{
  "name": "Who Gets In? 30-question benchmark answer library",
  "publisher": "Elite Careers Strategy",
  "research_lead": "Hassan Akram",
  "updated": "2026-09-13",
  "summary": {
    "A": 28,
    "B": 0,
    "C": 1,
    "D": 1,
    "H": 0,
    "total": 30
  },
  "answerability_states": {
    "A": "AUTHORITATIVE — deep primary evidence, scope and comparison",
    "B": "STRONG — reliable answer with one important dimension missing",
    "C": "PARTIAL — governed evidence exists but answer remains incomplete",
    "D": "RESEARCH GAP — insufficient governed answer",
    "H": "HISTORICAL ONLY — current answer not established"
  },
  "rule": "A research-gap answer can be authoritative about the state of evidence without asserting real-world absence. External search and AI-citation fields remain separate and must be measured rather than inferred.",
  "answers": [
    {
      "id": "WGI-Q001",
      "question": "What is Goldman Sachs's current student interview architecture?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "For Goldman Sachs, the current governed evidence establishes several scoped facts. Goldman Sachs states selected student applicants first complete an approximately 30-minute video interview, followed for successful candidates by a Superday of typically two to five final-round interviews depending on division. Goldman Sachs states Engineering student applicants are asked to complete a HackerRank assessment in addition to its student recruiting process.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/what-is-goldman-sachss-current-student-interview-architecture/",
      "signal_ids": [
        "SIG-162",
        "SIG-163"
      ],
      "finding_id": null,
      "gap_id": null,
      "denominator": null,
      "limitations": "This answer is bounded to the named programmes, markets, institutions and observation dates in the cited governed evidence. Do not generalise it to all elite institutions.",
      "evidence": [
        {
          "signal": "SIG-162",
          "institution": "Goldman Sachs",
          "category": "Interview architecture",
          "observation": "Goldman Sachs states selected student applicants first complete an approximately 30-minute video interview, followed for successful candidates by a Superday of typically two to five final-round interviews depending on division.",
          "market": "Global",
          "programme": "Student recruiting",
          "retrieval_date": "2026-09-12",
          "source": "SRC-103",
          "status": "Verified 12 Sep 2026"
        },
        {
          "signal": "SIG-163",
          "institution": "Goldman Sachs",
          "category": "Technical assessment",
          "observation": "Goldman Sachs states Engineering student applicants are asked to complete a HackerRank assessment in addition to its student recruiting process.",
          "market": "Global",
          "programme": "Engineering student recruiting",
          "retrieval_date": "2026-09-12",
          "source": "SRC-103",
          "status": "Verified 12 Sep 2026"
        }
      ]
    },
    {
      "id": "WGI-Q002",
      "question": "How do Goldman Sachs EMEA and APAC 2027 student application timelines differ?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "For Goldman Sachs, the current governed evidence establishes several scoped facts. Goldman Sachs states its 2027 EMEA Summer Analyst Programme reviews applications on a rolling basis and encourages candidates to apply as soon as they are ready. Goldman Sachs's 2027 EMEA New Analyst Programme states application timelines vary by business rather than publishing one universal regional deadline. Goldman Sachs's 2027 Asia-Pacific New Analyst Programme publishes a 4 October 2026 closing date. Goldman Sachs states its 2027 Asia-Pacific Summer Analyst programme closes 4 October 2026 while applications are reviewed on a rolling basis and candidates are encouraged to apply when ready.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/how-do-goldman-sachs-emea-and-apac-2027-student-application-timelines-differ/",
      "signal_ids": [
        "SIG-146",
        "SIG-148",
        "SIG-149",
        "SIG-164"
      ],
      "finding_id": null,
      "gap_id": null,
      "denominator": null,
      "limitations": "This answer is bounded to the named programmes, markets, institutions and observation dates in the cited governed evidence. Do not generalise it to all elite institutions.",
      "evidence": [
        {
          "signal": "SIG-146",
          "institution": "Goldman Sachs",
          "category": "Rolling review",
