The emergence of social media as a dominant platform for communication and information exchange has revolutionized the financial landscape. Social media channels such as Facebook, X.com (formerly Twitter), Reddit, LinkedIn, and TikTok have become integral tools for gathering market insights, gauging sentiment, and influencing investment strategies among both retail and institutional investors. These platforms provide an unprecedented amount of real-time sentiment data that can sway investor behavior, shape market trends, and drive financial decision-making. The rapid dissemination of both accurate and misleading information has created an uncertain market environment in financial markets.