Master's thesis in progress · Sole author · Advisor: Saiah Lee, UNIST
2026
Largest-Shareholder Ownership and Post-Filing Corrections:
Monitoring, Detection, and Disclosure
Reconstructed versioned annual-report histories from Korea's OpenDART system,
producing a verified panel of 4,482 firm-years from 672 listed nonfinancial firms
over 2018–2024.
The study examines ownership concentration and post-filing corrections using
fixed-effects, lagged-variable, within-between, placebo, and sensitivity analyses,
with particular attention to monitoring, detection, disclosure incentives,
and identification limits.
Auditing
OpenDART
Panel Data
Fixed Effects
Identification
Solo-authored working paper · SSRN 7105059
2026
Designing Alliance Contracts under Uncertainty:
Indexation, Renegotiation Risk, and the U.S.-ROK Special Measures Agreement
Studies the U.S.-ROK defense cost-sharing agreement as an incomplete contract,
combining institutional analysis with contribution and inflation data to examine
indexation, renegotiation risk, and contractual adaptation.
View on SSRN / DOI →
Political Economy
Incomplete Contracts
Institutional Analysis
2025
FOMC Sentiment Index Using FinBERT
Built a time-series sentiment index from Federal Reserve statements and minutes
using FinBERT, including data preprocessing, sentence-level sentiment scoring,
exploratory macroeconomic analysis, a real-time dashboard, and lag analysis.
Project repository →
2025
Identification of Age-Related Genes in Skeletal Muscle
Using Ensemble Machine Learning
Zenodo publication using GTEx transcriptomic data and XGBoost-based ensemble
methods to study gene-expression patterns associated with skeletal-muscle aging.
View publication →
2025
Creating a User-friendly Shiny App for Reproducible
Two-Sample Mendelian Randomization Studies
Invited presentation at the SDSU Data Science Symposium
with Frederick Joseph Boehm.