Ms. Sana Akram is a Senior Lecturer in the Department of Artificial Intelligence at Shifa Tameer-e-Millat University (STMU), holding an MS in Computer Science (AI specialization) from the University of Sargodha and currently pursuing her PhD in Computer Science at STMU. She has previously taught at the University of Sargodha, Fazaia Bilquis Postgraduate College for Women (Air University–affiliated), Bahria Foundation College Islamabad, and as an online instructor at Horizon Navigators Institute of Technology, alongside serving as Principal at Best Teachers Islamabad School. Her broad teaching portfolio has enabled her to develop strong competencies in curriculum design, course development, instructional methodologies, and student assessment strategies. Her interdisciplinary research interests revolve around the impact of voice, auditory cues, and speech patterns on behavior, emotional development, and cognitive responses, as well as exploring emerging AI tools for applications in education, mental-health technology, and intelligent systems.

EDUCATIONAL QUALIFICATIONS

TEACHING EXPERIENCE

RESEARCH AREAS & INTERESTS

• Sentiment Analysis and Predictive Analytics
• Machine Learning for Behavioral and Cognitive Insights
• AI-Based Voice and Auditory Behavior Analysis
• Emerging AI Tools and Intelligent Systems

JOURNAL PUBLICATIONS

1. The Sentiment Trend Forecasting in E-Commerce Reviews Using Transformer-Based Representations and Time-Series Modeling. International Journal of Innovations in Science & Technology.