Abstract Coarse-resolution soil maps at regional to national extents are often inappropriate for mapping intra-field variability. At the same time, sensor data, such as electromagnetic induction measurements and aerial imagery, can be highly useful properties that correlate with electrical conductivity or color. However, based on these data nearly always require calibration local samples, multi...