Ms. Nikita Sharma Purohit is a dedicated computer science educator, researcher, and author with over a decade of teaching excellence at IPS Academy, Indore, where she has served as a Lecturer since 2011. She holds a Master of Computer Applications (MCA) with high distinction and a Bachelor of Science in Computer Science from Indore, and is currently pursuing her Ph.D. at Sage University. Beyond traditional classroom instruction, Ms. Purohit actively contributes to academic community building as an invited speaker and workshop facilitator. She has delivered talks on AI fundamentals, pedagogical innovation, and technology-driven crime analysis for institutions such as the St. Paul Institute of Professional Studies and the Police Training School (PTC) in Musakhedi, Indore. Additionally, she hosts the SOC Talk Show on YouTube, engaging prominent academics, police officials, and creative professionals in discussions on cyber truth, youth wellness, and digital safety.Specializing in Data Science, Machine Learning, Artificial Intelligence, and Advanced Database Management Systems (ADBMS), Ms. Purohit maintains a strong publication and reviewer portfolio. Her empirical research focuses on leveraging ensemble learning, SMOTE, and feature engineering to address real-world challenges, such as e-commerce return fraud detection and Big Data analytics. Her research work is featured across Scopus-indexed, UGC CARE-listed, and peer-reviewed international publications, including Springer Lecture Notes in Networks and Systems and Expert Systems With Applications (where she serves as a peer reviewer). She has also authored two instructional monographs available on Amazon Kindle: Decode DBMS and Data to Decision: A Journey of Machine Learning.