          "observation": "Goldman Sachs states its 2027 EMEA Summer Analyst Programme reviews applications on a rolling basis and encourages candidates to apply as soon as they are ready.",
          "market": "London / EMEA",
          "programme": "2027 Summer Analyst Programme",
          "retrieval_date": "2026-09-12",
          "source": "SRC-093",
          "status": "Verified 12 Sep 2026"
        },
        {
          "signal": "SIG-148",
          "institution": "Goldman Sachs",
          "category": "Geographic timing",
          "observation": "Goldman Sachs's 2027 EMEA New Analyst Programme states application timelines vary by business rather than publishing one universal regional deadline.",
          "market": "London / EMEA",
          "programme": "2027 New Analyst Programme",
          "retrieval_date": "2026-09-12",
          "source": "SRC-094",
          "status": "Verified 12 Sep 2026"
        },
        {
          "signal": "SIG-149",
          "institution": "Goldman Sachs",
          "category": "Geographic timing",
          "observation": "Goldman Sachs's 2027 Asia-Pacific New Analyst Programme publishes a 4 October 2026 closing date.",
          "market": "Hong Kong / Singapore / APAC",
          "programme": "2027 New Analyst Programme",
          "retrieval_date": "2026-09-12",
          "source": "SRC-095",
          "status": "Verified 12 Sep 2026"
        },
        {
          "signal": "SIG-164",
          "institution": "Goldman Sachs",
          "category": "APAC rolling review",
          "observation": "Goldman Sachs states its 2027 Asia-Pacific Summer Analyst programme closes 4 October 2026 while applications are reviewed on a rolling basis and candidates are encouraged to apply when ready.",
          "market": "Hong Kong / Singapore / APAC",
          "programme": "2027 Summer Analyst Program",
          "retrieval_date": "2026-09-12",
          "source": "SRC-104",
          "status": "Verified 12 Sep 2026"
        }
      ]
    },
    {
      "id": "WGI-Q003",
      "question": "What official evidence exists for a Goldman Sachs Dubai/GCC student programme?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "Current reviewed public material does not establish a Dubai/GCC-specific student programme cell; this is a documented research gap, not evidence of absence.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/what-official-evidence-exists-for-a-goldman-sachs-dubai-gcc-student-programme/",
      "signal_ids": [],
      "finding_id": null,
      "gap_id": "WGI-GAP-GS-GCC-001",
      "denominator": null,
      "limitations": "This answer is bounded to the named programmes, markets, institutions and observation dates in the cited governed evidence. Do not generalise it to all elite institutions.",
      "evidence": []
    },
    {
      "id": "WGI-Q004",
      "question": "Does Goldman Sachs review EMEA Summer Analyst applications on a rolling basis?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "Goldman Sachs states its 2027 EMEA Summer Analyst Programme reviews applications on a rolling basis and encourages candidates to apply as soon as they are ready.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/does-goldman-sachs-review-emea-summer-analyst-applications-on-a-rolling-basis/",
      "signal_ids": [
        "SIG-146"
      ],
      "finding_id": null,
      "gap_id": null,
      "denominator": null,
      "limitations": "This answer is bounded to the named programmes, markets, institutions and observation dates in the cited governed evidence. Do not generalise it to all elite institutions.",
      "evidence": [
        {
          "signal": "SIG-146",
          "institution": "Goldman Sachs",
          "category": "Rolling review",
          "observation": "Goldman Sachs states its 2027 EMEA Summer Analyst Programme reviews applications on a rolling basis and encourages candidates to apply as soon as they are ready.",
          "market": "London / EMEA",
          "programme": "2027 Summer Analyst Programme",
          "retrieval_date": "2026-09-12",
          "source": "SRC-093",
          "status": "Verified 12 Sep 2026"
        }
      ]
    },
    {
      "id": "WGI-Q005",
      "question": "What is JPMorganChase's current Investment Banking Summer Analyst architecture?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "For JPMorganChase, the current governed evidence establishes several scoped facts. JPMorganChase states high-performing Investment Banking Summer Analyst interns may receive an offer of continued employment at the end of the programme. JPMorganChase's Investment Banking Summer Analyst programme is a nine-week programme in Coverage, Advisory or Capital Markets groups, preceded by five days of orientation and classroom instruction.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/what-is-jpmorganchases-current-investment-banking-summer-analyst-architecture/",
