{
  "meta": {
    "title": "WGI AI Rules citation findings",
    "version": "1.0",
    "generated_from": "ai-rules-register-2026-09-23.json",
    "observed": "2026-09-23",
    "method": "Deterministic derivative of the governed register. Every finding retains its numerator, denominator and evidence boundary."
  },
  "findings": [
    {
      "id": "WGI-AIF-001",
      "title": "Candidate AI rules located",
      "n": 30,
      "of": 36,
      "denominator": "employers with an official recruitment-AI statement located",
      "share": 0.8333,
      "institutions": [
        "McKinsey & Company",
        "UBS",
        "PwC UK",
        "Clifford Chance",
        "Deloitte UK",
        "HSBC",
        "BCG",
        "A&O Shearman",
        "Macquarie Group",
        "BlackRock",
        "Barclays",
        "Deutsche Bank",
        "Nomura",
        "Rothschild & Co",
        "Bain & Company",
        "Accenture",
        "KPMG UK",
        "UK Civil Service Fast Stream",
        "Bank of England",
        "Teach First",
        "Amazon",
        "Slaughter and May",
        "Ashurst (Ashurst Perkins Coie)",
        "Norton Rose Fulbright",
        "DLA Piper",
        "CMS",
        "Bird & Bird",
        "Travers Smith",
        "Mishcon de Reya",
        "Google"
      ],
      "observed": "2026-09-23",
      "evidence_records": [
        {
          "institution": "McKinsey & Company",
          "record_id": "WGI-AIR-001",
          "market_scope": "Global",
          "programme_scope": "All candidates",
          "official_source_urls": [
            "https://www.mckinsey.com/careers/interviewing",
            "https://www.mckinsey.com/ai-assisted-interview-privacy-notice",
            "https://www.mckinsey.com/careers/assessment-integrity-expectations"
          ]
        },
        {
          "institution": "UBS",
          "record_id": "WGI-AIR-002",
          "market_scope": "Global",
          "programme_scope": "Not stated (all applicants)",
          "official_source_urls": [
            "https://www.ubs.com/global/en/careers/search-jobs/faq/ai-usage.html",
            "https://www.ubs.com/global/en/careers/early-careers.html"
          ]
        },
        {
          "institution": "PwC UK",
          "record_id": "WGI-AIR-003",
          "market_scope": "United Kingdom",
          "programme_scope": "Early Careers (entry-level, undergraduate, graduate)",
          "official_source_urls": [
            "https://www.pwc.co.uk/careers/early-careers/applying/assessment-selection-process.html"
          ]
        },
        {
          "institution": "Clifford Chance",
          "record_id": "WGI-AIR-004",
          "market_scope": "London",
          "programme_scope": "SPARK, Training Contract, Insight Day, ACCESS; The Challenge (separate programme)",
          "official_source_urls": [
            "https://jobs.cliffordchance.com/guide-to-application-london",
            "https://jobs.cliffordchance.com/how-we-hire-london",
            "https://jobs.cliffordchance.com/the-challenge-london"
          ]
        },
        {
          "institution": "Deloitte UK",
          "record_id": "WGI-AIR-005",
          "market_scope": "United Kingdom",
          "programme_scope": "Graduate, Industrial Placement, BrightStart, Entry-Level Apprenticeship",
          "official_source_urls": [
            "https://www.deloitte.com/uk/en/careers/early-careers/integrity-guidance.html"
          ]
        },
        {
          "institution": "HSBC",
          "record_id": "WGI-AIR-006",
          "market_scope": "Global",
          "programme_scope": "Not stated (general recruitment)",
          "official_source_urls": [
            "https://www.hsbc.com/careers/application-hints-and-tips",
            "https://www.hsbc.com/careers/career-site-faqs"
          ]
        },
        {
          "institution": "BCG",
          "record_id": "WGI-AIR-007",
          "market_scope": "Global",
          "programme_scope": "Not stated (general application process)",
          "official_source_urls": [
            "https://careers.bcg.com/global/en/careers-in-ai/using-ai-application-process",
            "https://careers.bcg.com/global/en/careers-in-ai/responsible-ai-in-hiring"
          ]
        },
        {
          "institution": "A&O Shearman",
          "record_id": "WGI-AIR-008",
          "market_scope": "London (guidance also listed for Singapore, Hong Kong)",
          "programme_scope": "Early careers",
          "official_source_urls": [
            "https://careers.aoshearman.com/en/how-to-use-ai-responsibly-application-process",
            "https://careers.aoshearman.com/en/candidate-charter",
            "https://careers.aoshearman.com/en/early-careers-london"
          ]
        },
        {
          "institution": "Macquarie Group",
          "record_id": "WGI-AIR-009",
          "market_scope": "Global template pages",
          "programme_scope": "Graduates and interns; all candidates",
          "official_source_urls": [
            "https://www.macquarie.com/us/en/careers/our-people/how-to-effectively-use-ai-in-our-recruitment-process.html",
            "https://www.macquarie.com/is/en/careers/graduates-and-interns/recruitment-process.html"
          ]
        },
        {
          "institution": "BlackRock",
          "record_id": "WGI-AIR-010",
          "market_scope": "Global",
          "programme_scope": "All hiring",
          "official_source_urls": [
            "https://careers.blackrock.com/en/ai-interview-guidance"
          ]
        },
        {
          "institution": "Barclays",
          "record_id": "WGI-AIR-011",
          "market_scope": "Global careers site",
          "programme_scope": "Early careers, apprentices, experienced hires",
          "official_source_urls": [
            "https://search.jobs.barclays/hints-and-tips",
            "https://search.jobs.barclays/internship-graduate-application"
          ]
        },
        {
          "institution": "Deutsche Bank",
          "record_id": "WGI-AIR-012",
