Simulating the Future of Markets
I am a Market Simulation Architect and LLM Agent Researcher.
Bridging human decision intelligence and emerging technological evolution to forecast the dynamics of new markets.
Architecting the convergence of technology and real-world demand.
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Research Architecture (4 Spaces)
Behavioral Market Modeling
Quantifying consumer choice and market shifts in market (e.g., Mobility, Energy, Finance) using advanced statistical choice modeling.
#Consumer-DemandTech-Mining & Innovation Trajectory
Decoding the supply-side evolution of technology through Semantic Main Path Analysis to predict where industries are heading.
#Innovation-SupplyCognitive Agent Modeling
Integrating behavioral theories with LLM prompting architectures to restore human reasoning processes via high-fidelity synthetic agents.
#Agent-SimulationApplied 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: at 09:00 AM... 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: at 09:00 AM... 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: at 09:00 AM... 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 →-
Initializing the Digital Lab: Building a Multi-Collection Archive System
Published: at 10:00 AM... views- System Architecture
- Troubleshooting
- Web Engineering
- Astro
Documenting the process of building an independent data pipeline using Astro Content Collections to systematically manage fragmented research data and troubleshooting logs.