      "signal_ids": [
        "SIG-155",
        "SIG-156"
      ],
      "finding_id": null,
      "gap_id": null,
      "denominator": null,
      "limitations": "This answer is bounded to the named programmes, markets, institutions and observation dates in the cited governed evidence. Do not generalise it to all elite institutions.",
      "evidence": [
        {
          "signal": "SIG-155",
          "institution": "JPMorganChase",
          "category": "Internship conversion",
          "observation": "JPMorganChase states high-performing Investment Banking Summer Analyst interns may receive an offer of continued employment at the end of the programme.",
          "market": "Global / locations where programme is open",
          "programme": "Investment Banking Summer Analyst",
          "retrieval_date": "2026-09-12",
          "source": "SRC-098",
          "status": "Verified 12 Sep 2026"
        },
        {
          "signal": "SIG-156",
          "institution": "JPMorganChase",
          "category": "Programme architecture",
          "observation": "JPMorganChase's Investment Banking Summer Analyst programme is a nine-week programme in Coverage, Advisory or Capital Markets groups, preceded by five days of orientation and classroom instruction.",
          "market": "Global / locations where programme is open",
          "programme": "Investment Banking Summer Analyst",
          "retrieval_date": "2026-09-12",
          "source": "SRC-098",
          "status": "Verified 12 Sep 2026"
        }
      ]
    },
    {
      "id": "WGI-Q006",
      "question": "How do JPMorganChase Hong Kong and Singapore Investment Banking Summer Analyst deadlines compare?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "JPMorganChase's current 2027 Global Investment Banking Summer Analyst listings publish the same 29 September 2026 deadline for Hong Kong and Singapore.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/how-do-jpmorganchase-hong-kong-and-singapore-investment-banking-summer-analyst-deadlines-compare/",
      "signal_ids": [
        "SIG-154"
      ],
      "finding_id": null,
      "gap_id": null,
      "denominator": null,
      "limitations": "This answer is bounded to the named programmes, markets, institutions and observation dates in the cited governed evidence. Do not generalise it to all elite institutions.",
      "evidence": [
        {
          "signal": "SIG-154",
          "institution": "JPMorganChase",
          "category": "APAC geographic timing",
          "observation": "JPMorganChase's current 2027 Global Investment Banking Summer Analyst listings publish the same 29 September 2026 deadline for Hong Kong and Singapore.",
          "market": "Hong Kong and Singapore",
          "programme": "2027 Global Investment Banking Summer Analyst",
          "retrieval_date": "2026-09-12",
          "source": "SRC-098",
          "status": "Verified 12 Sep 2026"
        }
      ]
    },
    {
      "id": "WGI-Q007",
      "question": "What current programme-level evidence exists for JPMorganChase New York?",
      "state": "C",
      "state_label": "PARTIAL — governed evidence exists but answer remains incomplete",
      "answer": "Current official web evidence exists for New York Markets and other programmes, but the governed core Investment Banking comparator has not yet been promoted for New York.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/what-current-programme-level-evidence-exists-for-jpmorganchase-new-york/",
      "signal_ids": [],
      "finding_id": null,
      "gap_id": null,
      "denominator": null,
      "limitations": "Current official web evidence exists for New York Markets and other programmes, but the governed core Investment Banking comparator has not yet been promoted for New York.",
      "evidence": []
    },
    {
      "id": "WGI-Q008",
      "question": "What official evidence exists for JPMorganChase Dubai/GCC student recruitment?",
      "state": "D",
      "state_label": "RESEARCH GAP — insufficient governed answer",
      "answer": "Who Gets In? does not currently have sufficient governed evidence to publish a substantive answer to this question. The gap is preserved as a research gap rather than converted into an assumption.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/what-official-evidence-exists-for-jpmorganchase-dubai-gcc-student-recruitment/",
