“…On the one hand, retail presence within town and city centres has become increasingly combined with other uses such as services and leisure activities (Wrigley and Lambiri, 2015), and on the other, the expansion of online retailing is causing a net loss of demand for some forms of retail floorspace and a change in function for others, thus requiring traditional retailers to rethink their business models and the role of physical space within those models. Unquestionably, these effects vary geographically with different location and type of retail areas exhibiting diverse demand patterns (Birkin et al., 2017; Jansen et al., 2014; Singleton et al., 2016). The results of this research can be applied to identify and monitor the appropriateness of particular urban environments for new investments or, given the competition from online shopping, to bring intelligent, analytical rigour to the decisions that might need to be made to rationalise existing store portfolios and distribution networks for branch-based businesses.…”