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eastsea17/README.md

Hi there πŸ‘‹

I'm Dong-ha Kim, a Data Scientist with a passion for leveraging data to understand technology trends and inform strategic decision-making.

  • πŸ”­ I’m currently working on: Developing AI-powered technology intelligence systems to automate, systematize, and enhance the technology strategy formulation process. At my current role at SK Innovation, I analyze patent, paper, news, and market data to understand competitive trends and advise on technology strategies.

  • 🌱 I’m currently learning: Continuously improving my skills in advanced data analysis, Large Language Model, Generative AI, with a focus on applying these techniques to the strategic planning of technology and R&D. I’m also expanding my knowledge of innovative techniques related to technology commercialization, particularly.

  • πŸ‘― I’m looking to collaborate on: Projects that involve applying data-driven insights to technology roadmapping, competitive landscape analysis, and innovation strategies, with an interest in both academic research and practical applications. I'm particularly interested in contributing to projects that analyze patent and academic literature data.

  • πŸ€” I’m looking for help with: Exploring advanced techniques in graph and network analysis for technology intelligence, Open source LLM, RAG and Agent AI System. Open to insights on effectively combining quantitative data analysis with qualitative expert knowledge in the creation of impactful technology roadmaps.

  • πŸ’¬ Ask me about: Data science applications in technology management, technology roadmapping methodologies, patent analysis, competitive intelligence, and technology trend forecasting. Also feel free to reach out if you'd like to chat about the intersection of data analysis with R&D strategy.

  • πŸ“« How to reach me:

  • πŸ˜„ Pronouns: He/Him

  • ⚑ Fun fact: I've developed several patented systems related to technology roadmapping and document analysis!

Core Expertise:

  • Data Science: Statistical analysis, data mining, predictive modeling.
  • Data Analysis: Patent analysis, technology trend forecasting, and competitive landscape analysis using various data sources.
  • Technology Roadmapping: Experience with planning, executing and facilitating the development of technology roadmaps.
  • Programming: Experience with Python, R and related data manipulation and analysis libraries.

Select Patents:

  • Method for Setting Weight for Estimating Company Credibility and Method for Estimating Company Credibility Including the Same
  • APPARATUS AND METHOD FOR GENERATING DOCUMENT CLUSTER
  • System for generating technology development road map and method thereof

Selected Publications:

  • Reevaluation of Global Innovation Index(GII) based on a Structural Equation Model (SEM)
  • Fuzzy Analytic Hierarchy Process applied to Technology Credit Scorecard Considering Entrepreneurs' Psychological and Behavioral Attributes
  • Spatial pattern analysis of CO2 emission in Seoul metropolitan city based on a geographically weighted regression
  • Technology Credit Scoring Model With Fuzzy Logistic Regression
  • Quantifying technology-industry spillover effects based on patent citation network analysis of unmanned aerial vehicle (UAV)

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  1. Firecrawl_with_Ollama Firecrawl_with_Ollama Public

    Various cases based on Firecrawl

    Python 1

  2. Re-grouping_CPC_hierarchy Re-grouping_CPC_hierarchy Public

    R

  3. Scraping_PatentsData Scraping_PatentsData Public

    R

  4. Data-driven-tech_roadmapping Data-driven-tech_roadmapping Public

    Technology Roadmap Lecture Materials

  5. Youtube_script_extractor Youtube_script_extractor Public

    Python

  6. Ollama_LocalLLM Ollama_LocalLLM Public

    Python