          "market_scope": "Global",
          "programme_scope": "Students and graduates (video interview stage)",
          "official_source_urls": [
            "https://careers.db.com/students-graduates/your-application/faq"
          ]
        },
        {
          "institution": "Nomura",
          "record_id": "WGI-AIR-013",
          "market_scope": "Americas, EMEA, Asia ex-Japan, India early careers",
          "programme_scope": "Graduate and intern",
          "official_source_urls": [
            "https://www.nomura.com/careers/early-careers/applications-faqs/"
          ]
        },
        {
          "institution": "Rothschild & Co",
          "record_id": "WGI-AIR-014",
          "market_scope": "Global",
          "programme_scope": "Students and graduates",
          "official_source_urls": [
            "https://www.rothschildandco.com/en/careers/students-and-graduates/faqs/"
          ]
        },
        {
          "institution": "Bain & Company",
          "record_id": "WGI-AIR-018",
          "market_scope": "London",
          "programme_scope": "Associate Consultant recruiting (London office page)",
          "official_source_urls": [
            "https://www.bain.com/careers/recruiting/london-recruiting/"
          ]
        },
        {
          "institution": "Accenture",
          "record_id": "WGI-AIR-020",
          "market_scope": "United Kingdom (gb-en; US page identical)",
          "programme_scope": "All hiring",
          "official_source_urls": [
            "https://www.accenture.com/gb-en/careers/explore-careers/area-of-interest/ai-usage-job-search",
            "https://www.accenture.com/us-en/careers/explore-careers/area-of-interest/ai-usage-job-search",
            "https://www.accenture.com/gb-en/careers/explore-careers/area-of-interest/journey-to-accenture"
          ]
        },
        {
          "institution": "KPMG UK",
          "record_id": "WGI-AIR-021",
          "market_scope": "United Kingdom",
          "programme_scope": "Graduate and student programmes",
          "official_source_urls": [
            "https://www.kpmgcareers.co.uk/graduate/applying-to-kpmg/application-process/",
            "https://www.kpmgcareers.co.uk/graduate/applying-to-kpmg/application-advice/"
          ]
        },
        {
          "institution": "UK Civil Service Fast Stream",
          "record_id": "WGI-AIR-022",
          "market_scope": "United Kingdom",
          "programme_scope": "Fast Stream (plus Civil Service-wide candidate guide)",
          "official_source_urls": [
            "https://www.civil-service-careers.gov.uk/fast-stream/fs-how-to-apply/fs-gen-ai/",
            "https://www.civil-service-careers.gov.uk/artificial-intelligence-and-recruitment/"
          ]
        },
        {
          "institution": "Bank of England",
          "record_id": "WGI-AIR-023",
          "market_scope": "United Kingdom",
          "programme_scope": "All careers incl. Future Talent",
          "official_source_urls": [
            "https://www.bankofengland.co.uk/careers/application-tips"
          ]
        },
        {
          "institution": "Teach First",
          "record_id": "WGI-AIR-024",
          "market_scope": "England and Wales",
          "programme_scope": "Training Programme",
          "official_source_urls": [
            "https://teachleadchange.org.uk/about/application-top-tips"
          ]
        },
        {
          "institution": "Amazon",
          "record_id": "WGI-AIR-025",
          "market_scope": "Global / US",
          "programme_scope": "Corporate and tech hiring",
          "official_source_urls": [
            "https://www.aboutamazon.com/news/workplace/artificial-intelligence-resume-jobs-hiring-amazon"
          ]
        },
        {
          "institution": "Slaughter and May",
          "record_id": "WGI-AIR-027",
          "market_scope": "London",
          "programme_scope": "Early careers online application",
          "official_source_urls": [
            "https://www.slaughterandmay.com/careers/early-careers/apply/application-faqs/"
          ]
        },
        {
          "institution": "Ashurst (Ashurst Perkins Coie)",
          "record_id": "WGI-AIR-028",
          "market_scope": "UK FAQs on multi-market hub",
          "programme_scope": "Vacation schemes, training contracts",
          "official_source_urls": [
            "https://www.ashurstperkinscoie.com/en/careers/applicant-resource-hub/"
          ]
        },
        {
          "institution": "Norton Rose Fulbright",
          "record_id": "WGI-AIR-029",
          "market_scope": "United Kingdom",
          "programme_scope": "Vacation schemes, apprenticeships, graduate schemes",
          "official_source_urls": [
            "https://www.nortonrosefulbright.com/en-gb/graduates/your-application-journey"
          ]
        },
        {
          "institution": "DLA Piper",
          "record_id": "WGI-AIR-030",
          "market_scope": "United Kingdom",
          "programme_scope": "UK early careers",
          "official_source_urls": [
            "https://careers.dlapiper.com/early-careers"
          ]
        },
        {
          "institution": "CMS",
          "record_id": "WGI-AIR-031",
          "market_scope": "UK plus Dubai, Hong Kong, Singapore programmes",
          "programme_scope": "Training contracts, insight, apprenticeships",
          "official_source_urls": [
            "https://cmsemergingtalent.com/application-support/frequently-asked-questions/"
          ]
        },
        {
          "institution": "Bird & Bird",
          "record_id": "WGI-AIR-032",
          "market_scope": "London",
          "programme_scope": "Spring Vacation Scheme 2026 (firm application portal)",
          "official_source_urls": [
            "https://apply.candidats.io/59ef4bd7-5ce6-443f-b2e1-7b3938dca41b"
          ]
        },
        {
          "institution": "Travers Smith",
          "record_id": "WGI-AIR-033",
          "market_scope": "London",
          "programme_scope": "Summer Vacation Scheme 2026 (firm application portal)",
