Ismi Nuari Puspitaningrum, M.Sc. completed her master’s education in Coastal and Watershed Management, Faculty of Geography, Gadjah Mada University. Her research field is related to climate change on rice cropping pattern plans. She also conducts research on coastal management based on land suitability and superior commodities. She is currently working as a research assistant in the field of land carrying capacity, agricultural economic valuation, and mapping. She is also working with the UGM Center for Community Economic Studies in the field of social agriculture. In this team, Ismi contributed to the creation of land change maps.