Research Areas
Eight threads spanning prediction, causal inference, decision support, and AI-augmented education.
Text & Media Big-Data Analytics
Semantic-network analysis, topic modeling, churnalism, and crisis communication over large news corpora.
Bio-Healthcare Machine Learning
Multi-task and interpretable models for pharmacokinetics (drug clearance, volume of distribution) and multi-outcome clinical risk prediction.
Generative-AI Applications
Embedding-based ESG analysis and trust-by-design RAG avatar chatbots that turn LLMs onto domain problems.
Pension & Policy Microsimulation
Microsimulation and Monte-Carlo models for the Basic Pension, National Pension unfunded liability, and welfare/tax policy.
Corporate Finance, Accounting & ESG
How dividends, executive stock-linked pay, debt maturity, bond ratings, and ESG / tax-evasion news move firm value.
Financial & Economic Forecasting
Unit-root and level-change testing, long-horizon mean reversion, and structural-change detection to model and forecast markets and macro series.
AI in Education & Advising
Generative-AI teaching bots, major and career advising agents, curriculum redesign, and hands-on “build-your-own-AI” courses that grow AI literacy.
Business & Data Analytics
Statistical learning and big-data analytics — from business statistics to financial and managerial big-data modeling — that underpin the applied work.