          "official_source_urls": [
            "https://apply.candidats.io/575cc993-8798-4c87-856a-c8961a374273"
          ]
        },
        {
          "institution": "Mishcon de Reya",
          "record_id": "WGI-AIR-034",
          "market_scope": "London",
          "programme_scope": "Graduate recruitment; 2026 Vacation Scheme trial",
          "official_source_urls": [
            "https://www.mishcon.com/graduates/faqs",
            "https://www.mishcon.com/news/mishcon-de-reya-trials-bright-apply-to-deliver-fairer-more-efficient-hiring"
          ]
        },
        {
          "institution": "Google",
          "record_id": "WGI-AIR-036",
          "market_scope": "Global",
          "programme_scope": "All hiring",
          "official_source_urls": [
            "https://www.google.com/about/careers/applications/how-we-hire/",
            "https://www.google.com/about/careers/applications/interview-tips/"
          ]
        }
      ],
      "source_dataset": "ai-rules-register-2026-09-23.json",
      "canonical_url": "https://whogetsin.com/trackers/ai-policy",
      "limitation": "Purposive employer list, not a prevalence sample. A statement not located is not evidence that no policy exists.",
      "publisher": "Who Gets In? (research initiative of Elite Careers Strategy)"
    },
    {
      "id": "WGI-AIF-002",
      "title": "Written-application AI help allowed in at least one coded form",
      "n": 24,
      "of": 30,
      "denominator": "employers with coded candidate-AI rules",
      "share": 0.8,
      "institutions": [
        "McKinsey & Company",
        "UBS",
        "Clifford Chance",
        "Deloitte UK",
        "HSBC",
        "BCG",
        "A&O Shearman",
        "Macquarie Group",
        "BlackRock",
        "Nomura",
        "Rothschild & Co",
        "Bain & Company",
        "Accenture",
        "UK Civil Service Fast Stream",
        "Bank of England",
        "Teach First",
        "Slaughter and May",
        "Ashurst (Ashurst Perkins Coie)",
        "Norton Rose Fulbright",
        "DLA Piper",
        "CMS",
        "Bird & Bird",
        "Travers Smith",
        "Mishcon de Reya"
      ],
      "observed": "2026-09-23",
      "evidence_records": [
        {
          "institution": "McKinsey & Company",
          "record_id": "WGI-AIR-001",
          "market_scope": "Global",
          "programme_scope": "All candidates",
          "official_source_urls": [
            "https://www.mckinsey.com/careers/interviewing",
            "https://www.mckinsey.com/ai-assisted-interview-privacy-notice",
            "https://www.mckinsey.com/careers/assessment-integrity-expectations"
          ]
        },
        {
          "institution": "UBS",
          "record_id": "WGI-AIR-002",
          "market_scope": "Global",
          "programme_scope": "Not stated (all applicants)",
          "official_source_urls": [
            "https://www.ubs.com/global/en/careers/search-jobs/faq/ai-usage.html",
            "https://www.ubs.com/global/en/careers/early-careers.html"
          ]
        },
        {
          "institution": "Clifford Chance",
          "record_id": "WGI-AIR-004",
          "market_scope": "London",
          "programme_scope": "SPARK, Training Contract, Insight Day, ACCESS; The Challenge (separate programme)",
          "official_source_urls": [
            "https://jobs.cliffordchance.com/guide-to-application-london",
            "https://jobs.cliffordchance.com/how-we-hire-london",
            "https://jobs.cliffordchance.com/the-challenge-london"
          ]
        },
        {
          "institution": "Deloitte UK",
          "record_id": "WGI-AIR-005",
          "market_scope": "United Kingdom",
          "programme_scope": "Graduate, Industrial Placement, BrightStart, Entry-Level Apprenticeship",
          "official_source_urls": [
            "https://www.deloitte.com/uk/en/careers/early-careers/integrity-guidance.html"
          ]
        },
        {
          "institution": "HSBC",
          "record_id": "WGI-AIR-006",
          "market_scope": "Global",
          "programme_scope": "Not stated (general recruitment)",
          "official_source_urls": [
            "https://www.hsbc.com/careers/application-hints-and-tips",
            "https://www.hsbc.com/careers/career-site-faqs"
          ]
        },
        {
          "institution": "BCG",
          "record_id": "WGI-AIR-007",
          "market_scope": "Global",
          "programme_scope": "Not stated (general application process)",
          "official_source_urls": [
            "https://careers.bcg.com/global/en/careers-in-ai/using-ai-application-process",
            "https://careers.bcg.com/global/en/careers-in-ai/responsible-ai-in-hiring"
          ]
        },
        {
          "institution": "A&O Shearman",
          "record_id": "WGI-AIR-008",
          "market_scope": "London (guidance also listed for Singapore, Hong Kong)",
          "programme_scope": "Early careers",
          "official_source_urls": [
            "https://careers.aoshearman.com/en/how-to-use-ai-responsibly-application-process",
            "https://careers.aoshearman.com/en/candidate-charter",
            "https://careers.aoshearman.com/en/early-careers-london"
          ]
        },
        {
          "institution": "Macquarie Group",
          "record_id": "WGI-AIR-009",
          "market_scope": "Global template pages",
          "programme_scope": "Graduates and interns; all candidates",
          "official_source_urls": [
            "https://www.macquarie.com/us/en/careers/our-people/how-to-effectively-use-ai-in-our-recruitment-process.html",
            "https://www.macquarie.com/is/en/careers/graduates-and-interns/recruitment-process.html"
          ]
        },
        {
          "institution": "BlackRock",
          "record_id": "WGI-AIR-010",
          "market_scope": "Global",
          "programme_scope": "All hiring",
          "official_source_urls": [
            "https://careers.blackrock.com/en/ai-interview-guidance"
