Simulating the Future of Markets
Emerging technology markets are shaped by how people interpret, adopt, and respond to change.
I use data-driven modeling and AI-based simulation to study how technologies spread, how demand changes, and how markets evolve. My work focuses on turning complex data from mobility, energy, and finance into useful insights for better decisions.
Market Simulation Architect · LLM Agent Researcher
Architecting the convergence of technology and real-world demand.
Image generated by Gemini and Kling
Research Architecture (4 Spaces)
Behavioral Market Modeling
Quantifying consumer preference and potential market shifts across domains such as mobility, energy, and finance using statistical behavioral modeling.
#Consumer-DemandSimulation with AI agents
Simulating human reasoning processes via high-fidelity synthetic agents by integrating behavioral theories with LLM architectures.
#Agent-SimulationTech-Mining & Innovation Trajectory
Decoding the supply-side evolution of technology through Semantic Main Path Analysis to predict where industries are heading.
#Innovation-SupplyApplied Data Intelligence
Engineering reliable, data-driven decision engines and RAG-based systems for real-world applications.
#Data-AnalyticsFeatured Works & Recognition
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Simulating Consumer Decisions via Persona-based LLM Agents (Master's Thesis)
Published:... views- LLM-Based Cognitive Agent Modeling
- Published (Master's Thesis)
- Cognitive Science
- Transportation
- Consumer Decision-Making Simulation
- Mobility as a Service (MaaS)
My Master's Thesis on integrating human cognitive reasoning with Large Language Models to simulate and forecast emerging market dynamics.
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[Submitted] Mapping Technological Convergence via LLM-enhanced Analytics
Published:... views- Tech-Mining
- Submitted (SCIE)
- Energy
- Text Embedding
- Patent
- Main Path Analysis
Currently under review in a top-tier SCIE-indexed journal. This study proposes an advanced framework for managing technological convergence, evolved from a conference award-winning pilot study.
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[Submitted] Predicting Consumer Travel Behavior in the MaaS Era
Published:... views- Behavioral Market Modeling
- Submitted (SSCI)
- Transportation
- Mobility as a Service (MaaS)
- Clustering
- Statistics
Currently under review in an international SSCI-indexed journal. This manuscript is an advanced version of the research previously presented at a conference, refined based on expert feedback.
Recent Lab Notes
View all notes-
Building This Website as a Small Project
Published:... views- Personal Website
- Portfolio
- Web Development
- Lab Notes
A short note on building this website as a place for research, portfolio work, and personal notes.
Recent Life & Essays
View all essays-
Stairs, Elevators, and Learning
Published:... views- Essay
- Learning
- Programming
- LLM
- AI-Assisted Coding
A reflection on learning in the age of LLMs, and why convenience still needs to be balanced with real understanding.