In the digital age, understanding the impact of online sentiment on the economy is increasingly important. This study aims to develop a clear approach to analyzing how users feel about YouTube content, especially when it comes to controversial topics. By examining how user reactions and engagement levels relate to the content, we hope to find patterns that can help guide content creation and monetization strategies. The study will also show how different levels of controversy and engagement affect the earnings of content creators. Unlike existing systems that overlook the complex relationship between controversy, sentiment, and earnings, this research will provide a deeper analysis and a useful dataset linking sentiment, engagement, and monetization. This is key to improving digital content and advertising efforts. The proposed system will give a better understanding of how online sentiment influences economic success on platforms like YouTube, offering practical advice to content creators and marketers.