          ]
        },
        {
          "institution": "Nomura",
          "record_id": "WGI-AIR-013",
          "market_scope": "Americas, EMEA, Asia ex-Japan, India early careers",
          "programme_scope": "Graduate and intern",
          "official_source_urls": [
            "https://www.nomura.com/careers/early-careers/applications-faqs/"
          ]
        },
        {
          "institution": "Rothschild & Co",
          "record_id": "WGI-AIR-014",
          "market_scope": "Global",
          "programme_scope": "Students and graduates",
          "official_source_urls": [
            "https://www.rothschildandco.com/en/careers/students-and-graduates/faqs/"
          ]
        },
        {
          "institution": "Bain & Company",
          "record_id": "WGI-AIR-018",
          "market_scope": "London",
          "programme_scope": "Associate Consultant recruiting (London office page)",
          "official_source_urls": [
            "https://www.bain.com/careers/recruiting/london-recruiting/"
          ]
        },
        {
          "institution": "Accenture",
          "record_id": "WGI-AIR-020",
          "market_scope": "United Kingdom (gb-en; US page identical)",
          "programme_scope": "All hiring",
          "official_source_urls": [
            "https://www.accenture.com/gb-en/careers/explore-careers/area-of-interest/ai-usage-job-search",
            "https://www.accenture.com/us-en/careers/explore-careers/area-of-interest/ai-usage-job-search",
            "https://www.accenture.com/gb-en/careers/explore-careers/area-of-interest/journey-to-accenture"
          ]
        },
        {
          "institution": "UK Civil Service Fast Stream",
          "record_id": "WGI-AIR-022",
          "market_scope": "United Kingdom",
          "programme_scope": "Fast Stream (plus Civil Service-wide candidate guide)",
          "official_source_urls": [
            "https://www.civil-service-careers.gov.uk/fast-stream/fs-how-to-apply/fs-gen-ai/",
            "https://www.civil-service-careers.gov.uk/artificial-intelligence-and-recruitment/"
          ]
        },
        {
          "institution": "Bank of England",
          "record_id": "WGI-AIR-023",
          "market_scope": "United Kingdom",
          "programme_scope": "All careers incl. Future Talent",
          "official_source_urls": [
            "https://www.bankofengland.co.uk/careers/application-tips"
          ]
        },
        {
          "institution": "Teach First",
          "record_id": "WGI-AIR-024",
          "market_scope": "England and Wales",
          "programme_scope": "Training Programme",
          "official_source_urls": [
            "https://teachleadchange.org.uk/about/application-top-tips"
          ]
        },
        {
          "institution": "Slaughter and May",
          "record_id": "WGI-AIR-027",
          "market_scope": "London",
          "programme_scope": "Early careers online application",
          "official_source_urls": [
            "https://www.slaughterandmay.com/careers/early-careers/apply/application-faqs/"
          ]
        },
        {
          "institution": "Ashurst (Ashurst Perkins Coie)",
          "record_id": "WGI-AIR-028",
          "market_scope": "UK FAQs on multi-market hub",
          "programme_scope": "Vacation schemes, training contracts",
          "official_source_urls": [
            "https://www.ashurstperkinscoie.com/en/careers/applicant-resource-hub/"
          ]
        },
        {
          "institution": "Norton Rose Fulbright",
          "record_id": "WGI-AIR-029",
          "market_scope": "United Kingdom",
          "programme_scope": "Vacation schemes, apprenticeships, graduate schemes",
          "official_source_urls": [
            "https://www.nortonrosefulbright.com/en-gb/graduates/your-application-journey"
          ]
        },
        {
          "institution": "DLA Piper",
          "record_id": "WGI-AIR-030",
          "market_scope": "United Kingdom",
          "programme_scope": "UK early careers",
          "official_source_urls": [
            "https://careers.dlapiper.com/early-careers"
          ]
        },
        {
          "institution": "CMS",
          "record_id": "WGI-AIR-031",
          "market_scope": "UK plus Dubai, Hong Kong, Singapore programmes",
          "programme_scope": "Training contracts, insight, apprenticeships",
          "official_source_urls": [
            "https://cmsemergingtalent.com/application-support/frequently-asked-questions/"
          ]
        },
        {
          "institution": "Bird & Bird",
          "record_id": "WGI-AIR-032",
          "market_scope": "London",
          "programme_scope": "Spring Vacation Scheme 2026 (firm application portal)",
          "official_source_urls": [
            "https://apply.candidats.io/59ef4bd7-5ce6-443f-b2e1-7b3938dca41b"
          ]
        },
        {
          "institution": "Travers Smith",
          "record_id": "WGI-AIR-033",
          "market_scope": "London",
          "programme_scope": "Summer Vacation Scheme 2026 (firm application portal)",
          "official_source_urls": [
            "https://apply.candidats.io/575cc993-8798-4c87-856a-c8961a374273"
          ]
        },
        {
          "institution": "Mishcon de Reya",
          "record_id": "WGI-AIR-034",
          "market_scope": "London",
          "programme_scope": "Graduate recruitment; 2026 Vacation Scheme trial",
          "official_source_urls": [
            "https://www.mishcon.com/graduates/faqs",
            "https://www.mishcon.com/news/mishcon-de-reya-trials-bright-apply-to-deliver-fairer-more-efficient-hiring"
          ]
        }
      ],
      "source_dataset": "ai-rules-register-2026-09-23.json",
      "canonical_url": "https://whogetsin.com/trackers/ai-policy",
      "limitation": "Purposive employer list, not a prevalence sample. A statement not located is not evidence that no policy exists.",
      "publisher": "Who Gets In? (research initiative of Elite Careers Strategy)"
    },
    {
      "id": "WGI-AIF-003",
