Analyzing Depression in College Students Using NLP and Transformer Models: Implications for Career and Educational Counseling

By enabling real-time detection of depressive signals in social media content, the proposed framework can serve as a practical tool in academic and career counseling. It supports early identification of at-risk students and facilitates timely interventions, contributing to improved student well-being, retention, and long-term success.