The growing impact of social media on financial markets has triggered a shift in proprietary trading strategies, bringing forth distinct impacts and risks. Platforms like Twitter, Reddit, and financial news websites are crucial channels for swift information diffusion. This has led to the emergence of algorithmic trading models utilizing sentiment analysis tools based on social media data. However, this trend introduces new risks, including susceptibility to market manipulation and the rapid ...