available for work

Lance Yi.
Data Analyst & Scientist.

I turn messy data into decisions people can act on. I care about the math under the hood and the story it tells — because models that can't be explained don't get used.

view my work about me
1x projects shipped
3+ llm agents orchestrated
326 trades evaluated
curiosity
01 — about

I find patterns.
I question them too.

I'm a data scientist with a genuine interest in how things work — not just the models, but the people, decisions, and systems around them. I've worked on everything from exploratory analysis to predictive modeling and ML pipelines.

Before I was writing code, I was asking "why?" — and that habit stuck. I think the best data work is skeptical and human: rigorous enough to trust, honest enough to be useful.

Outside the terminal I'm probably reading, making coffee, or thinking about a problem I haven't solved yet.

stack
Python SQL scikit-learn pandas git
interests
interpretability causal inference NLP
currently
Looking for DS roles in consulting
Shipped Polysignal-BTC5
Reading: The Wisdom of Crowds
02 — featured project

Recent work.

2026 · multi-agent llm case study

Polysignal-BTC5 — can structured AI beat the crowd?

A multi-agent debate system — momentum analyst, contrarian, and judge — that predicts Bitcoin's next 5-minute move on Polymarket prediction markets. Beats the crowd baseline on directional accuracy and Brier score over 191 trades.

54.9% directional accuracy
+14.72% simulated roi
326 trades · 110h session
view live dashboard + case study →
browse all projects →

Notes, opinions, and things worth writing down.

read thoughts →
04 — résumé / cv

Experience &
Credentials.

Lance Yi — Data Analyst & Scientist

Full résumé with education, experience, and skills.

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