Glasgow City

How we sourced this

Indicators: Pay (ONS ASHE residence), house price (ONS HPSSA-9 median for England + Wales, UK HPI mean for Scotland), rent (ONS PIPR newly-signed lets for E+W, Scot Gov 2-bed advertised median for Scotland), council tax (MHCLG England + Welsh Gov Wales), crime (ONS PFA, E+W only), IMD (MHCLG IoD 2019, England only), school quality (Ofsted % of pupils in schools currently rated under the legacy 1-4 framework as Good or Outstanding, combining full OEIF grades with ungraded check-ins — England only. Schools re-inspected under Ofsted's new post-Sept-2024 report-card framework are excludedfrom this denominator and shown separately on each school's row).

Schools: joined from DfE GIAS edubasealldata snapshot (2026-05-13, the canonical UK school registry) with Ofsted's Management Information snapshot (Feb 2026, current grades and pupil counts). Coordinates converted from OSGB36 (British National Grid) to WGS84 using the standard Helmert 7-parameter transformation.

Editorial position: we surface the uncomfortable facts (knife crime per 1,000, IMD deprivation, Band D bills) alongside the affordability story. No estate-agent gloss. Where methodologies differ across UK nations (rents, deprivation, council tax) we disclose the difference rather than silently merging.

Some indicators show "—" for Scotland / Wales / Northern Ireland because each nation publishes equivalents on a different methodology that explicitly cannot be cross-compared per official guidance.