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Lead Investigator

Jeju RIS Office for High-Intelligent Service

• Collaborate with educational institutions in Jeju for AI integration in curricula.
• Strategize AI deployment aligning with Jeju's cultural and economic context.

Chief Innovation Officer

Cheju Halla University, Jeju, Korea

• Lead university's AI and emerging technology research and innovation initiatives.
• Direct cutting-edge AI research integrating theoretical frameworks with practical implementations across various industries.
• Establish a knowledge exchange platform for AI research and insights.

Head of Research

Natural Language Research Center, Cheju Halla University, Jeju, Korea

• Lead development of sophisticated AI-driven NLP models tailored for the financial industry.
• Collaborate on the development of an AI-powered virtual physician to enhance healthcare delivery through advanced NLP techniques.
• Pioneering AI technologies for robotic portrait drawing and visual media arts, integrating AI with creative processes.

Assistant Professor

Artificial Intelligence Engineering, Cheju Halla University, Jeju, Korea

• Teach a comprehensive range of AI engineering courses, from NLP and MLOps to Robotics and Operating Systems, while mentoring student research in these areas.
• Supervise student research projects, fostering a robust learning environment that encourages innovation and practical application of AI technologies.

Visiting Scholar

Precourt Institute for Energy, Stanford University, Stanford, CA, USA

• Lead a project utilizing machine learning and NLP for transforming ESG data analysis and investment.
• Focus on extracting insights from unstructured ESG data for sustainable investment decisions.
• Combine advanced technological methodologies with financial analysis to enhance ESG factor understanding in investment.
• Aid in improving sustainable investing standards and promoted a data-driven approach to corporate responsibility and sustainability.
• Leverage expertise in sustainable finance and technology to support the transition towards a decarbonized, climate-resilient global economy.

Researcher

Yonsei Business Research Institute, Yonsei University, Seoul, Korea

Senior Quantitative Analyst

Gian Research, Seoul, Korea

• Develop risk models and portfolio tools for equity and bond investment.
• Consult on pension fund management systems and asset management processes.
• Create a fixed-income risk model and quantitative equity rating system.

Head of Quantitative Strategy

Hyundai Securities, Seoul, Korea

• Research asset allocation for MOLIT Housing Fund.
• Present investment strategies at various forums.
• Design and provide quantitative factor investing strategies.
• Consult and test low-volatility strategies for ETF construction.
• Develop earnings valuation models and pair trading systems.

Head of Research and Development

FnGuide Inc., Seoul, Korea

• Oversee R&D across business and product lines.
• Implement new database systems and financial research solutions.
• Consult on custom index management and equity management systems.

Multi-Object Detection and Robotic Drawing with Multiple Camera Sensors

Cheju Halla University, Jeju, Korea

• Aim to advance digital art by combining multi-object detection technologies with AI and robotic drawing.

The Bank of Korea Knowledge Partnership Program with Cambodia

Cheju Halla University, Jeju, Korea

• Analyze Bank of Korea's communication strategies.
• Assess and propose effective communication strategies for Cambodia's NBC.
• Utilize machine learning-based text mining for policy analysis.

Dissecting Corporate Reputation Risk in News Media: An Aspect-Based Sentiment Analysis Approach

Cheju Halla University, Jeju, Korea

• Use ABSA to analyze corporate and CEO reputations in news media.

Analyzing the Value and Bias in ESG Information: An Innovative Approach Using NLP

Aju Research Institute of Corporate Management, Seoul, Korea

• Develop NLP model to evaluate ESG information from media sources.
• Assess the relationship between ESG information and stock prices.
• Identify biases in media coverage of ESG aspects.

AI-Based Style Transfer for Digital Art

Cheju Halla University, Jeju, Korea

• Develop AI platform for style transfer in digital art.

An AI-Based Text-to-Image Generation System for Enhancing Artistic Expression

Cheju Halla University, Jeju, Korea

• Create AI system for Korean text-to-image transformation in digital art.

Development of a Pathology Database for an Internet Hospital Platform

Cheju Halla University, Jeju, Korea

• Extract and process pathology data for NLP.
• Develop pathBERT, NER, and RE models for medical data analysis.
• Construct a Knowledge Graph and develop a QA model.

ML-based ESG Ratings Model

Aju Research Institute of Corporate Management, Seoul, Korea

• Develop ML model for ESG ratings.
• Use NLP and big data analytics for ESG performance evaluation.

Translating Data into Insights

Precourt Institute for Energy, Stanford University, Stanford, CA, USA

• Explore technologies for ESG data analysis.
• Use ML and NLP for extracting insights from ESG data.

Evaluating the Effectiveness of the BOK Communication using Text Mining

The Bank of Korea, Seoul, Korea

• Evaluate BOK communication effectiveness using text mining.

Information Extraction and Summarization System using Big Data and AI

Sogang University, Seoul, Korea

• Develop a system for information extraction and summarization.
• Use AI and big data techniques for financial industry applications.

Ph.D. in Finance

Yonsei University, Seoul, Korea

• Thesis: Deciphering Monetary Policy with Text Mining: An Automated Polarity Classification Approach

M.A. in Economics

Yonsei University, Seoul, Korea

• Specialization: Financial Engineering

B.S. in Industrial Engineering & Computer Science

Yonsei University, Seoul, Korea

Chartered Alternative Investment Analyst

CAIA Association

• Credential ID: 10683
• Credential in alternative investment industry, covering hedge funds, private equity, real estate, commodities.

Chartered Financial Analyst

CFA Institute

• Credential ID: 348641
• Credential in investment industry, covering financial analysis, portfolio management, ethics.

Certified Research Analyst

Korea Financial Investment Association

• Credential ID: 6606001314
• Credential in investment research industry, covering financial analysis, research methods, ethics.

Data Architecture Professional

Korea Database Agency

• Credential ID: DAP-06003
• Credential in data architecture, covering data modeling, database design, data governance.