“…The variables contained in A are: dwelling type (house or flat, conversion, detached, semi-detached, detached bungalow, detached villa), internal characteristics (traditional construction, bay window, number of bedrooms, number of public rooms, ensuite bathrooms, gas central heating, whether the property needs upgrading, whether the property is described as luxurious), external characteristics (whether plot is measured in acres, whether there is a garden, garage, parking and notable views), CBD is included to test whether there are any effects of proximity to CBD other than the access to employment effect (Brueckner et al, 1999;Osland and Thorsen, 2008 submarket boundaries-defined in terms of dwelling substitutability-may be considerably more fragmented, nuanced and complex than those imposed using predetermined jurisdictions. Note also that the submarkets used here represent relatively large areas, and so it is possible that there will exist uncaptured amenity values and unobserved spatial variation in dwelling attributes within these submarkets (Osland, 2010).…”