We propose to set up socially-engaged research structures in universities to facilitate collaborations between Wikimedia researchers, industry, government agencies, and civil society actors for real-world applications of Wikimedia projects. The Data Engineering and Semantics Research Unit serves as an example and is accredited, with a scalable data center and outreach efforts to promote diverse interactions with Wikimedia projects.