Methodology
Where every figure on this site comes from
This build draws on 27 registered sources and holds 1,223 records across 11 entity types. It was compiled on 3 September 2026. Everything below explains how it got here and what to do with the gaps.
How the pipeline works
There are four steps, and they always run in the same order. First, a fetch stage pulls each dataset from its publisher — an approved-programme list, a pay circular, a bursary scheme’s published rules, a workforce statistics release — and stores the raw response with the date it was retrieved. Second, a normalisation stage maps each publisher’s own vocabulary onto the site’s: a course is tied to a profession slug and a provider slug, an employer is tied both to the ITL1 region that course facets use and to the NHS region its publisher assigns it, and a pay point is tied to a nation and a pay year.
Third, everything is validated against a schema in which provenance is compulsory. Any externally sourced value is wrapped in a structure that requires a source identifier, and a value that arrives without one fails the build rather than being published unattributed. The same schema makes almost every field optional, which is the deliberate half of the design: the pipeline omits what it cannot verify instead of defaulting it. Fourth, the validated result is written as a single build artefact, and the site is rendered entirely from that file — so every page in this deployment is guaranteed to be describing the same dataset as every other page.
What “not published” means
It means the field is genuinely absent from the source. A course with no tuition fee shown has no published fee in the data the regulator or provider released; a profession with no registrant count has none the register publishes separately. It does not mean zero, it does not mean the value is small, and it is not a placeholder for something the site will guess at later.
Two related labels are worth knowing. Where a figure covers a family of professions rather than one — the register keeps a single count for arts therapists, and the occupational classification keeps one code for several roles — the page marks it as a shared figure and names the group, because splitting it would be invention. And where a source permits linking but not republishing, the site links out instead of copying the value across.
What is in this build
Counts come straight from the build artefact that rendered this page. If a number here drops after a refresh, a source has changed shape and something upstream needs looking at.
| Entity | Records | What the records are |
|---|---|---|
| Professions | 15 | One record per allied health profession, with its regulator, protected titles, entry routes and typical starting band. |
| Approved courses | 677 | Pre-registration programmes on a regulator’s approved list, with route, award, duration and campus. |
| Universities | 101 | Providers derived from the course set — a university appears once it has at least one approved course. |
| Apprenticeship standards | 13 | Approved standards that lead to registration, with level, typical duration and funding band. |
| NHS employers | 242 | Trusts, health boards and HSC trusts, with organisation type, geography and any published workforce rows. |
| Pay scales | 6 | One Agenda for Change scale per nation per published year. The site always renders the newest year for a nation. |
| Funding schemes | 8 | Bursaries, grants and loan arrangements, with eligible professions, eligible routes and scheme elements. |
| Labour market facts | 68 | Workforce, vacancy, earnings and apprenticeship-start figures, each tied to a profession and a period. |
| Regional earnings | 13 | Whole-economy median pay by region — the benchmark an NHS band figure is read against, not a profession figure. |
| Geographies | 53 | Two overlapping sets: the ITL1 regions and nations that courses and jobs are faceted by, and the NHS regions and health boards employers sit in. |
| Sources | 27 | The licence registry. Every published figure carries at least one identifier that resolves here. |
Pay scales are held for several years per nation so historic circulars stay available; the site publishes the newest year each nation has released. The current headline pay year is 2026/27.
How often each source refreshes
A source is only as current as its publisher makes it. Grouping the registry by declared cadence is the honest way to say how stale any given page can be.
- Quarterly
- 1 source — Apprenticeships (starts, achievements and participation)
- Annual
- 2 sources — LEO graduate and postgraduate outcomes and NHS Learning Support Fund guidance
24 sources publish on no stated schedule — typically a page that is edited whenever the underlying rule changes rather than released as a dated statistic. Those are refreshed on the same cycle as everything else and re-checked against the publisher at each build.
Licensing, in one paragraph
The registry sorts every source into three states. 10 are open — Open Government Licence or an equivalent — and can be reused with attribution, which is what the source block at the foot of each page provides. 9 are conditional: reusable, but only on stated terms such as a required attribution line, a link back to the publisher, or registration for an API key (5 of the registry needs a key). 8 are restricted and must not be republished at all; they are recorded so that the pipeline can refuse them, and the site links to them instead. 1 permit linking but not republishing.
Because the status is stored with the source rather than remembered by a person, a restricted source cannot quietly end up feeding a page: the validator refuses a build in which it does. The source registry lists all of them, grouped by status, with the conditions written out.
Common questions
What does “not published” mean on a page?
The field is absent from the source data for that entity. It does not mean zero and it does not mean unknown-but-probably-typical. The site renders the gap rather than filling it, because a figure here is only useful if it can be traced.
How often does the data change?
Each source refreshes on its publisher’s own cycle — approved-programme lists change continuously, pay circulars annually, workforce statistics monthly or quarterly. The dataset is rebuilt on a schedule and the build date is shown in the footer of every page.
Can I reuse the figures on this site?
That depends on the source. Open Government Licence and CC-BY material can be reused with attribution; several sources carry conditions, and a small number may not be reused at all. The source registry states the licence for every one.
