LessonThis is a lesson restated in new words. Any figure in it is an example from the source, not this desk's record.
A resume does not get the interview at a trading firm or a hedge fund. Someone has to put it in front of a person. Once that happens, the page is a script for the conversation. Put on it the projects you want to be questioned about, in an order a tired interviewer can walk in one pass. Hide a school or a GPA only if you are prepared to explain why it is hidden.
Why it matters
The lecture’s author did not have a freshman internship or a brand-name seat. The page that supported early interviews was contract work, a trading account, and a stack of public notes. Later, the same person would not use that exact layout. A cleaner one-page structure, with education, then research and professional work, then talks and software, is what they would hand a hiring manager now. That cleaner page drew looks from options market makers and quantitative funds. The claim is about readability, not about a magic template.
For internships and first jobs, education stays at the top. The author had not seen education buried unless the writer was hiding the school or the grades. The degree block here was a bachelor’s from James Madison University, 2018 to 2022, a double major in quantitative finance and mathematics, dean’s list each term, and Latin honors. An earlier draft listed a cumulative GPA of 3.91. After a final semester of A’s it was 3.94.
The idea in plain words
Treat the interview as a hearing and the page as the exhibit list. Every line should survive several minutes of questions. If the risk-adjusted return was ordinary, say so.
The early jobs were short contracts. One, with a professor, used machine learning on a hospital’s unpaid receivables. Another built dashboards and forecasts on healthcare financial series, before modern chat tools. Separately, the author traded through Interactive Brokers’ Java and Python interfaces. The strategies were not presented as spectacular. Webinars on that plumbing, for people leaving investment banking, brought in a couple of thousand dollars.
Public essays carried the rest: a Java trading system, a genetic search over neural nets, exotic pricing that understood a risk-neutral value and did not yet understand calibration to a volatility surface, and a hedging note. A later page added an open-source Python package with hundreds of thousands of installs, and two short Bloomberg seminar talks, one on a deep-learning pricing map and one on synthetic arbitrage-free volatility surfaces from variational autoencoders. A cookbook review paid about a hundred dollars and was not worth repeating at volume.
Skills were listed narrowly: Python, Java, Excel, VBA, SQL. Excel certificates and Bloomberg Market Concepts were described as irrelevant to the hiring decision. Brazilian jiu-jitsu and a Division I cheerleading captaincy were college-era conversation starters, not a template for a later resume.
How to use it
Lead with education while you are junior. Under it, merge research and jobs if the work was the same kind of thing, unless you are writing an academic CV and need the split. For each project, write the decision you made and the object you produced, not a stack of buzzwords.
Before you add a line, rehearse the hostile question. If the Sharpe ratio was ordinary, say so. If you priced exotics without a calibration story, be ready to say where the parameters came from. Interviewers remember the candidate who knows the edge of their own project.
Get the page in front of a human. Friends, former classmates, and people you have actually talked with move resumes into bulge-bracket banks and funds. A portal full of perfect keyword matches does not. Once you are in the stack of people they will meet, the page only has to be easy to walk.
What usually goes wrong
Stuffing every language you have touched, and every certificate a teammate told you to click through. Burying the degree because a forum said “projects first,” when the reader is screening interns. Claiming a model class you cannot define. And expecting the document to create the meeting. It will not. It will only decide whether the meeting has somewhere to go.
Questions people ask
Should GPA sit at the top?
For internships and entry roles, yes, next to the degree. Moving education to the bottom usually reads as an attempt to hide the school or the number.
Do trading certificates belong on the page?
They do not persuade a hiring manager. Live projects, code, and essays you can defend are the lines that become questions.
What if the only jobs were short contracts?
Say that. A hospital forecasting project and a broker API are enough to talk about if you can explain the data, the model, and what failed.