In this notebook, we will explore a dataset that examines the academic and non-academic factors influencing college students’ placement outcomes. The analysis will cover a range of variables, including CGPA, semester results, IQ scores, internships, extracurricular activities, communication skills, and completed projects. By connecting these features to placement status (Yes/No), the notebook aims to identify which factors most strongly impact employability. Through data exploration, visualization, and modeling, we will gain insights into how academic performance, skills, and experiences shape students’ readiness for the job market. This notebook will be valuable for educational researchers, career counselors, and institutions seeking data-driven approaches to improve student career outcomes.