A method for monitoring changes in rangeland includes determining a percent coverage of land cover components in the rangeland, and mapping the land cover components using high resolution imagery. The method further includes linking the mapping to coarser imagery having a larger geographic extent, and interpolating land cover measurements spatially and temporally.