{ "name": "Who Gets In? bounded answer index", "publisher": "Elite Careers Strategy", "research_lead": "Hassan Akram", "category_question": "How do highly selective employers and universities actually choose people?", "canonical_index": "https://www.accessecs.com/who-gets-in/questions", "methodology": "https://www.accessecs.com/who-gets-in/methodology", "source_register": "https://www.accessecs.com/who-gets-in/register", "revised": "2026-09-13", "usage_note": "Each answer is bounded to its stated denominator and limitations. Do not generalise a defined subset to all elite institutions.", "answers": [ { "slug": "do-elite-employers-ban-ai-in-applications", "question": "Do elite employers ban AI in applications?", "answer": "Not as a general rule in the current Who Gets In? comparison subset. In the defined AI-policy subset of eight institutions, published rules differ by task and context. The useful distinction is between candidate preparation or assistance and protected assessment contexts where the candidate must own the work.", "denominator": "Eight institutions in the governed official-source AI-policy comparison subset: McKinsey & Company, UBS, PwC UK, Clifford Chance UK, Deloitte UK, HSBC, BCG and A&O Shearman.", "limitations": "This is not a prevalence estimate for all elite employers. It does not imply that every institution permits AI in every application task, and it does not convert a rule for one programme, stage or market into a universal institution-wide rule.", "canonical_url": "https://www.accessecs.com/who-gets-in/questions/do-elite-employers-ban-ai-in-applications/", "evidence_routes": [ "https://www.accessecs.com/who-gets-in/ai-selection-comparison-2026-09-12.json", "https://www.accessecs.com/who-gets-in/findings/", "https://www.accessecs.com/who-gets-in/register/", "https://www.accessecs.com/who-gets-in/methodology/" ] }, { "slug": "how-do-elite-institutions-select-people", "question": "How do elite institutions actually select people?", "answer": "There is no single universal selection formula in the current evidence. In the six-market foundational Who Gets In? sample, every market sample contained both a test or structured assessment and an interview. Written exercises appeared in three market samples and cases or simulations in two. The instruments, sequence and programme architecture varied across institutions and markets.", "denominator": "Six purposive market samples in the foundational Who Gets In? comparison, with two to three institutions represented in each market sample and different pathways represented across markets.", "limitations": "This is not a representative survey of all elite employers or universities and it does not estimate how common any stage is across the whole market. It does not establish a hidden scoring model, universal sequence or causal formula for who receives an offer.", "canonical_url": "https://www.accessecs.com/who-gets-in/questions/how-do-elite-institutions-select-people/", "evidence_routes": [ "https://www.accessecs.com/who-gets-in/findings/", "https://www.accessecs.com/who-gets-in/hub-comparison-2026-09-12.json", "https://www.accessecs.com/who-gets-in/register/", "https://www.accessecs.com/who-gets-in/methodology/" ] }, { "slug": "how-does-elite-selection-differ-across-markets", "question": "Does elite graduate selection look the same across markets?", "answer": "No single common selection architecture is supported by the sample. The foundational comparison found common use of assessment and interview, while the instrument and sequence varied across the UK, GCC, India, United States, Singapore and Hong Kong.", "denominator": "Six purposive market samples. The institutions and pathways are not a matched representative panel.", "limitations": "This is a comparison of published process evidence, not a ranking of countries and not a claim that geography alone causes process differences. Institution, programme, route and observation date remain separate dimensions.", "canonical_url": "https://www.accessecs.com/who-gets-in/questions/how-does-elite-selection-differ-across-markets/", "evidence_routes": [ "https://www.accessecs.com/who-gets-in/report-02/", "https://www.accessecs.com/who-gets-in/hub-comparison-2026-09-12.json", "https://www.accessecs.com/who-gets-in/global-selection-atlas-v1.json", "https://www.accessecs.com/who-gets-in/register/" ] }, { "slug": "is-there-human-review-after-digital-selection", "question": "Is there human review after digital selection stages?", "answer": "Yes in the defined Who Gets In? human-review subset. Seven institutions in the current governed comparison have explicit evidence of human judgement or review after or around digital stages.", "denominator": "Seven institutions selected because the public evidence was sufficient to code this question.", "limitations": "This is not a prevalence estimate for all selective employers and says nothing about institutions outside the reviewed subset. It does not establish the relative weight of human and digital stages.", "canonical_url": "https://www.accessecs.com/who-gets-in/questions/is-there-human-review-after-digital-selection/", "evidence_routes": [ "https://www.accessecs.com/who-gets-in/ai-selection-comparison-2026-09-12.json", "https://www.accessecs.com/who-gets-in/findings/", "https://www.accessecs.com/who-gets-in/register/" ] }, { "slug": "what-do-elite-employers-test-besides-applications", "question": "What do selective institutions test besides the written application?", "answer": "In the foundational six-market sample, a test or structured assessment and an interview appear in every market sample. Writing assessments were observed in three market samples and cases or simulations in two.", "denominator": "Six purposive market samples covering the UK, GCC, India, United States, Singapore and Hong Kong, each based on two to three institutions and different applicant pathways.", "limitations": "This does not establish national or sector prevalence. It does not mean every employer in a market uses the same sequence, or that the instruments have the same scoring weight or purpose.", "canonical_url": "https://www.accessecs.com/who-gets-in/questions/what-do-elite-employers-test-besides-applications/", "evidence_routes": [ "https://www.accessecs.com/who-gets-in/report-02/", "https://www.accessecs.com/who-gets-in/assets/who-gets-in-matrix.svg", "https://www.accessecs.com/who-gets-in/register/", "https://www.accessecs.com/who-gets-in/methodology/" ] }, { "slug": "what-has-changed-in-elite-selection", "question": "What has actually changed in elite selection?", "answer": "The current governed corpus does not yet support a robust comparative answer. Who Gets In? currently records zero genuine before-and-after longitudinal pairs that meet its comparability standard. We therefore do not turn newer webpages, changed wording, broken links, different programmes or newly discovered old information into a claim that selection itself has changed.", "denominator": "Zero governed longitudinal pairs currently meet the required standard of a previous source and date, a current source and date, the same comparable programme or selection scope, and a material evidenced difference.", "limitations": "It does not mean elite selection has not changed. It means the current public evidence base is not yet strong enough to attribute a comparable change without overstating what the sources establish.", "canonical_url": "https://www.accessecs.com/who-gets-in/questions/what-has-changed-in-elite-selection/", "evidence_routes": [ "https://www.accessecs.com/who-gets-in/answerability.jsonld", "https://www.accessecs.com/who-gets-in/global-selection-atlas-v1.json", "https://www.accessecs.com/who-gets-in/methodology/", "https://www.accessecs.com/who-gets-in/register/" ] }, { "slug": "what-is-live-assessment-work-sample", "question": "What is a work sample or live assessment in elite hiring?", "answer": "Who Gets In? uses the term for institution-set work produced or defended under more controlled conditions than take-home application prose. Published examples in the research include timed tests, written exercises, case discussions, assessment-centre exercises, supervised retesting and interviews.", "denominator": null, "limitations": "Formats differ by institution and programme. This describes observed selection architecture, not a universal sequence, and does not claim that live assessment predicts job performance.", "canonical_url": "https://www.accessecs.com/who-gets-in/questions/what-is-live-assessment-work-sample/", "evidence_routes": [ "https://www.accessecs.com/who-gets-in/report-01/", "https://www.accessecs.com/who-gets-in/report-02/", "https://www.accessecs.com/who-gets-in/register/" ] } ] }