MFE Admissions Case Study: How a Reapplicant Got Into UChicago and Cornell
Luca didn't have a perfect GPA, a full-time quant role, OR a 168+ Quant on the GRE. He got into Cornell and UChicago anyway.
When Luca (name changed for privacy) came to me, he was a software engineer at an investment bank. He had applied to 300+ internal quant roles with almost no interview traction. Networking helped him land a 4-month quant rotation, but the team did not have the headcount to convert him into a permanent role.
He had also already gone through one MFE application cycle without getting into the programs he was targeting.
I helped him figure out:
What Admissions might still question
What evidence could answer those questions
What he could still strengthen before applying
Luca's Profile
Professional experience: 7 years in software engineering, including nearly 2 years at a bulge bracket investment bank and a quant rotation
Education: Already had a technical master’s
Transcript: Lower GPA, credits from multiple schools, and a lesser-known university
Math readiness: Additional quantitative coursework and GRE
Reapplicant: Had already applied once without getting into his target programs
None of these things automatically made Luca a weak applicant... but each one created a question I would want answered as an Admissions Committee member.
That is the framework I use for ANY applicant: What does your profile make Admissions wonder, and what evidence answers it?
1. Why Does He Need an MFE?
With Luca’s professional experience, I wanted to know:
Why go back to school NOW?
What does he actually want to DO with an MFE?
What will the degree teach him that his current background does not?
As an AdCom, I'm thinking: he’s already a software engineer at a bank. Why spend 2 years and $100K on an MFE if he could become a quant developer without one?
After spending a LOT of time networking with quants and reviewing job descriptions, Luca got more specific about his goal: using machine learning for signal research, portfolio construction, and trading decisions.
That told us both what to emphasize. We highlighted his automation and data pipelines, regression and ML modeling, tools supporting portfolio decisions, and quant rotation. He still needed deeper training in financial mathematics, markets, portfolio construction, and trading - these became a stronger rationale for why he needed the MFE.
The takeaway: Before you explain WHY you need an MFE, know what you want the degree to help you DO.
2. Why Get Another Master's Degree?
Once we knew where Luca was going, I wanted to know how he arrived at this point in his career… He already had a technical master’s, so I wanted to understand:
Why quantitative finance?
What experiences moved him in this direction?
Why is an MFE the NEXT logical step?
Luca had relevant evidence… but it felt buried under years of software engineering experience, unrelated acronyms and jargon, and a complex academic history.
So we cut details that made the relevant progression easier to see. His academic projects led to his thesis in ML and asset-pricing… which led to him taking a job in financial services, and networking to secure his quant rotation. Now, an MFE feels like the next logical step in his career.
“Ash helped me figure out that my story wasn’t just scattered points. It could all be combined and put together to show an upward trajectory toward where I actually wanted to end up.”
The takeaway: Make the progression CLEAR for Admissions to see how you got to this point in your career and why going for your MFE makes sense.
3. Can He Handle the Academics?
Luca’s lower GPA, credits from multiple schools, and unfamiliar university raised a different set of questions:
Does he have the prerequisites?
Can he handle MFE-level math NOW, and what evidence proves this?
After years in industry, is he prepared to be a full-time student again?
Working full-time while in school and dealing with transfer-credit complications helped explain why Luca’s transcript looked the way it did.
But explaining an old grade does not prove you can handle stochastic calculus today.
It also does not show how someone who has spent years in industry will handle exams, deadlines, group projects, and the pace of full-time study.
Luca needed newer evidence. During our work together, he completed UChicago Prep Quant courses with 100% marks and improved his GRE to 165Q. We also reviewed his prerequisites and whether additional for-credit math coursework would further strengthen his academic preparation.
The takeaway: If your transcript creates a concern, don’t spend your entire application explaining the past. Ask what NEW evidence you can give Admissions about what you can do NOW.
The winning framework that got Luca into UChicago & Cornell.
We assessed his academic and professional profile: looking for what’s relevant, what’s confusing, and what’s missing.
We cut out what was less relevant to make the career progression more clear.
We built a case for why Luca was a stronger candidate than he was last admissions cycle rather than focusing just on the past.
If you’re reapplying, I cannot highlight this strongly enough.
You need to present a more clear story (how your past prepares you for a MFE and how the MFE will get you where you want to be) and build new evidence (coursework, GRE score, experiences, projects, competitions, and/or letter writers) to demonstrate that you are more competitive than you were last cycle.
Interested in hearing about Luca's full journey? Join Career Crossings for exclusive access to the recording and other graduate admissions & quant-specific resources.
R1 MFE Deadlines are coming up quickly!!
My next 6-Week MFE Admissions Application Bootcamp starts October 13th.
I’ll help you apply this same AdCom framework to your own profile: identify what Admissions may question, what evidence you already have, and what you may still need to strengthen before you submit.
We’ll also work through your CV, Statement of Purpose, and application positioning with live instruction and peer feedback.
Especially if you’re reapplying, we’ll look at what is actually DIFFERENT about your application this year.
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