Prediction of soil organic matter using different soil classification hierarchical level stratification strategies and spectral characteristic parameters

•The effects of spectral similarity and soil classes on the prediction of SOM were considered.•Stratification strategy of finer soil hierarchical can be constructed for SOM prediction.•The input variables describing the spectral shape can be used for high-accuracy SOM prediction.