      "title": "At least one assessment or interview context explicitly protected from unauthorised AI assistance",
      "n": 18,
      "of": 30,
      "denominator": "employers with coded candidate-AI rules",
      "share": 0.6,
      "institutions": [
        "McKinsey & Company",
        "UBS",
        "PwC UK",
        "Clifford Chance",
        "Deloitte UK",
        "HSBC",
        "Macquarie Group",
        "BlackRock",
        "Barclays",
        "Nomura",
        "Bain & Company",
        "Accenture",
        "KPMG UK",
        "UK Civil Service Fast Stream",
        "Bank of England",
        "Norton Rose Fulbright",
        "Bird & Bird",
        "Google"
      ],
      "observed": "2026-09-23",
      "evidence_records": [
        {
          "institution": "McKinsey & Company",
          "record_id": "WGI-AIR-001",
          "market_scope": "Global",
          "programme_scope": "All candidates",
          "official_source_urls": [
            "https://www.mckinsey.com/careers/interviewing",
            "https://www.mckinsey.com/ai-assisted-interview-privacy-notice",
            "https://www.mckinsey.com/careers/assessment-integrity-expectations"
          ]
        },
        {
          "institution": "UBS",
          "record_id": "WGI-AIR-002",
          "market_scope": "Global",
          "programme_scope": "Not stated (all applicants)",
          "official_source_urls": [
            "https://www.ubs.com/global/en/careers/search-jobs/faq/ai-usage.html",
            "https://www.ubs.com/global/en/careers/early-careers.html"
          ]
        },
        {
          "institution": "PwC UK",
          "record_id": "WGI-AIR-003",
          "market_scope": "United Kingdom",
          "programme_scope": "Early Careers (entry-level, undergraduate, graduate)",
          "official_source_urls": [
            "https://www.pwc.co.uk/careers/early-careers/applying/assessment-selection-process.html"
          ]
        },
        {
          "institution": "Clifford Chance",
          "record_id": "WGI-AIR-004",
          "market_scope": "London",
          "programme_scope": "SPARK, Training Contract, Insight Day, ACCESS; The Challenge (separate programme)",
          "official_source_urls": [
            "https://jobs.cliffordchance.com/guide-to-application-london",
            "https://jobs.cliffordchance.com/how-we-hire-london",
            "https://jobs.cliffordchance.com/the-challenge-london"
          ]
        },
        {
          "institution": "Deloitte UK",
          "record_id": "WGI-AIR-005",
          "market_scope": "United Kingdom",
          "programme_scope": "Graduate, Industrial Placement, BrightStart, Entry-Level Apprenticeship",
          "official_source_urls": [
            "https://www.deloitte.com/uk/en/careers/early-careers/integrity-guidance.html"
          ]
        },
        {
          "institution": "HSBC",
          "record_id": "WGI-AIR-006",
          "market_scope": "Global",
          "programme_scope": "Not stated (general recruitment)",
          "official_source_urls": [
            "https://www.hsbc.com/careers/application-hints-and-tips",
            "https://www.hsbc.com/careers/career-site-faqs"
          ]
        },
        {
          "institution": "Macquarie Group",
          "record_id": "WGI-AIR-009",
          "market_scope": "Global template pages",
          "programme_scope": "Graduates and interns; all candidates",
          "official_source_urls": [
            "https://www.macquarie.com/us/en/careers/our-people/how-to-effectively-use-ai-in-our-recruitment-process.html",
            "https://www.macquarie.com/is/en/careers/graduates-and-interns/recruitment-process.html"
          ]
        },
        {
          "institution": "BlackRock",
          "record_id": "WGI-AIR-010",
          "market_scope": "Global",
          "programme_scope": "All hiring",
          "official_source_urls": [
            "https://careers.blackrock.com/en/ai-interview-guidance"
          ]
        },
        {
          "institution": "Barclays",
          "record_id": "WGI-AIR-011",
          "market_scope": "Global careers site",
          "programme_scope": "Early careers, apprentices, experienced hires",
          "official_source_urls": [
            "https://search.jobs.barclays/hints-and-tips",
            "https://search.jobs.barclays/internship-graduate-application"
          ]
        },
        {
          "institution": "Nomura",
          "record_id": "WGI-AIR-013",
          "market_scope": "Americas, EMEA, Asia ex-Japan, India early careers",
          "programme_scope": "Graduate and intern",
          "official_source_urls": [
            "https://www.nomura.com/careers/early-careers/applications-faqs/"
          ]
        },
        {
          "institution": "Bain & Company",
          "record_id": "WGI-AIR-018",
          "market_scope": "London",
          "programme_scope": "Associate Consultant recruiting (London office page)",
          "official_source_urls": [
            "https://www.bain.com/careers/recruiting/london-recruiting/"
          ]
        },
        {
          "institution": "Accenture",
          "record_id": "WGI-AIR-020",
          "market_scope": "United Kingdom (gb-en; US page identical)",
          "programme_scope": "All hiring",
          "official_source_urls": [
            "https://www.accenture.com/gb-en/careers/explore-careers/area-of-interest/ai-usage-job-search",
            "https://www.accenture.com/us-en/careers/explore-careers/area-of-interest/ai-usage-job-search",
            "https://www.accenture.com/gb-en/careers/explore-careers/area-of-interest/journey-to-accenture"
          ]
        },
        {
          "institution": "KPMG UK",
          "record_id": "WGI-AIR-021",
          "market_scope": "United Kingdom",
          "programme_scope": "Graduate and student programmes",
          "official_source_urls": [
            "https://www.kpmgcareers.co.uk/graduate/applying-to-kpmg/application-process/",
            "https://www.kpmgcareers.co.uk/graduate/applying-to-kpmg/application-advice/"
