This paper uses discrete choice models, supported by GIS data, to analyse the National LandUseDatabase, a register ofmore than 21,000 English brownfields—previously used sites with orwithout contamination that are currently unused or underused. Using spatial discrete choice models, including the first application of a spatial probit latent class model with class-specific neighbourhood effects, ...