Performance & Stability
        
        How Does Microstructure Noise Impact Volatility Forecasting Accuracy?
        
         
        
        
          
        
        
      
        
     
        
        Microstructure noise systematically biases volatility estimates; correcting for it is essential for accurate financial forecasting.
        
        What Are the Primary Challenges in Deploying Real-Time Volatility Prediction Models?
        
         
        
        
          
        
        
      
        
     
        
        The primary challenge is architecting a system that purifies noisy, high-frequency data for a dynamically governed model in real-time.

 
  
  
  
  
 