          ]
        },
        {
          "institution": "UK Civil Service Fast Stream",
          "record_id": "WGI-AIR-022",
          "market_scope": "United Kingdom",
          "programme_scope": "Fast Stream (plus Civil Service-wide candidate guide)",
          "official_source_urls": [
            "https://www.civil-service-careers.gov.uk/fast-stream/fs-how-to-apply/fs-gen-ai/",
            "https://www.civil-service-careers.gov.uk/artificial-intelligence-and-recruitment/"
          ]
        },
        {
          "institution": "Bank of England",
          "record_id": "WGI-AIR-023",
          "market_scope": "United Kingdom",
          "programme_scope": "All careers incl. Future Talent",
          "official_source_urls": [
            "https://www.bankofengland.co.uk/careers/application-tips"
          ]
        },
        {
          "institution": "Norton Rose Fulbright",
          "record_id": "WGI-AIR-029",
          "market_scope": "United Kingdom",
          "programme_scope": "Vacation schemes, apprenticeships, graduate schemes",
          "official_source_urls": [
            "https://www.nortonrosefulbright.com/en-gb/graduates/your-application-journey"
          ]
        },
        {
          "institution": "Bird & Bird",
          "record_id": "WGI-AIR-032",
          "market_scope": "London",
          "programme_scope": "Spring Vacation Scheme 2026 (firm application portal)",
          "official_source_urls": [
            "https://apply.candidats.io/59ef4bd7-5ce6-443f-b2e1-7b3938dca41b"
          ]
        },
        {
          "institution": "Google",
          "record_id": "WGI-AIR-036",
          "market_scope": "Global",
          "programme_scope": "All hiring",
          "official_source_urls": [
            "https://www.google.com/about/careers/applications/how-we-hire/",
            "https://www.google.com/about/careers/applications/interview-tips/"
          ]
        }
      ],
      "source_dataset": "ai-rules-register-2026-09-23.json",
      "canonical_url": "https://whogetsin.com/trackers/ai-policy",
      "limitation": "Purposive employer list, not a prevalence sample. A statement not located is not evidence that no policy exists.",
      "publisher": "Who Gets In? (research initiative of Elite Careers Strategy)"
    },
    {
      "id": "WGI-AIF-004",
      "title": "Unrestricted interview AI explicitly allowed",
      "n": 0,
      "of": 30,
      "denominator": "employers with coded candidate-AI rules",
      "share": 0,
      "institutions": [],
      "observed": "2026-09-23",
      "evidence_records": [],
      "source_dataset": "ai-rules-register-2026-09-23.json",
      "canonical_url": "https://whogetsin.com/trackers/ai-policy",
      "limitation": "Purposive employer list, not a prevalence sample. A statement not located is not evidence that no policy exists.",
      "publisher": "Who Gets In? (research initiative of Elite Careers Strategy)"
    },
    {
      "id": "WGI-AIF-005",
      "title": "AI explicitly sanctioned in a designated selection stage or programme",
      "n": 4,
      "of": 30,
      "denominator": "employers with coded candidate-AI rules",
      "share": 0.1333,
      "institutions": [
        "Clifford Chance",
        "Deloitte UK",
        "BlackRock",
        "Amazon"
      ],
      "observed": "2026-09-23",
      "evidence_records": [
        {
          "institution": "Clifford Chance",
          "record_id": "WGI-AIR-004",
          "market_scope": "London",
          "programme_scope": "SPARK, Training Contract, Insight Day, ACCESS; The Challenge (separate programme)",
          "official_source_urls": [
            "https://jobs.cliffordchance.com/guide-to-application-london",
            "https://jobs.cliffordchance.com/how-we-hire-london",
            "https://jobs.cliffordchance.com/the-challenge-london"
          ]
        },
        {
          "institution": "Deloitte UK",
          "record_id": "WGI-AIR-005",
          "market_scope": "United Kingdom",
          "programme_scope": "Graduate, Industrial Placement, BrightStart, Entry-Level Apprenticeship",
          "official_source_urls": [
            "https://www.deloitte.com/uk/en/careers/early-careers/integrity-guidance.html"
          ]
        },
        {
          "institution": "BlackRock",
          "record_id": "WGI-AIR-010",
          "market_scope": "Global",
          "programme_scope": "All hiring",
          "official_source_urls": [
            "https://careers.blackrock.com/en/ai-interview-guidance"
          ]
        },
        {
          "institution": "Amazon",
          "record_id": "WGI-AIR-025",
          "market_scope": "Global / US",
          "programme_scope": "Corporate and tech hiring",
          "official_source_urls": [
            "https://www.aboutamazon.com/news/workplace/artificial-intelligence-resume-jobs-hiring-amazon"
          ]
        }
      ],
      "source_dataset": "ai-rules-register-2026-09-23.json",
      "canonical_url": "https://whogetsin.com/trackers/ai-policy",
      "limitation": "Purposive employer list, not a prevalence sample. A statement not located is not evidence that no policy exists.",
      "publisher": "Who Gets In? (research initiative of Elite Careers Strategy)"
    },
    {
      "id": "WGI-AIF-006",
      "title": "Human-decision or human-review safeguard explicitly stated",
      "n": 16,
      "of": 36,
      "denominator": "employers with an official recruitment-AI statement located",
      "share": 0.4444,
      "institutions": [
        "McKinsey & Company",
        "UBS",
        "PwC UK",
        "Clifford Chance",
        "HSBC",
        "BCG",
        "A&O Shearman",
        "Macquarie Group",
        "Standard Chartered",
        "Citi",
        "Roland Berger",
        "Accenture",
        "KPMG UK",
        "Amazon",
        "Unilever",
        "Mishcon de Reya"
      ],
      "observed": "2026-09-23",
      "evidence_records": [
        {
          "institution": "McKinsey & Company",
          "record_id": "WGI-AIR-001",
