About & methodology

England Housing Intelligence is a refreshable, local-authority-level view of where housing need is most acute across England — and, alongside it, where the underlying market is growing and what it yields. It is built entirely on public data and is designed to be re-run as new official statistics are released.

It is modelled on, and intended to echo, the Affordability Study — Identifying places with greatest housing need published by Thriving Investments and Dataloft by PriceHubble in June 2024. Where that study used proprietary rental data across Great Britain, this resource reconstructs the same analytical approach for England using only public sources, so the method is transparent and the results can be reproduced and refreshed.

Background & motivation

More housing is needed almost everywhere — but not equally, and not of the same kind. The places where the gap bites hardest are not always the obvious high-value markets. Our motivation, like Thriving Investments', is to look behind the headline affordability number to find where the combination of pressures is greatest, with a particular focus on the "squeezed middle" of key workers — households on or below median incomes who earn too much for social housing but too little to rent or buy comfortably where they work.

Headline affordability — the share of earnings it takes to pay the rent — is critical, but on its own it overlooks places under genuine strain. So this resource also weighs key-worker affordability, the affordability of buying, the distance between home and work, the length of waiting lists and use of temporary accommodation, and how much new housing is being delivered. The aim is not to assess development viability or specific sites, but to highlight priority areas — and, through two further lenses, where the market is growing and what it yields.

What we measure — three indices

Each authority gets three independent composite scores, deliberately kept distinct so each says something the others don't:

A fourth, optional view — "PriceHubble combined (8-theme)" — reproduces the original study's exact construction: eight equally weighted themes (scale of demand, rental pressure, theoretical renter affordability, sales affordability, real renter affordability, distance to work, demographics, housing stress). It is provided so our approach can be compared directly with the published study.

The rent–buy gap

A derived map view (under Colour map by → Derived) highlighting where it is relatively cheap to rent but expensive to buy — sales-unaffordability minus rental-unaffordability. The darkest band is where buyers are locked out while rents stay within reach: captive rental demand with capital-growth runway (a demand-quality play, which typically trades away some headline yield). Each authority's detail panel shows the two components side by side with a plain-English read of its gap.

Methodology

• Geography. All 294 English local authority districts (April 2025 / LAD25 boundaries), with 2021→2025 local-government reorganisations reconciled (Cumbria, North Yorkshire, Somerset, North & West Northamptonshire).
• Scoring. Each metric is converted to a national percentile and pointed in the "more need" (or, for the other indices, more attractive / higher yield) direction. Themes are weighted, then combined. Scores are shown in five bands (quintiles), darkest = greatest — exactly as the original study presents its maps. Percentile ranking also neutralises extreme outliers.
• Removing size bias. Counts that would otherwise just favour the largest authorities — waiting lists, temporary accommodation, homelessness, new dwellings, new-build completions — are scored as rates per 1,000 residents, so the index reflects intensity, not population.
• Context for every value. Each metric in the detail panel carries its national and regional percentile and a source link.
• Transparency & refresh. Every input is a named public release; the pipeline re-runs as each updates.

Key findings

These echo the central conclusions of the Thriving/PriceHubble study, reproduced on English public data:

• Need is multi-dimensional — looking across affordability, stress, alternatives, supply and commute reveals priority areas a single rent-to-income ratio misses.
• Greatest need concentrates in London and the commuter belt — but does not stop there, stretching along the M40 corridor toward Northampton and into Bristol and Bath.
• Outside London, the highest-need authorities include Bristol, Oxford, Slough, Crawley, Bath and Luton — closely matching the original study's non-London hotspots.
• Housing stress is sharpest in inner London (Lambeth, Newham among the most pressured).
• Need and yield pull in opposite directions — the areas of greatest need tend to offer the lowest gross yields, and vice versa.

Relationship to the original study, and limitations

This resource reproduces the approach of the Thriving/PriceHubble study and, on the headline geography, does so closely — especially in the 8-theme equal-weight view. It is not a copy of their data: they used proprietary PriceHubble rental data across Great Britain; we use only public England-only statistics. Two honest differences:

• Coverage is England-only — Scotland and Wales (in the original maps) are out of scope.
• We under-weight raw market scale — the original's "scale of demand" theme tints large northern/Midlands cities more darkly; our headline index favours per-capita intensity, so those cities read lighter. A considered choice, not an error.

Data sources

Data-quality notes: the Housing Delivery Test is published irregularly (2023 is the latest measurement) and some authorities are exempt; it can show extreme ratios where an authority's assessed requirement is very small (handled here by percentile ranking). Yield is gross, median-to-median — a comparator, not a modelled net return.