      "signal_ids": [],
      "finding_id": null,
      "gap_id": "WGI-GAP-JPM-GCC-001",
      "denominator": null,
      "limitations": "A research gap describes the state of WGI evidence, not real-world absence.",
      "evidence": []
    },
    {
      "id": "WGI-Q009",
      "question": "What does Morgan Stanley say interviews assess?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "For Morgan Stanley, the current governed evidence establishes several scoped facts. Morgan Stanley states interviews are used to understand who candidates are, what motivates them, whether they understand the business and role, and what they could bring to the team. Morgan Stanley advises candidates to stay current on financial news, understand its market positioning, research regulation and markets, and prepare to discuss one or two industry areas with knowledge and conviction.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/what-does-morgan-stanley-say-interviews-assess/",
      "signal_ids": [
        "SIG-158",
        "SIG-159"
      ],
      "finding_id": null,
      "gap_id": null,
      "denominator": null,
      "limitations": "This answer is bounded to the named programmes, markets, institutions and observation dates in the cited governed evidence. Do not generalise it to all elite institutions.",
      "evidence": [
        {
          "signal": "SIG-158",
          "institution": "Morgan Stanley",
          "category": "Human interview judgement",
          "observation": "Morgan Stanley states interviews are used to understand who candidates are, what motivates them, whether they understand the business and role, and what they could bring to the team.",
          "market": "Global",
          "programme": "Students and Graduates interviews",
          "retrieval_date": "2026-09-12",
          "source": "SRC-100",
          "status": "Verified 12 Sep 2026"
        },
        {
          "signal": "SIG-159",
          "institution": "Morgan Stanley",
          "category": "Commercial preparation",
          "observation": "Morgan Stanley advises candidates to stay current on financial news, understand its market positioning, research regulation and markets, and prepare to discuss one or two industry areas with knowledge and conviction.",
          "market": "Global",
          "programme": "Students and Graduates interviews",
          "retrieval_date": "2026-09-12",
          "source": "SRC-100",
          "status": "Verified 12 Sep 2026"
        }
      ]
    },
    {
      "id": "WGI-Q010",
      "question": "What programme-level Morgan Stanley evidence exists for Singapore?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "Morgan Stanley's official 2027 campus programme directory lists an Investment Banking Industrial programme / Summer Analyst Program covering Hong Kong, Singapore and Seoul. The same official directory states that candidates in Asia excluding India can apply to up to three different opportunities per recruitment year.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/what-programme-level-morgan-stanley-evidence-exists-for-singapore/",
      "signal_ids": [
        "SIG-187",
        "SIG-188"
      ],
      "finding_id": null,
      "gap_id": null,
      "denominator": null,
      "limitations": "This answer is bounded to the named programmes, markets, institutions and observation dates in the cited governed evidence. Do not generalise it to all elite institutions.",
      "evidence": [
        {
          "signal": "SIG-187",
          "institution": "Morgan Stanley",
          "category": "Programme availability",
          "observation": "Morgan Stanley's official 2027 campus programme directory lists an Investment Banking Industrial programme / Summer Analyst Program covering Hong Kong, Singapore and Seoul, establishing a current programme-level Singapore Investment Banking student route.",
          "market": "Singapore",
          "programme": "2027 Investment Banking Industrial Placement / Summer Analyst Program",
          "retrieval_date": "2026-09-13",
          "source": "SRC-120",
          "status": "Verified 13 Sep 2026"
        },
        {
          "signal": "SIG-188",
          "institution": "Morgan Stanley",
          "category": "Application limit",
          "observation": "Morgan Stanley's official campus programme directory states that candidates in Asia excluding India can apply to up to three different opportunities in each recruitment year.",