Related
- The full source registry — Licence, cadence and conditions for each
- About this site — What it is for and what it refuses to do
- Report an error — What to send and what happens next
- The professions — Where the profession records are used
- NHS pay — Where the pay scales are used
- Search the site — Across every generated page
Every source in this build
The complete registry behind the counts above. Each entry links to the publisher and states the licence it is published under.
- Adzuna Jobs and Salary APIAdzuna Ltd · Adzuna API Terms of Service (proprietary) · checked 3 September 2026Jobs by Adzuna.
- Agenda for Change pay scales and NHS terms and conditions handbookNHS Employers (NHS Confederation) · No open licence stated; NHS Employers copyright · checked 3 September 2026
- Apprenticeships (starts, achievements and participation)Department for Education — Explore Education Statistics · Open Government Licence v3.0 · updated quarterly · checked 3 September 2026Contains public sector information licensed under the Open Government Licence v3.0.
- CQC Syndication API (provider and location ratings)Care Quality Commission · Open Government Licence v3.0 · checked 3 September 2026Contains public sector information licensed under the Open Government Licence v3.0. Information provided by the Care Quality Commission.
- Discover Uni (Unistats) course dataOffice for Students, on behalf of the UK higher education funding and regulatory bodies · Discover Uni bespoke website terms (no open licence stated) · checked 3 September 2026
- Find an apprenticeship recruitment and display-adverts APIsDepartment for Education (Apprenticeship Service) · Open Government Licence v3.0 · checked 3 September 2026Contains public sector information licensed under the Open Government Licence v3.0.
- Glassdoor employer reviews and salary contentGlassdoor, Inc. · Proprietary; no reuse licence · checked 3 September 2026
- HCPC approved programmes directoryHealth and Care Professions Council · No open licence stated; HCPC copyright · checked 3 September 2026
- HCPC online Register — individual registrant lookupHealth and Care Professions Council · No open licence stated; HCPC copyright · checked 3 September 2026
- HCPC register summary and registrant snapshots (aggregate)Health and Care Professions Council · No open licence stated; HCPC copyright · checked 3 September 2026
- HESA Higher Education Student Statistics (open data)Higher Education Statistics Agency (Jisc) · Creative Commons Attribution (version not stated by the publisher listing) · checked 3 September 2026Source: HESA Higher Education Student Statistics, Higher Education Statistics Agency, licensed under Creative Commons Attribution.
- Indeed job listings and company review contentIndeed Ireland Operations Ltd / Indeed, Inc. · Proprietary; no reuse licence · checked 3 September 2026
- LEO graduate and postgraduate outcomesDepartment for Education · Open Government Licence v3.0 · updated annual · checked 3 September 2026Contains public sector information licensed under the Open Government Licence v3.0.
- LMI for All labour market information APIDepartment for Education (developed by the Warwick Institute for Employment Research) · Open Government Licence, subject to LMI for All portal terms and conditions · checked 3 September 2026
- NHS Jobs adverts APINHS Business Services Authority / NHS England · No public licence or terms of use located · checked 3 September 2026
- NHS Learning Support Fund guidanceDepartment of Health and Social Care (administered by NHS Business Services Authority) · Open Government Licence v3.0 · updated annual · checked 3 September 2026Contains public sector information licensed under the Open Government Licence v3.0.
- NHS Staff Survey resultsNHS Staff Survey Co-ordination Centre (Picker), on behalf of NHS England · No open licence stated; NHS Staff Survey copyright · checked 3 September 2026
- NHS Vacancy StatisticsNHS England (published on digital.nhs.uk) · Open Government Licence v3.0 · checked 3 September 2026Contains public sector information licensed under the Open Government Licence v3.0.
- NHS Workforce StatisticsNHS England (published on digital.nhs.uk) · Open Government Licence v3.0 · checked 3 September 2026Contains public sector information licensed under the Open Government Licence v3.0.
- OfS student outcomes (condition B3) and TEF dataOffice for Students · Open Government Licence v3.0 · checked 3 September 2026Contains public sector information licensed under the Open Government Licence v3.0. Source: Office for Students.
- ONS Annual Survey of Hours and Earnings (ASHE) via NomisOffice for National Statistics, delivered by Nomis (Durham University) · Open Government Licence v3.0 · checked 3 September 2026Source: Office for National Statistics licensed under the Open Government Licence v3.0.
- ONS geography codes, lookups and boundaries (Open Geography Portal)Office for National Statistics · Open Government Licence v3.0 · checked 3 September 2026Source: Office for National Statistics licensed under the Open Government Licence v.3.0.
- Reed Jobseeker APIReed Online Ltd · Proprietary Reed developer terms (no open licence) · checked 3 September 2026
- Skills England apprenticeship standards APISkills England (Department for Education); formerly Institute for Apprenticeships and Technical Education · Open Government Licence v3.0 · checked 3 September 2026Contains public sector information licensed under the Open Government Licence v3.0.
- StudentCrowd university and accommodation reviewsStudentCrowd Ltd · Proprietary; no reuse licence · checked 3 September 2026
- UCAS Courses Data Service / UCAS course searchUCAS (Universities and Colleges Admissions Service) · UCAS terms and conditions (all rights reserved) · checked 3 September 2026
- Whatuni university and course review contentWhatuni (IDP Connect) · Proprietary; no reuse licence · checked 3 September 2026