This doctoral project aims to combine geospatial, visual, textual and mobility data to recommend optimal venues for retail establish-ments. The broader goal is to develop techniques that can automatically recommend store locations consistent for a particular retail type as well as a suitable visual ‘look-and-feel’ using algorithmically-learnt successful location and design choices.