Optimal scaling of predictors for digital mapping of soil properties

•Algorithm to find optimal scale of each terrain attribute for soil property mapping.•More accurate soil property maps are obtained when predictors are optimally scaled.•Random Forests based scaled predictors perform better than linear correlation.•Subset of carefully selected predictors works better than all available predictors.