This research explores the main drivers of Industry 4.0 (I4.0) adoption inside government-owned polytechnic institutions in Addis Ababa, Ethiopia, focusing on the interplay between technology infrastructure, human capital, and governance. This study's main goal is to examine how these institutional factors affect colleges' capacity to match their vocational training output to the changing digital needs of the regional manufacturing industry. Even with governmental initiatives like "Digital Ethiopia 2030," there is still a big disconnect between industry demands and institutional preparedness, leading to a "vocational paradox" that impedes economic growth. The study uses the Dynamic Capabilities Theory (DCT) as a theoretical framework to address this, quantitative survey data from 184 practitioners. In order to ascertain how organizations manage swift technological disruption, the technique places a strong emphasis on an objective examination of organizational capacities, particularly sensing, seizing, and changing. The results show that although Industry 4.0 is well known, institutions are severely limited by a "technological maturity gap," which is typified by acute shortages of specialized hardware, such as IoT and 3D printing equipment. Institutional factors account for 54.3% of the variation in curriculum-industry alignment, according to regression analysis. In particular, Governance Frameworks was shown to be the main systemic lever (β =.438), followed by Digital Leadership (β =.192) and Technological Infrastructure (β =.268). As a result, the study comes to the conclusion that a structural change toward decentralized governance and updated infrastructure is necessary for a successful digital transformation; leadership vision alone is not enough. Adopting scalable "virtual surrogates" to get around physical hardware constraints and directing faculty growth toward required annual industry attachments and specialized 4IR certifications are among the recommendations. In order to evaluate the efficacy of policies and investigate the impact of foreign direct investment on polytechnic institutions' sensing capacities, future studies should follow these factors longitudinally.