Researchers used remote sensing and geographic information systems to quickly identify soil types in the Moramo Watershed. They studied 13 soil profiles and analyzed properties like texture, pH, and organic content. By processing image data, they identified 15 landform units, five rock units, and nine land-use units. The study found 11 subgroups of soil types in the region, including Lithic Udorthents and Typic Fluvaquents. The accuracy of the soil mapping was high, showing the effectiveness of using ALOS AVNIR-2 images for land mapping.