Rapid and onsite determination of the soil status quality parameters holds a brighter potential for improving food security, minimizing waste excessive application amendments hence reducing environmental pollution. In this study, pocket-sized shortwave NIR spectroscopy (740–1070 nm) multivariate statistics were used to classify from different land-use types simultaneously predict nitrogen (N), ...