Dedicated academician and researcher currently serving as Assistant Professor at Sacred Heart College (Autonomous), Thevara. Holds a Ph.D. in Economics with expertise in stock market prediction, sentiment analysis, and financial data analytics using machine learning and deep learning techniques. Published multiple research articles in Scopus-indexed and Web of Science-indexed journals and has presented research papers at national and international conferences. Experienced in teaching, quantitative research, data analysis, and the application of advanced analytical methods to solve complex economic and financial problems.