Expertise in designing and implementing architectures that ensure seamless data exchange and compatibility between different systems, platforms, and formats. Ensuring that data management systems can interact with other systems, allowing secure data exchange and cross-collaboration. Capability to co-develop data specifications supporting interoperability within and across research domains. Readiness to apply recommendations and standards, and participate in national and international standardization organizations.