Mentored graduate and undergraduate researchers on data analysis and modeling, and designed and implemented deep learning models to predict occupational injuries and fatalities.
        
      
     
  
    
    
    
    
      
      
        
          I co-authored the grant proposal, developed an LLM-assisted framework to analyze large-scale survey data on disability information sources, and implemented computational network analysis to map information fragmentation."
        
      
     
  
    
    
    
    
      
      
        
          Contributed as a graduate research assistant to data analysis.
        
      
     
  
    
    
    
    
      
      
        
          Applied data analytics and machine learning techniques to model local group gathering dynamics and predict group activity and event participation.
        
      
     
  
    
    
    
    
      
      
        
          Conducted analytical research on residents’ reporting behavior and led the web visualization system development team under the guidance of Dr. Myeong Lee.