CV

Education

• 
  Korea Advanced Institute of Science and Technology (KAIST)Mar 2026 – Feb 2028 (expected)

  M.S. in Mobility, Cho Chun Shik Graduate School of Mobility · TUPA Lab · Advisor: Prof. Inhi Kim · Daejeon

• 
  Yonsei UniversityMar 2020 – Feb 2026

  B.S. in Urban Planning and Engineering, Minor in Applied Statistics · GPA 3.96/4.5 · Seoul

  Relevant coursework: Traffic Engineering, Future Mobility, Urban Mobility Analysis and Planning, Mobility Data Mining, Linear Algebra, Mathematical Statistics, Statistical Methodology, Time Series Analysis, Network Data Analysis, Generative Models, Reinforcement Learning

Experience

• Stellarvision Inc. – Data Analysis / AI Researcher InternDec 2024 – Feb 2025
  • Managed the training-data pipeline for satellite computer-vision models, from SAR and optical imagery preprocessing to object labeling.
  • Preprocessed, analyzed, and managed SAR and geospatial data (QGIS).
• Yonsei University, Transportation Planning Lab – Undergraduate Research InternJul – Aug 2024
  • Participated in the Korea Transportation Safety Authority (TS) project on advanced mobility status survey and data analysis.
  • Collected mobility data through web crawling and analyzed it for the project report.

Projects

• Physical AI and Infrastructure-Centered AV Control Framework for Heterogeneous Mixed Autonomous TrafficAug 2026 – present

  National Research Foundation of Korea (NRF) · Participating researcher · Literature review

• World Foundation Model-Based E2E Autonomous Driving and Real-Vehicle Global DemonstrationJul 2026 – present

  Korea Technology and Information Promotion Agency for SMEs (TIPA), Global TIPS · Participating researcher · Related research and paper writing

• Metaverse-Based Virtual Testing Environment and Demonstration Technology for Autonomous DrivingMay 2026 – present

  Korea Agency for Infrastructure Technology Advancement (KAIA) · Participating researcher · Joined in the final phase; living-lab demonstration data

• Yonsei Capstone Project | AI-Based Demand Modeling for Autonomous Ride-HailingSep 2025 – Jul 2026
  • Proposed an AI-based framework (persona simulation) for autonomous ride-hailing demand and built a multi-agent framework.
  • Completed the research at KAIST with an evaluation framework as joint Yonsei–KAIST work, submitted to Transportation Research Part C (under review).
• Marketing Solution Agent for Small Merchants | 13th BigContest, AI Data Utilization TrackSep – Dec 2025
  • Built a multi-agent LLM system that diagnoses each small merchant’s situation from card-sales, foot-traffic, and street-view data and recommends tailored marketing strategies.
  • Won the Best Award, KAIT President’s Award (2nd of 500+ teams).
• Upstage Industry–Academia Project | RAG Agent for Counseling-Record AnalysisMay – Jun 2025
  • Built a RAG agent that parses and anonymizes scanned counseling-record PDFs, retrieves similar cases, and classifies risk level and abuse type (Upstage Document Parse, Solar LLM, FAISS).
  • Implemented automatic alerts for high-risk cases and a Streamlit monitoring dashboard.
• Namdaemun Market Night-Time Revitalization | 12th BigContest, Data Analysis TrackSep – Dec 2024
  • Used SKT mobility (OD), commercial, and parking data to find the problem (Namdaemun Market losing visitors in the evening), derive its causes (early closing, parking shortage), and propose solutions (a night-market district and new parking sites).
  • Won the Best Award, KAIT President’s Award (2nd of 200+ teams).

