Paresh Chandra Nath, Mohammad Iftekhar Ayub, Ayan Nath, Safayet Hossain, Md Tarake Siddique, Mohammad Rasel Miah and Md Monir Hosen 2025. Enhancing Stock Price Prediction through Sentiment Analysis: A Comparative Study of Machine Learning and Deep Learning Models Using Financial News Data. Frontline Marketing, Management and Economics Journal. 5, 02 (Feb. 2025), 7–17. DOI:https://doi.org/10.37547/marketing-fmmej-05-02-02.