Michelle Roby is a Developer Advocate at Radiant Earth, where she leads community engagement for Cloud-Native Geospatial Forum (CNG) efforts and the Source Cooperative data sharing utility. Michelle manages community programs, organizes workshops, and contributes to documentation and tooling that make open geospatial data easier to access and use.