          "market_scope": "Global",
          "programme_scope": "All candidates",
          "official_source_urls": [
            "https://www.mckinsey.com/careers/interviewing",
            "https://www.mckinsey.com/ai-assisted-interview-privacy-notice",
            "https://www.mckinsey.com/careers/assessment-integrity-expectations"
          ]
        },
        {
          "institution": "UBS",
          "record_id": "WGI-AIR-002",
          "market_scope": "Global",
          "programme_scope": "Not stated (all applicants)",
          "official_source_urls": [
            "https://www.ubs.com/global/en/careers/search-jobs/faq/ai-usage.html",
            "https://www.ubs.com/global/en/careers/early-careers.html"
          ]
        },
        {
          "institution": "PwC UK",
          "record_id": "WGI-AIR-003",
          "market_scope": "United Kingdom",
          "programme_scope": "Early Careers (entry-level, undergraduate, graduate)",
          "official_source_urls": [
            "https://www.pwc.co.uk/careers/early-careers/applying/assessment-selection-process.html"
          ]
        },
        {
          "institution": "Clifford Chance",
          "record_id": "WGI-AIR-004",
          "market_scope": "London",
          "programme_scope": "SPARK, Training Contract, Insight Day, ACCESS; The Challenge (separate programme)",
          "official_source_urls": [
            "https://jobs.cliffordchance.com/guide-to-application-london",
            "https://jobs.cliffordchance.com/how-we-hire-london",
            "https://jobs.cliffordchance.com/the-challenge-london"
          ]
        },
        {
          "institution": "HSBC",
          "record_id": "WGI-AIR-006",
          "market_scope": "Global",
          "programme_scope": "Not stated (general recruitment)",
          "official_source_urls": [
            "https://www.hsbc.com/careers/application-hints-and-tips",
            "https://www.hsbc.com/careers/career-site-faqs"
          ]
        },
        {
          "institution": "BCG",
          "record_id": "WGI-AIR-007",
          "market_scope": "Global",
          "programme_scope": "Not stated (general application process)",
          "official_source_urls": [
            "https://careers.bcg.com/global/en/careers-in-ai/using-ai-application-process",
            "https://careers.bcg.com/global/en/careers-in-ai/responsible-ai-in-hiring"
          ]
        },
        {
          "institution": "A&O Shearman",
          "record_id": "WGI-AIR-008",
          "market_scope": "London (guidance also listed for Singapore, Hong Kong)",
          "programme_scope": "Early careers",
          "official_source_urls": [
            "https://careers.aoshearman.com/en/how-to-use-ai-responsibly-application-process",
            "https://careers.aoshearman.com/en/candidate-charter",
            "https://careers.aoshearman.com/en/early-careers-london"
          ]
        },
        {
          "institution": "Macquarie Group",
          "record_id": "WGI-AIR-009",
          "market_scope": "Global template pages",
          "programme_scope": "Graduates and interns; all candidates",
          "official_source_urls": [
            "https://www.macquarie.com/us/en/careers/our-people/how-to-effectively-use-ai-in-our-recruitment-process.html",
            "https://www.macquarie.com/is/en/careers/graduates-and-interns/recruitment-process.html"
          ]
        },
        {
          "institution": "Standard Chartered",
          "record_id": "WGI-AIR-015",
          "market_scope": "Global",
          "programme_scope": "Early careers assessments",
          "official_source_urls": [
            "https://www.sc.com/en/global-careers/early-careers/faq/"
          ]
        },
        {
          "institution": "Citi",
          "record_id": "WGI-AIR-016",
          "market_scope": "Global",
          "programme_scope": "All applicants (careers privacy notice)",
          "official_source_urls": [
            "https://jobs.citi.com/privacy"
          ]
        },
        {
          "institution": "Roland Berger",
          "record_id": "WGI-AIR-019",
          "market_scope": "Global",
          "programme_scope": "All recruiting (privacy notice)",
          "official_source_urls": [
            "https://www.rolandberger.com/en/Privacy/Recruiting/"
          ]
        },
        {
          "institution": "Accenture",
          "record_id": "WGI-AIR-020",
          "market_scope": "United Kingdom (gb-en; US page identical)",
          "programme_scope": "All hiring",
          "official_source_urls": [
            "https://www.accenture.com/gb-en/careers/explore-careers/area-of-interest/ai-usage-job-search",
            "https://www.accenture.com/us-en/careers/explore-careers/area-of-interest/ai-usage-job-search",
            "https://www.accenture.com/gb-en/careers/explore-careers/area-of-interest/journey-to-accenture"
          ]
        },
        {
          "institution": "KPMG UK",
          "record_id": "WGI-AIR-021",
          "market_scope": "United Kingdom",
          "programme_scope": "Graduate and student programmes",
          "official_source_urls": [
            "https://www.kpmgcareers.co.uk/graduate/applying-to-kpmg/application-process/",
            "https://www.kpmgcareers.co.uk/graduate/applying-to-kpmg/application-advice/"
          ]
        },
        {
          "institution": "Amazon",
          "record_id": "WGI-AIR-025",
          "market_scope": "Global / US",
          "programme_scope": "Corporate and tech hiring",
          "official_source_urls": [
            "https://www.aboutamazon.com/news/workplace/artificial-intelligence-resume-jobs-hiring-amazon"
          ]
        },
        {
          "institution": "Unilever",
          "record_id": "WGI-AIR-026",
          "market_scope": "UK and Ireland",
          "programme_scope": "Unilever Future Leaders Programme 2026",
          "official_source_urls": [
            "https://careers.unilever.com/en/uk-and-ireland-unilever-future-leaders-programme-2026"
