Demonstrated interest > prestige
A real project, notebook, competition attempt, or pattern of self-study is stronger than prestige-chasing language with nothing concrete behind it.
Core Program Application
What Core Screening Actually Looks For
General Body membership is a short application. This page explains the more selective Core Program screen for students seeking pods, recruiting prep, mock interviews, firm-facing opportunities, and deeper track work.
The one-sentence version: for Core Program, show us that you've done something real, that you're genuinely curious about a track, and that you can talk through your work clearly. For General Body, use the short General Body application.
What We Look For
Our actual priorities
Track fit matters
Software & Infrastructure applicants should show coding, systems, or data-tool work. Trading & Research applicants should show probability, statistics, market reasoning, or research curiosity.
Potential matters a lot
You don't need to arrive as the strongest technical person in the room. We care whether you show slope, initiative, curiosity, and the ability to get better fast.
Projects tell us a lot
Personal projects tell us how you think when no one is assigning the work, which is often more revealing than one line on a transcript.
Interesting people are memorable
Cool side interests, unusual hobbies, and signs of range are a plus. They make you more human and often show the kind of curiosity that makes you fun to build with.
Academic strength helps, but isn't required
Strong grades help, but they are not the only path, and alone they're not sufficient. We want to see what you do when no one's grading you.
Evaluation Rubric
How we read applications
This is not a rigid scorecard. It's an honest description of the dimensions we weigh and what separates strong from thin examples on each.
Prestige vs. Substance
What we actually want to see
This works
- A moving-average backtest with a short write-up explaining what you learned
- A Black-Scholes pricer you built from scratch and can walk through
- 15 probability problems you solved and documented your reasoning on
- A semester of recurring pricing or probability practice with notes on what you observed
- A research notebook that honesty confronts a failure or a wrong assumption
- An interesting side hobby or project that shows you think independently
- A "Why quant?" answer that mentions something real, not just a career website paragraph
This doesn't
- "I've always been interested in finance and enjoy math"
- Listing a club as experience without saying what you did in it
- "I have a strong GPA and am a quick learner" with nothing else
- Vague project descriptions: "built a trading algorithm that outperformed the market"
- A resume with no projects, only coursework and extracurriculars
- An application that reads like a consulting or banking club application
- No concrete answer to "what have you done to explore this field?"
Examples of Demonstrated Interest
Backtest notebook with
README
Options pricer you built
Competition reps +
reflection
Market microstructure notes
Paper replication project
C++ or Python build of
anything
Probability practice log
Anything you can explain
clearly
Order book simulator
Strategy research writeup
Mental math drills +
progress log
Reading notes on Green Book
/ HotS
FAQ
Common questions, honest answers
Do I need to complete this application for General Body?
No. General Body uses a short application for students who want Discord, announcements, open events, and beginner-friendly programming. This longer application is for Core Program consideration.
Core Program is the screened layer for students who want pods, mock interviews, learning sessions, firm treks, and stronger recruiter-facing support.
How does track-specific screening work?
Everyone gets behavioral questions about curiosity, follow-through, and how they work with others. The technical part changes by track.
- Software & Infrastructure: coding, debugging, data tools, systems thinking, or architecture tradeoffs
- Trading & Research: probability, statistics, market reasoning, research design, or explaining assumptions clearly
Aspiring quantitative researchers should treat Trading & Research as their home track, with stronger emphasis on data, statistics, modeling, and research write-ups.
Do I need prior finance or quant experience?
No. We are genuinely open to talented beginners. What matters more is whether your application shows curiosity, initiative, and the willingness to work through hard material. If you're earlier on, show us you've started walking. You don't need to have already arrived.
What counts as demonstrated interest?
Anything concrete you did because you were curious, not because it was assigned:
- Personal projects, backtests, pricers, simulations
- Competition participation, mock markets, or trading simulations
- Studying the Green Book, Heard on the Street, or similar material
- Consistent probability or mental math practice
- Reading that turned into action, not just bookmarking articles
The project doesn't need to be huge. Small, finished, and thoughtful beats ambitious but vague every time.
Do I need to be the strongest technically?
No. Raw technical strength is a plus, not a hard requirement. If you're earlier in your development, what we mainly want to see is that you enjoy hard problems and are already moving in the right direction. The slope of your trajectory matters more than where you are right now.
What if someone is extremely technical but not that interested in quant?
Strong technical ability, serious academics, and impressive projects absolutely help. We are not downgrading excellence. But if the application shows no curiosity about markets, trading, research, data, or the club itself, that person may be better served by a different technical community.
The ideal applicant has both: real capability or fast-growing potential, plus enough specific interest that AggieQuant feels like a place they will actually use.
What if my main strength right now is academic performance?
That's a good start, especially if the classes are challenging (MATH 411, STAT 414, CSCE 221 are high-value courses). The easiest upgrade is to pair strong academics with one concrete project or competition attempt so we can see initiative outside the classroom. Make the project your hook, not your GPA.
What kinds of projects stand out?
Anything you can explain clearly. The most honest thing, not the most impressive one:
- Backtests on any dataset. If the strategy doesn't work, write up why.
- Options pricing tools built from scratch, even simple ones
- Data cleaning workflows with documented assumptions
- Market-making simulators, trading simulations, anything that required decisions
- Research notebooks where you tried to find something and documented what you found
- Systems builds involving any performance-sensitive or reliability problem
We care a lot about whether you can articulate your assumptions, mistakes, and next steps. A screenshot alone tells us very little.
Do interesting things outside academics actually help?
Yes, they can. Side pursuits, unusual hobbies, leadership in something you care about, teaching, or building things for fun can make you memorable and often show the kind of range and independent thinking that makes someone genuinely interesting to work with.
But they are a plus, not a requirement. You don't need a cinematic backstory. Strong curiosity and follow-through are still the core thing. Everything else just adds texture.
What weakens an application?
The most common weaknesses:
- Generic answers that could apply to any finance or tech club
- Prestige-chasing language without the underlying interest
- Applications that make it seem like you've never actually tried the work
- Vague project descriptions. "Built a trading algorithm" with nothing else is not a project description.
- Treating the application like a consulting interview instead of an honest conversation
You don't need a perfect story. You do need something concrete that suggests you will take the club seriously, and that you've spent at least some time doing that already.
What happens if I get rejected?
Apply again. The students who come back with more to show get in: a project they finished, a competition they tried, a course they pushed through. A rejection is calibration, not a ceiling. Keep building and reapply.
Ready to choose? Use the General Body application for the open layer, or the Core application for track-specific screening. Or reach out at bago2007@tamu.edu if you have a question that isn't answered here.