The increasing mismatch between academic preparation and workplace requirements has created difficulties for employers seeking job-ready apprentices. Industry–academic partnerships provide a structured approach for addressing this problem by integrating employer participation into curriculum design workplace training competency assessment mentoring and recruitment. This paper evaluates the potential effectiveness of such partnerships using an illustrative comparative dataset of 508 participants from apprentices Industry and academia representatives. The dataset includes 378 apprentices enrolled in 99 various s food industries like as Haldi Ram Bikano BikaJi Moreish Food etc from 31 academic Institutions The analysismeasure the effectiveness of Industry-Academia partnership in produce ready for job after completion of their training programs. The findings suggest that industry–academic partnerships improved the transition from education to employment when employers are involved throughout the apprenticeship process including recruitment course curriculum of job role and structured training program. The details of finding are giving in different sections of this paper.