JJ Dearborn is a Strategic Advisor at Data Futures and a PhD student researcher at the University of Glasgow. She works at the intersection of biodiversity informatics, digital humanities, and global knowledge infrastructure, with a particular interest in how AI, semantic systems, and human-in-the-loop methods can help connect people with the richness of biodiversity knowledge hidden in literature, collections, and archives. Her work focuses on translating historic records into structured, reusable data that can support research and discovery at scale. Previously, she served as Secretariat and Data Manager for the Biodiversity Heritage Library at the Smithsonian Institution. For over 15 years, she has worked across international open knowledge and civic data initiatives spanning government, libraries, museums, and public data ecosystems. Her work is motivated by a long-standing commitment to safeguard public research investments and bolster accessible, interoperable, resilient knowledge ecosystems in service of Open Science and a more sustainable relationship with the living world.