A workshop to share knowledge and methods and to promote collaboration on “Earth Observation for the Land Matrix Initiative” was held at the University of Bern, Switzerland October 8-10, 2019. Participants sought to identify key research questions and modes of support for the LMI for the application and use of remote sensing technologies to better map and understand past, present, and future dynamics of land cover and land use change associated with Large-Scale Land Acquisitions.