Rental property listings data is from Nestoria (see data note). House price data sourced from the June 2021 UK House Price Index (UK HPI) dataset for first time buyers. House price to salary ratios calculated from mean earnings for full-time workers on adult rates from the ONS Annual Survey of Hours & Earnings (2021).