The study investigates land use legacy effects on woody vegetation in southwestern Ethiopia, focusing on how historical and present-day land use impacts species composition, distribution, and richness. Key findings indicate that while immigration credit influences current species richness, the potential extinction debt for forest specialists in farmland is being mitigated by past clearing practices. The research emphasizes the importance of recognizing biodiversity within agricultural mosaics and suggests priorities for conservation strategies that include reintroducing forest specialists.