Connected Neighbourhoods Does Religious Mix Affect Local House Price Dynamics? Nema Deana and Gwilym Pryceb (AQMeN Urban Segregation & Inequality Project) a School of Mathematics and Statistics, University of Glagow; b Sheffield Methods Institute, and Department of Urban Studies and Planning, University of Sheffield Homophily in the housing market Religious homophily Why do cities tend to self-segregate? One theory is that it’s due to “homophily”—the tendency for "birds of a feather to flock together" Homophily is our propensity to be attracted to people most like ourselves. Homophily can also be applied to connections between neighbourhoods. We look at the extent to which neighbourhoods with similar religious make-up tend to be connected in terms of house price movements. Is it only the physical similarity of dwellings and neighbourhoods that determines whether buyers consider them to be close substitutes? Or does religious mix also affect perceived substitutability? We measure perceived substitutability by computing cross price elasticities which measure how strong changes in house prices are connected between neighbourhoods. Religious homophily exists when neighbourhoods of similar religious mix are more likely to be perceived as close substitutes. New method for measuring perceived homophily between neighbourhoods We first estimate for each pair of locations the strength of relationship in house price movements by computing a substitutability map for each location (see below plotted for one of the 10,000 postcodes in the data) Each map is based on the cross-price elasticities between one location and all the others in the data. We then apply social network analysis to the 10,000 nodes, where each node is a postcode. If the cross price elasticity between any pair of postcodes is greater than 0.9 then they are said to be connected (i.e. a pair of nodes are connected if they are perceived by the market to be close substitutes). We then estimate homophily coefficients to see whether similarity in neighbourhood religious mix increases the likelihood that a pair of postcodes are perceived to be close substitutes. Substitutability surface for location D120 Homophily coefficients Map shows perceived substitutability of other locations in Glasgow respect to location D120 Substitutability is measured by how closely price movements of those other locations are related to the prices of dwellings at D120 Why are some locations perceived to be much closer substitutes to D120 than others? Want to know more? Dean, N. and Pryce, G. (2015) “Connected Neighbourhoods: Does Religious Mix Affect Local House Price Dynamics?”, AQMeN Research Briefing 9, www.aqmen.ac.uk. Religious Attributes Physical Attributes Dwelling D120 (Positive values indicate homophily. All coefficients are statistically significant) Key findings: Our results suggest that the Glasgow housing market is not blind to religion – closely related price movements between areas (our way of measuring perceived substitutability) are less likely to occur if those areas are different in terms of religious mix. The homophily effect is as strong for certain types of religious mix as it is for physical characteristics such as type of dwelling and proximity to railway stations. House price data are from GSPC sales. Neighbourhood attribute data are based on Census, Meridian, and Experian data. This work was funded by the Economic & Social Research Council through the Applied Quantitative Methods Network: Phase II, grant number ES/K006460/1. Contact: Prof Gwilym Pryce, Sheffield Methods Institute, University of Sheffield. Email: g.pryce@sheffield .ac.uk.
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