The emergence of Industry 4.0 has fundamentally transformed global production systems, necessitating a workforce proficient in automation, data analytics, and cyber physical adaptability. Despite this technological shift, a critical disparity persists between the dynamic requirements of industry and the competencies cultivated by Higher Education Institutions (HEIs). This study utilizes a Critical Review Protocol to systematically analyze twenty prominent research publications from 2017 to 2025, assessing the magnitude and nature of this skills gap. The review reveals that while technical proficiency in areas such as IoT and AI is essential, the modern workplace equally prioritizes socio collaborative skills including complex problem solving, adaptability, and interdisciplinary teamwork which are often underrepresented in traditional academic curricula. Consequently, graduates frequently encounter challenges in meeting the hybrid demands of the digital economy. To address this misalignment, the paper proposes a comprehensive Academic Competency Framework structured around three core pillars: Digital Foundations, Collaborative Agility, and a Continuous Learning Mindset. This framework provides a strategic roadmap for educators, curriculum developers, and policymakers to bridge the industry academia divide, ensuring that future graduates are equipped with the integrated technical and soft skills necessary for sustained employability and innovation in the Industry 4.0 era.