Summary
Overview
Work History
Education
Skills
Timeline
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Frank Lee

Palo Alto,CA

Summary

Highly analytical Quantitative Research Analyst with background in financial modeling, statistical analysis, and predictive modeling. Demonstrates strong critical thinking skills and adeptness at interpreting complex data sets to drive strategic decision-making. Strengths include high-level proficiency in programming languages, combined with deep understanding of machine learning algorithms. Previous roles have resulted in optimized investment strategies and improved forecasting accuracy.

Overview

1
1
year of professional experience

Work History

Quantitative Research Analyst

Citadel Securities
Chicago, IL
06.2024 - 08.2024
  • Explored different model architecture(Transformer based, Convolution based, etc.), loss function design, and pre-training strategies to optimize the model's performance.
  • Combined the high frequency features(5 seconds) with deep learning models; increased the average Information Coefficient (IC) by over 50% and enhanced the strategy's annualized performance by 3%.
  • Constructed and submitted two single-factor signals with a correlation coefficient of 5%, which maintained low correlation with the existing factor library.

Quantitative Analyst Intern

Akuna Capital
Chicago, IL
06.2023 - 08.2023
  • Integrated signal extraction frameworks and developed efficient operators to improve signal performance.
  • Applied tree models (LightGBM, CatBoost) to predict volatility in the options market, enhancing prediction accuracy.
  • Transformed overall strategy performance by integrating options and underlying market signals, improved 5 bps. return by 2bps

Education

Bachelor of Science - Mathematics And Computer Science

Stanford University
Stanford, CA
06-2026

Skills

  • C, torch, DDP, numpy, pandas
  • Deep learning
  • Mental Math
  • Machine Learning
  • Algorithm development
  • Time-series analysis

Timeline

Quantitative Research Analyst

Citadel Securities
06.2024 - 08.2024

Quantitative Analyst Intern

Akuna Capital
06.2023 - 08.2023

Bachelor of Science - Mathematics And Computer Science

Stanford University
Frank Lee