Publications & presentations

• Under reviewBeyond Choice Prediction: A Multidimensional Evaluation of Behavioral Alignment in Fine-Tuned LLM-Based Travel Behavior Models

  C. Moon, K. Zhang, J. Oh, I. Kim, J. Kim · Transportation Research Part C: Emerging Technologies

  Oral presentation, ITS World Congress 2026, Gangneung, Korea (scheduled Oct 22, 2026)

• Forecasting Demand Before Introducing New Mobility Services under Choice-Set Expansion: RP–SP Anchoring and Latent Restoration

  C. Moon, S. Moon, I. Kim, J. Kim · Korean Society of Transportation Conference, poster, 2026

Honors & awards

• Honorable Mention, 16th DB Insurance & Finance Contest (DB IFC)May 2026

  DB Kim Jun-ki Cultural Foundation · Paper track, top 5%; paper on demand and impact forecasting for autonomous vehicles

• Grand Prize, ST–Yonsei Capstone DesignFeb 2026

  Yonsei University RISE Project Group · Pre-deployment demand forecasting for autonomous ride-hailing (1st place)

• President's Award, Korean Society of TransportationJan 2026

  Selected as Yonsei University's 2026 outstanding graduate in transportation

• President's Award, Korean Society of TransportationDec 2025

  Top capstone in Yonsei Urban Planning & Engineering (autonomous ride-hailing demand modeling)

• Best Award, 13th BigContest AI Data Utilization TrackDec 2025

  Korea Association for ICT Promotion (KAIT) · KAIT President's Award; marketing solution agent for small merchants (2nd of 500+ teams)

• Grand Prize, LLM Query HackathonNov 2025

  Yonsei College of AI, SW-Centered University Project Group & Upstage · Improved Korean grammatical error correction on Solar Pro with Graph-of-Thoughts prompting (1st of 20 teams)

• Encouragement Award, 2025 Seongnam Public Data Utilization & Analysis Idea ContestJun 2025

  City of Seongnam · AI-agent investment-sourcing platform based on an analysis of Seongnam startups (4th of 96 teams)

• Best Award, Yonsei AGI Agent HackathonApr 2025

  Yonsei SW-Centered University Project Group & Upstage · Multi-agent auto insurance consultation simulator with GraphRAG over policy documents (2nd of 19 teams)

• Encouragement Award, 2024 National Land & Urban Data Idea ContestMar 2025

  Korea Land & Housing Corp. (LH) · Vacancy-factor analysis of knowledge-industry centers and new-town demand forecasting (3rd of 71 teams)

• Academic Excellence Award, College of Engineering, Yonsei UniversityFeb 2025

  Top grades in Fall 2024 (term GPA 4.19/4.5)

• Best Award, 12th BigContest Data Analysis TrackDec 2024

  Korea Association for ICT Promotion (KAIT) · KAIT President's Award; Namdaemun Market night-time decline: problem discovery and solutions (2nd of 200+ teams)

Certifications & training

• Global R&D Challenge, Korea Institute of Human Resources Development in S&T (KIRD)Jul 2026 – present
• Hyundai Motor Group H-Mobility Class, Autonomous Driving (Decision & Control)Apr – Jun 2025
• ADsP (Advanced Data Analytics Semi-Professional), Korea Data AgencyFeb 2024

Activities

• Upstage Education Team – AI Education Teaching AssistantOct – Dec 2025
  • Supported two rounds of a smart-farm polar-plant cultivation and generative-AI data analysis program for high-school students, run with the Incheon Office of Education and the Korea Polar Research Institute.
• YCC (Yonsei Computer Club) – MemberJun 2025 – Feb 2026
• YBIGTA (Yonsei Big Data Society) – Data Analytics Team LeadJul 2024 – Feb 2026
  • Carried out data-analysis and ML/DL studies, industry-collaboration projects, and society projects.
• YTX (Yonsei Transportation Engineering & Analytics Society) – MemberJul 2024 – Feb 2026
  • Took part in seminars and discussions on smart mobility and data-driven transportation solutions.
• VECTOR, Yonsei College of Engineering Student Council – Planning & Editorial StaffJan – Nov 2021
  • Planned college events and edited student-council communications.

Skills

Programming

Python, R, SQL, HTML

Software

SUMO, VISSIM, EMME 4, VISUM, QGIS, Unity

AI

PyTorch, scikit-learn, Codex, Claude Code