The copyright market exhibits extreme volatility in, making it a difficult asset class to understand and forecast. Traditional methods of analysis often fall short with the rapid fluctuations and trends inherent in this dynamic environment. To successfully forecast the complexities of copyright markets, a quantitatively driven approach is essential