Location matters: Unravelling the spatial dimensions of neighbourhood level housing quality in Kolkata, India

•Uses novel methods to analyse the location dependence effects on housing quality.•Reveals the stark spatial inequality in quality housing distribution in Kolkata.•The conditioning factors vary spatially in magnitude, direction and intensity.•Housing quality is mostly determined by household income and tenure security.•Need for spatial dependence and heterogeneity analyses in such research are shown.