          ]
        },
        {
          "institution": "Mishcon de Reya",
          "record_id": "WGI-AIR-034",
          "market_scope": "London",
          "programme_scope": "Graduate recruitment; 2026 Vacation Scheme trial",
          "official_source_urls": [
            "https://www.mishcon.com/graduates/faqs",
            "https://www.mishcon.com/news/mishcon-de-reya-trials-bright-apply-to-deliver-fairer-more-efficient-hiring"
          ]
        }
      ],
      "source_dataset": "ai-rules-register-2026-09-23.json",
      "canonical_url": "https://whogetsin.com/trackers/ai-policy",
      "limitation": "Purposive employer list, not a prevalence sample. A statement not located is not evidence that no policy exists.",
      "publisher": "Who Gets In? (research initiative of Elite Careers Strategy)"
    },
    {
      "id": "WGI-AIF-007",
      "title": "Employer discloses its own AI use in selection",
      "n": 11,
      "of": 36,
      "denominator": "employers with an official recruitment-AI statement located",
      "share": 0.3056,
      "institutions": [
        "McKinsey & Company",
        "HSBC",
        "BCG",
        "Standard Chartered",
        "Citi",
        "Roland Berger",
        "Accenture",
        "KPMG UK",
        "Amazon",
        "Mishcon de Reya",
        "Skadden"
      ],
      "observed": "2026-09-23",
      "evidence_records": [
        {
          "institution": "McKinsey & Company",
          "record_id": "WGI-AIR-001",
          "market_scope": "Global",
          "programme_scope": "All candidates",
          "official_source_urls": [
            "https://www.mckinsey.com/careers/interviewing",
            "https://www.mckinsey.com/ai-assisted-interview-privacy-notice",
            "https://www.mckinsey.com/careers/assessment-integrity-expectations"
          ]
        },
        {
          "institution": "HSBC",
          "record_id": "WGI-AIR-006",
          "market_scope": "Global",
          "programme_scope": "Not stated (general recruitment)",
          "official_source_urls": [
            "https://www.hsbc.com/careers/application-hints-and-tips",
            "https://www.hsbc.com/careers/career-site-faqs"
          ]
        },
        {
          "institution": "BCG",
          "record_id": "WGI-AIR-007",
          "market_scope": "Global",
          "programme_scope": "Not stated (general application process)",
          "official_source_urls": [
            "https://careers.bcg.com/global/en/careers-in-ai/using-ai-application-process",
            "https://careers.bcg.com/global/en/careers-in-ai/responsible-ai-in-hiring"
          ]
        },
        {
          "institution": "Standard Chartered",
          "record_id": "WGI-AIR-015",
          "market_scope": "Global",
          "programme_scope": "Early careers assessments",
          "official_source_urls": [
            "https://www.sc.com/en/global-careers/early-careers/faq/"
          ]
        },
        {
          "institution": "Citi",
          "record_id": "WGI-AIR-016",
          "market_scope": "Global",
          "programme_scope": "All applicants (careers privacy notice)",
          "official_source_urls": [
            "https://jobs.citi.com/privacy"
          ]
        },
        {
          "institution": "Roland Berger",
          "record_id": "WGI-AIR-019",
          "market_scope": "Global",
          "programme_scope": "All recruiting (privacy notice)",
          "official_source_urls": [
            "https://www.rolandberger.com/en/Privacy/Recruiting/"
          ]
        },
        {
          "institution": "Accenture",
          "record_id": "WGI-AIR-020",
          "market_scope": "United Kingdom (gb-en; US page identical)",
          "programme_scope": "All hiring",
          "official_source_urls": [
            "https://www.accenture.com/gb-en/careers/explore-careers/area-of-interest/ai-usage-job-search",
            "https://www.accenture.com/us-en/careers/explore-careers/area-of-interest/ai-usage-job-search",
            "https://www.accenture.com/gb-en/careers/explore-careers/area-of-interest/journey-to-accenture"
          ]
        },
        {
          "institution": "KPMG UK",
          "record_id": "WGI-AIR-021",
          "market_scope": "United Kingdom",
          "programme_scope": "Graduate and student programmes",
          "official_source_urls": [
            "https://www.kpmgcareers.co.uk/graduate/applying-to-kpmg/application-process/",
            "https://www.kpmgcareers.co.uk/graduate/applying-to-kpmg/application-advice/"
          ]
        },
        {
          "institution": "Amazon",
          "record_id": "WGI-AIR-025",
          "market_scope": "Global / US",
          "programme_scope": "Corporate and tech hiring",
          "official_source_urls": [
            "https://www.aboutamazon.com/news/workplace/artificial-intelligence-resume-jobs-hiring-amazon"
          ]
        },
        {
          "institution": "Mishcon de Reya",
          "record_id": "WGI-AIR-034",
          "market_scope": "London",
          "programme_scope": "Graduate recruitment; 2026 Vacation Scheme trial",
          "official_source_urls": [
            "https://www.mishcon.com/graduates/faqs",
            "https://www.mishcon.com/news/mishcon-de-reya-trials-bright-apply-to-deliver-fairer-more-efficient-hiring"
          ]
        },
        {
          "institution": "Skadden",
          "record_id": "WGI-AIR-035",
          "market_scope": "London",
          "programme_scope": "Law students and graduates",
          "official_source_urls": [
            "https://www.skadden.com/careers/attorneys/law-students-and-graduates/united-kingdom"
          ]
        }
      ],
      "source_dataset": "ai-rules-register-2026-09-23.json",
      "canonical_url": "https://whogetsin.com/trackers/ai-policy",
      "limitation": "Purposive employer list, not a prevalence sample. A statement not located is not evidence that no policy exists.",
      "publisher": "Who Gets In? (research initiative of Elite Careers Strategy)"
    }
  ]
}