Towards an Integrated Platform for UBIs and Their Clusters’ Dynamic Capabilities, Socio Structural Network Analysis and Resilience Assessments with AI, ML and Quantum Machine Learning(QML)

This article based on a doctoral research develops integrated frameworks for dynamic capabilities(DCAPs), socio structural dynamic network analysis for University Business Incubators(UBIs), their clusters and entrepreneurs. UBIs orchestrate their assets and competencies in creating value and performing their development and transformative roles within their embedded UBI regional innovation system and Entrepreneurial Ecosystem. To achieve this, UBIs continually orchestrate their capabilities while interacting and creating complex structures during collaboration and partnerships with their immediate ecosystem and trans-regional networks. This research investigates UBI capabilities (substantive and dynamic) their changing socio human structures and dynamic networks. A sequential exploratory mixed method is used across traditional UBIs, European Space Agency Business Incubator Centers(ESABIC), Life Science Clusters (MedTech) to determine their essential capabilities (substantive and dynamic), how they respond to socio-triggers and structural changes with their changing network dynamism overtime. An integrated framework with classical computing (machine learning) (ML), AI and Quantum machine learning(QML), Cloud Technologies integration and Agentic AI deployment with LLMs are proposed and implemented for data training and analysis. The framework would be able to assess all UBI forms’ and clusters’ Sustainability, Survivability, Resilience, Adaptability, Dynamic Capabilities using classical and quantum computing. For each UBI form and clusters the Dynamic Social Network Analysis measurements are also implemented and a framework proposed. This research would enhance a combined strategic, structural, business processes management and network analysis for all UBI in different industrial sectors, clusters and regional innovation systems(RIS).