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KOSHUN
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Codename

KOSHUN

Senior Data Scientist and Graduate Student in Statistics and Data Science.

USAStatisticsFinanceData Science

Who is this

The person behind the mask

I came up through math. Two undergraduate degrees, one in mathematics and one in quantitative finance, and somewhere in the middle of all that I realized I liked the moment a model meets a real decision far more than the moment it finishes running. That is basically the job now, and I went back to school at night to get better at it.

The work splits in two. During the day I sit between the data and the people who have to act on it, which means a lot of careful analysis followed by a lot of plain English. After hours I write research code against market data, hunting signals that usually fall apart the second you test them. The few that survive are the reason I keep doing it.

Away from work I am still, somehow, at a computer. I build my own machines, and I genuinely enjoy the part where you spend an entire Saturday routing cables nobody will ever see. Games are the constant: long RPGs when I want a story worth arguing about, shooters when I want to turn my brain off and aim at something. The rest of the time I am in the gym, in a pool, on a trail, or losing slowly at poker while insisting the math was correct.

Codename
Koshun
Arcana
The Hermit

Base
USA
Role
Senior Data Scientist and Quantitative Developer
Studying
Master's in Statistics and Data Science
Type
INTJ, 1w9
PC
Built it myself. Twice.

Weakness
None that I am willing to share

Confidant rank

Social stats

Ranked up the slow way, one late night at a time.

KnowledgeRank 5 Probability, statistics, optimization. The graduate coursework is there to keep the edge on.
ProficiencyRank 5 Python and R every day, SQL and C++ when the job asks for it.
GutsRank 4 Telling a room the result did not hold up, then showing them what to do about it.
CharmRank 5 Making something complicated sound simple enough that someone repeats it in the next meeting.
KindnessRank 4 Two years teaching, and a standing weekly session where I get my team up to speed on new tools.

Curriculum

My Background History

2026 to 2028

M.S.E. in Statistics and Data Science

In progress
  • Statistics for data science, machine learning, and applied deep learning.
  • Classes at night after work, which is exactly as glamorous as it sounds.
2024

Graduate Pre-MFE Program

Completed with Distinction
  • Advanced calculus, linear algebra, probability, and the numerical methods behind derivatives pricing.
2020 to 2024

Dual B.S. in Mathematics and Finance

Graduated summa cum laude
  • Undergraduate research on measure theory and financial markets.
  • Course assistant for optimization for two years, then lead teaching assistant for the undergraduate Python sequence.
  • Elected to the mathematics student advisory board.

Field record

Work History

2026 to Present

Senior Data Scientist

Fortune 100 Company
  • I take the vague version of a question and turn it into something that can actually be measured, and I say so when the data cannot answer it.
  • Wrote the methodology the team scopes new work against, so the same question stops getting built three different ways by three different people.
  • Run a weekly session on applied AI for my team and a cross functional forum for the wider data science group.
  • Currently figuring out where large language models genuinely help an analysis and where they only sound like they do.
2024 to Present

Quantitative Developer

Systematic Trading Research Group, Part Time
  • Build and run the research pipeline for intraday equity signals, mostly markout work around the closing auction.
  • Before that, crypto microstructure: testing features across assets, horizons and exchanges so nothing gets cherry picked on one lucky pair.
  • All Python on a shared research box, written so a teammate can rerun any number in it without calling me.
2024 to 2026

Biostatistician

Fortune 100 Company
  • Python and R programming against strict data standards, mixed models for repeated measures, and deliverables that had to survive outside review.
  • Built web apps so scientists could dig through safety data themselves instead of waiting on me every time they had a hunch.
  • Built a tool that compares the same dataset across two systems and points straight at the rows that disagree.
  • Prototyped an NLP pipeline that pulled clean fields out of documents nobody wanted to read by hand.
2024

Software Engineer Intern

Engineering Consultancy
  • Built document processing pipelines that replaced a slow manual review step.
  • Documented the whole thing well enough that it kept running after my last day.
2022 to 2023

Data Science Intern

Fortune 100 Company
  • Claims analytics and patient segmentation that fed into where the budget actually went.
  • Ran Bayesian A/B tests on channel experiments and explained the results to people who did not want a statistics lecture.

Loadout

What I Work With

Languages

  • Python
  • R
  • SQL
  • C++
  • LaTeX
  • Bash

Modeling

  • Bayesian Inference
  • Mixed Models
  • Time Series
  • Gaussian Processes
  • Gradient Boosting
  • Deep Learning

Tooling

  • pandas
  • polars
  • scikit-learn
  • PyTorch
  • Shiny
  • Git
  • AWS

Domains

  • Equity and Crypto Market Data
  • Market Microstructure
  • Derivatives Pricing
  • Claims and Patient Data
  • Applied LLMs

Human languages

  • English
  • Spanish, conversational
  • German, conversational

Hobbies

  • Gaming
  • Anime
  • Building PCs
  • Poker
  • Lifting
  • Swimming
  • Hiking

After hours

The Other Half of the Calendar

Games

  • Persona
  • Elden Ring
  • Baldur's Gate 3
  • Cyberpunk 2077
  • Genshin Impact
  • Honkai: Star Rail
  • Fortnite and other shooters

Anime

  • Dragon Ball Z
  • Code Geass
  • Attack on Titan
  • One Piece
  • Jujutsu Kaisen
  • Blue Lock

Poker

I like to gamble both in video games and in real life. Yes, it is a problem.

Languages

  • English
  • Spanish
  • German

Moving around

Gym on weekdays, swimming when the pool is empty, hiking when the weather cooperates. It is the only part of the day with no screen in it.

Building PCs

I pick every part myself, argue with myself about the cooler for a week, then lose a Saturday to cable management nobody will ever see. Worth it.

Calling Card

Let's Talk

Open to chatting, gaming, or just vibing. If you want to chat about my interests, see below.

Find me in game.