Research programme of Elite Careers StrategyHow Who Gets In? turns public sources into bounded findings
Who Gets In? uses official public sources only. Each observation is recorded narrowly against the institution, programme, market, selection feature and date it actually supports. Findings are promoted only when the governed rows support the stated denominator. Missing public evidence is recorded as unknown, not treated as proof that a practice does not exist. Historical reports stay frozen; later evidence is appended rather than rewriting the original sample.
The programme does not use private client files as research evidence, estimate acceptance odds from incomplete data, infer hidden scoring rules, or turn small purposive samples into claims about all elite employers or universities. Corrections are governed and source-linked.
A register-based programme with a frozen publication layer and an append-only canonical continuation. The current corpus contains 1004 dated facts (signals) backed by at least 383 official source records; every public observation is scoped to the evidence that supports it.
The register
383 official source records
107 frozen foundation
897 append-only continuation
Research manifest
Units used on this site. A dated fact (signal) is one dated observation taken from an official source. A source is one official page or document. The employer census is every employer in scope, including those where no official evidence has been located yet. Institutions with evidence counts employers and universities with at least one dated fact. The AI Rules Tracker is a separate panel of 67 employers checked on 23 September 2026. These are different units, so their totals differ.
How the live canonical corpus extends the frozen reports
Report 01, Report 02 and the 107-row register remain frozen publication snapshots. New checked evidence is not inserted retrospectively into those report denominators. Instead, new observations are promoted through dated append-only publication-ruling and source-evidence supplements. The current canonical corpus is the frozen register plus all approved supplements.
Current observation unit
For the live corpus, the stable unit is institution × market/geography × programme or route × selection feature or stage × observed date. A multinational employer is not assumed to have one global process. Evidence from one programme, office or cycle is not silently generalised to another.
Temporal truth and corrections
Historical observations are preserved where useful. Same-day research corrections are corrections, not employer changes. A longitudinal change requires evidence for both the previous and current state. Missing or moved source pages do not by themselves establish that a process changed.
Comparative findings
Quantitative or comparative findings require a defined denominator, inclusion rule, observation period, coding rule and limitation. Current governed findings are published separately from the frozen report findings and link back to the evidence layers that support them.
Confidence recorded 1 to 5
Review date recorded per source
Publication ruling per signal
Unit of analysis
One row records one verifiable selection signal: a requirement, stage, assessment, institutional statement or material change. Multiple signals may come from the same source. Each observation is narrowly worded to match its source rather than paraphrased upward.
Cell audit
Every positive cell in the Report 02 market matrix is published with the quoted passage that supports it, its source URL, the retrieval method and date, its verification status and its publication ruling: the cell audit (CSV). Absent cells were searched on the same terms as present ones, under the symmetrical review protocol, and each published sentence is traced to the observations it rests on in the claim dependency manifest (CSV).
Publication rulings
A source-retrieval review was attempted for all 107 coded signals on 9 September 2026 using a full JavaScript render. Six could not be re-verified and are held. Each carries a verification status and a publication ruling: published, published as context, or held. Six observations are held because their source now returns a bot-verification interstitial rather than its content; none is asserted in any report. The log is published as the publication-ruling log (CSV). The 69 cited sources include two that could not be re-retrieved (SRC-013 and SRC-014), accounting for the six held signals. For each of the 67 retrieved sources, the source evidence record (CSV) publishes the URL, the retrieval date, the character count, a SHA-256 of the retrieved text and each quoted passage with its offset, so the check can be repeated. The retrieved page text is not republished: the pages carry their own copyright.
Source standard
Sources are official employer or university pages. Report 01 draws on 48 official sources checked on 30 August 2026, held in a 50-entry source register. Report 02 draws on a purposive six-market sample checked on 31 August 2026, bringing the Monitor to 107 coded signals citing 69 official sources, held in a 71-entry register.
Coding
Report 01 coded signals to categories including live judgement, simulation, case or work simulation, multimodal or technical assessment, problem solving, gamified assessment or whole-person evaluation. Its 6/6 measure covers all observations coded as newly explicit. Report 02's market matrix is binary and conservative: a feature is marked present only where the cited source explicitly describes it.
