Estimating soil properties from smartphone imagery in Ethiopia

•Links between soil properties and profile imagery investigated for Ethiopian soils.•Explored the using a smartphone to estimate soil properties in the field.•Neural network and Partial Least Squares models were explored.•Models used soil colour and spatial covariates derived from site location.•Accuracy was consistently higher using colour and spatial covariate data together.