Formation provide a structured overview by job type and location.

Career Opportunities Outside Market Finance: Climate, Energy, Insurance
Reducing the opportunities of the El Karoui master’s program to trading rooms would be a mistake. Since 2021-2022, three sectors have been increasingly hiring profiles trained in probabilities and finance.
- Climate Risk (climate risk modeling): major banks and reinsurers are looking for quants capable of modeling the financial impact of extreme events. Prudential regulations are driving this recruitment.
- Energy Trading and Utilities: the volatility of electricity and gas markets requires skills in stochastic modeling, which is at the heart of the El Karoui program.
- Actuarial Science and Quantitative Insurance: the boundary between traditional actuarial science and quantitative finance is blurring, particularly in the pricing of complex products and asset-liability management.
These opportunities significantly broaden the career spectrum. A graduate can start in derivative product structuring and then pivot to climate risk modeling a few years later, without changing their mathematical toolkit.
Technical Skills That Make a Difference in the Market
Why do recruiters often prefer an El Karoui profile over a graduate from another quantitative master’s program? The answer lies less in the prestige of the degree than in the technical foundation.
The program combines advanced stochastic calculus, numerical methods, and direct applications in pricing derivative products. This theory-practice articulation is rare. Most master’s programs in financial mathematics lean either towards pure research or computer engineering.
C++ and Python, Two Expected Languages from the Internship
The site maths-fi.com reminds us: not mastering C++ is a major handicap for any search for an internship or job in quantitative finance. There is not enough time in the M2 to catch up on accumulated delays. Students who arrive with a solid programming background (C++, Python) secure positions faster, often in better-paid roles.
Python has taken on an increasingly prominent role in quantitative research and financial data science teams. A profile that combines both languages with a solid mathematical foundation ticks all the boxes for recruiters, both in banks and hedge funds.
The Final Internship as a Negotiation Lever
The M2 internship plays a decisive role. The majority of hires are made through internship conversions. An internship at a London hedge fund or with a market maker in Amsterdam often leads to a firm offer, with a package higher than what Parisian banks offer for an equivalent position.
Choosing your internship equates to choosing your starting salary range. Students aiming for maximum compensation direct their search towards London from the first semester of M2.

Selectivity of the El Karoui Master’s Program and Profile of Admitted Students
The admission rate hovers around 30%, making it one of the most selective master’s programs in France in the field of applied mathematics. Candidates primarily come from École Polytechnique, ENS, Mines, Centrale, or from university backgrounds in pure mathematics with an excellent academic record.
A often underestimated point: the level in probabilities at entry conditions success. Gaps in stochastic calculus cannot be filled during M2. Candidates from more applied fields (data science, computer science) must have solidified these foundations before applying.
The cohort remains deliberately small, creating a dense and active alumni network. This network acts as a career accelerator, particularly for positions in hedge funds and quantitative trading desks where internal recommendations carry significant weight.
The El Karoui master’s program trains a very specific profile: a mathematician capable of coding and thinking in market terms. It is this combination that explains the robustness of the job prospects, including in sectors that did not exist at the program’s inception. Diversification into climate risk and energy opens pathways that previous cohorts did not have, without eroding the value of the degree in traditional market finance positions.