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Layla X.

Layla X.

AI Finance Trainer | Prompt Writer

USA flagClarendon Hills, Usa

Key Skills

Software

Internal/Proprietary Tooling

Top Subject Matter

Finance (financial modeling)
E-commerce (product management, web design)
English (prompting)

Top Data Types

DocumentDocument
TextText

Top Task Types

Prompt + Response Writing (SFT)Prompt + Response Writing (SFT)
Evaluation/RatingEvaluation/Rating
Red TeamingRed Teaming
Fine-tuningFine-tuning
Text SummarizationText Summarization
Text GenerationText Generation

Freelancer Overview

I'm a rising sophomore at Brown studying Applied Mathematics-Economics and Behavioral Decision Sciences, which allows me to build a strong quantitative background while always asking why people make the decisions they do. I've run long/short equity analysis as the co-captain Consumer Discretionary stocks for Balyasny's student investment fund, write a venture capital newsletter with $10k+ international subscribers, and covered public equities at a $10B endowment at W.K. Kellogg Foundation. What draws me to AI training work is that I believe knowing how to prompt your AI and have it support you in your tasks is crucial in staying ahead in the future. Therefore, I want to help companies or individuals prompt and train their AI better with my strong background in finance and writing skills. I work carefully, and I can operate at scale without losing that carefulness. And I'm comfortable sitting with complexity rather than reaching for the nearest clean answer. If this sounds like someone you want on your team, I'd love to help out.

Education

B

Brown University

Bachelor's Degree, Applied Mathematics-Economics & Behavioral Decision Sciences

Bachelor's Degree
2025 - 2026

Work History

W

W.K. Kellogg

Investment Analyst Intern

Battle Creek
2026 - Present