Check a figure
What the evidence currently supports
Nine findings, each stated at the level the sample supports and published with the claim it does not support.
Current as at 9 September 2026. Drawn from Report 01 and Report 02.
Evidence behind them
Ownership, judgement and the auditable claim
48 cited sources
23 institutions
Checked 30 August 2026
- 01Selection includes assessment the candidate does not write at leisure.Verified examples include a timed cognitive assessment at KPMG, an assessment centre with a written and a group exercise at PwC Middle East, a case discussion at Strategy& Middle East, essays written on the interview day at the Indian School of Business, an Admissions Written Test before interview at NUS Law, and an in-person Case Challenge at DBS. No proportion is claimed: the inclusion rule and row-level review are not complete.This does not establish that live assessment is new, increasing or superior, and says nothing about prevalence beyond the observations coded.
- 02A change of medium can make a written claim easier to test.A claim written at leisure becomes harder to imitate when it must be explained, adapted, calculated, debated or defended under time pressure.This does not establish that any format predicts performance on the job.
- 03The AI rules observed concern ownership, not blanket prohibition.Six observations were coded newly explicit about AI. They come from three institutions: DLA Piper, UBS and Cambridge, which permit forms of preparation while protecting independent assessment and truthful representation.This does not establish that AI caused institutions to introduce live assessment. Fifty of 57 recorded signals were coded as existing processes at the review date.
- 04Process design creates unequal translation burdens.Thirteen signals map stage architecture or geographic variation. Candidates must transfer the same underlying evidence across different formats, sequences and markets.This does not establish the size of any resulting advantage, or who it accrues to.
Convergent verification, divergent architecture
8 or 9 per market
21 official sources
Checked 31 August 2026
- 01Verification is universal in the cohort.All six markets include a published mechanism that checks more than bespoke prose.This does not establish prevalence in any country or sector. Two to three institutions were reviewed per market.
- 02The verification instrument is local.Supervised retesting, on-the-spot writing, authenticated school work, case challenges and language tests perform different versions of the same function.This does not establish that one instrument is more predictive than another.
- 03Transparency varies materially.Indian institutions in the sample publish staged formulas and weights; other markets publish sequences but not the final decision calculus.This does not establish that undisclosed calculus is absent, only that it is unpublished.
- 04Access to the live gate is itself designed.Shortlisting, programme preference, prior tests and invitation-only events determine who is allowed to demonstrate judgement.This does not establish intent, fairness or outcome effects.
- 05AI changes ownership controls, not the need for judgement.The clearest new design choice is separating AI-mediated presentation from human scoring or independent performance.This does not establish that these controls work, or that they are widely adopted.
Boundary
It does not claim that AI caused institutions to introduce live, interactive or whole-person assessment. Elite selection already combined written applications with live assessment before generative AI became widely available; what AI has made more explicit is the question of who owns the thinking in an application.
It does not rank markets or institutions. It does not estimate selectivity, acceptance odds or candidate outcomes. It does not infer fairness or institutional intent beyond the stated published process. It cannot establish prevalence, and it makes no market-wide claim that is not triangulated across institutions and sectors.
How an observation becomes a published finding
An observation enters the Monitor as one narrowly worded row against one official primary source, with a source ID, URL, confidence grade and review date. It becomes a published finding only when it is supported across enough institutions and sectors to survive the stated limits, and it is published with those limits attached.
Market-wide claims require triangulation. Historical trend claims require longitudinal evidence. Anything that does not clear the threshold stays a hypothesis in the register and is not published.
How the coded stages fit together
Candidate claim
What the candidate asserts
- Written application
- Personal statement
- Curriculum vitae
- Self-reported experience
Access gate
Who is permitted to proceed
- Shortlisting
- Programme preference
- Prior tests
- Invitation-only events
Verification
What is checked against record
- Prior record checks
- Test or structured assessment
- Authenticated school work
- Language test
Live judgement
What is produced under observation
- Live writing
- Case or task
- Interview
- Supervised retesting
Institutional decision
Who decides, and on what
- Panel assessment or committee review
- Published outcome
This does not establish intent, fairness or outcome effects. The tension between designed access and demonstrated judgement is identified here, not measured.
A measured candidate pathway. The ordering describes published architecture. Not every institution runs every stage, and stages are not necessarily sequential in practice.