Mrs. J. Karthiyayini, a seasoned Senior Assistant Professor in the Department of Information Science and Engineering at New Horizon College of Engineering, Bangalore, brings over 18 years of invaluable teaching experience to her role. Holding a Master's degree in Software Engineering from Bangalore University (2011), she is currently pursuing her Ph.D. in Big Data Analytics from Visvesvaraya Technological University, guided by Dr. R J Anandhi. A prolific researcher, she has published 13+ scholarly research and review papers in esteemed national and international journals. As a life member of the Indian Society for Technical Education (ISTE), she remains deeply committed to advancing knowledge in her field.