Eight per market at first publication on 31 August 2026. The United States and Hong Kong carry a ninth signal each, coded on 9 September 2026 while re-verifying the market matrix. Those two were found while looking for support for specific cells, so the sample is no longer equally allocated and the two additions are not a neutral addition to it.
Sampling
Report 01 is a purposive, cross-sectional sample weighted toward the UK, global careers pages, law and banking. Report 02 uses a purposive sample of eight signals per market at first publication, now UK 8, GCC 8, India 8, United States 9, Singapore 8, Hong Kong 9. Signal counts are close but no longer equal. Institution type, programme and applicant stage are not matched either, and the pathways compared are not equivalent.
Material limits
These are purposive samples. Published process pages may omit informal practices and may describe different programmes that are not directly comparable. The dataset cannot establish prevalence, causal change over time, candidate outcomes or institutional intent beyond the stated process.
The geographic sample is too thin for league tables or country rankings. Percentages describe the coded sample only; they are not estimates for any wider market.
Report 02 compares published architecture. It does not rank markets, estimate selectivity, or infer fairness, intent or candidate outcomes. Live verification can protect integrity while also rewarding candidates with more time, coaching and familiarity; this research identifies that tension without measuring it.
Publication rule
Market-wide claims require triangulation across institutions and sectors. Historical trend claims require longitudinal evidence. Each report distinguishes what its sample shows from what remains a hypothesis. No proprietary index will be published until sample size and coding reliability support one.
Independence and corrections
All published material is drawn from public institutional sources. No private client evidence is used in any report. Nothing in this programme implies affiliation with, or endorsement by, any institution referenced. Where an institution is named, the accompanying statement is confined to what that institution itself publishes.
Institutions change their published processes. If a signal attributed to your organisation no longer reflects your current published process, write to hassan@accessecs.com with the current source page. Corrections are made against the source and the review date is updated in the Monitor.
If your organisation publishes guidance on candidates' use of AI that the AI Rules Tracker records as not located, send the official page URL to the same address. It is checked against the live official page before the next monthly observation; nothing becomes evidence because it was submitted.
Revision 13 September 2026
Clarified the distinction between the frozen 107-signal report register and the current append-only canonical corpus, documented the live observation unit and temporal-change rules, and linked the methodology to the current findings, five-hub comparison and Explorer. No historical report denominator was rewritten.
Revision 12 September 2026
Clarified the small, unmatched source samples, corrected the AI causation boundary and Report 02 publication history, and attributed the six cross-report examples to Report 02. Reconciled the 26 positive matrix cells with the claim manifest and recorded rulings. No signals, empirical cell values or substantive publication rulings changed.
Revision 9 September 2026
Reviewed and approved by the research lead on 9 September 2026. Rulings marked proposed are not yet approved and are identified as such in the log.
Revision 8 September 2026
Evidence dates are unchanged: Report 01 checked 30 August 2026, Report 02 checked 31 August 2026. The 8 September 2026 re-verification checked the coded observations against their official source pages; it did not re-date the evidence.
How this revision was produced: the source pages were retrieved and compared against the register with machine assistance, and every resulting change was reviewed before publication. Coding decisions, publication rulings and corrections remain the responsibility of the research lead.
Versions
Corrections issued to date are listed above. Where a correction changes a published figure, the superseded figure is named rather than removed. Signals are re-checked on the review date carried in the register.
Akram, H. (2026). Methodology and limits. Who Gets In?, Elite Careers Strategy, Global Elite Selection Monitor. whogetsin.com/methodology/
How to cite Who Gets In?
Suggested citation: Akram, H., Who Gets In? (Elite Careers Strategy), [finding, tracker or report title], [date stated on the finding], [page URL]
Cite the specific finding or register rows where possible. Percentages and denominators describe the defined sample only, not all elite employers or universities.
This page: revised . Corpus: 1004 dated facts (signals) from 383 official source records, last canonical update . Release notes