          "market": "Asia excluding India",
          "programme": "Student and graduate programmes",
          "retrieval_date": "2026-09-13",
          "source": "SRC-120",
          "status": "Verified 13 Sep 2026"
        }
      ]
    },
    {
      "id": "WGI-Q011",
      "question": "What programme-level Morgan Stanley evidence exists for Dubai/GCC?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "Morgan Stanley publishes a 2027 Investment Banking Off-Cycle Internship in Dubai for bachelor's-degree candidates. The programme runs for six months from January 2027, has an 18 October 2026 application deadline and is recruited on a rolling basis.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/what-programme-level-morgan-stanley-evidence-exists-for-dubai-gcc/",
      "signal_ids": [
        "SIG-189",
        "SIG-190"
      ],
      "finding_id": null,
      "gap_id": null,
      "denominator": null,
      "limitations": "This answer is bounded to the named programmes, markets, institutions and observation dates in the cited governed evidence. Do not generalise it to all elite institutions.",
      "evidence": [
        {
          "signal": "SIG-189",
          "institution": "Morgan Stanley",
          "category": "Programme availability and duration",
          "observation": "Morgan Stanley publishes a 2027 Investment Banking Off-Cycle Internship in Dubai for bachelor's-degree candidates; the internship runs for six months commencing in January 2027 and places the intern in a specific regional group working on domestic and international transactions.",
          "market": "Dubai",
          "programme": "2027 Investment Banking Off-Cycle Internship",
          "retrieval_date": "2026-09-13",
          "source": "SRC-121",
          "status": "Verified 13 Sep 2026"
        },
        {
          "signal": "SIG-190",
          "institution": "Morgan Stanley",
          "category": "Deadline and rolling review",
          "observation": "Morgan Stanley's 2027 Dubai Investment Banking Off-Cycle Internship publishes an 18 October 2026 application deadline and states that recruitment is on a rolling basis, encouraging candidates to apply as soon as possible.",
          "market": "Dubai",
          "programme": "2027 Investment Banking Off-Cycle Internship",
          "retrieval_date": "2026-09-13",
          "source": "SRC-121",
          "status": "Verified 13 Sep 2026"
        }
      ]
    },
    {
      "id": "WGI-Q012",
      "question": "How do BlackRock 2027 student routes span London, New York, Hong Kong, Singapore and GCC?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "For BlackRock, the current governed evidence establishes several scoped facts. BlackRock's 2027 Full-Time Analyst programme spans New York in the Americas, London in EMEA, Hong Kong and Singapore in APAC, and Abu Dhabi and Riyadh in the GCC under region-specific programme structures and timelines. BlackRock's current 2027 student listings simultaneously expose Full-Time Analyst routes covering New York, London, Hong Kong, Singapore and GCC locations including Abu Dhabi and Riyadh, enabling same-employer cross-hub comparison without assuming one global process. BlackRock's current 2027 listings show Summer Internship programmes in the Americas, EMEA and APAC, while its EMEA Client and Product Summer Internship additionally includes Abu Dhabi and Riyadh.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/how-do-blackrock-2027-student-routes-span-london-new-york-hong-kong-singapore-and-gcc/",
      "signal_ids": [
        "SIG-137",
        "SIG-152",
        "SIG-153"
      ],
      "finding_id": null,
      "gap_id": null,
      "denominator": null,
      "limitations": "This answer is bounded to the named programmes, markets, institutions and observation dates in the cited governed evidence. Do not generalise it to all elite institutions.",
      "evidence": [
        {
          "signal": "SIG-137",
          "institution": "BlackRock",
          "category": "Geographic architecture",
          "observation": "BlackRock's 2027 Full-Time Analyst programme spans New York in the Americas, London in EMEA, Hong Kong and Singapore in APAC, and Abu Dhabi and Riyadh in the GCC under region-specific programme structures and timelines.",
          "market": "New York; London; Hong Kong; Singapore; GCC",
          "programme": "2027 Full-Time Analyst programmes",
          "retrieval_date": "2026-09-12",
          "source": "SRC-087",
          "status": "Verified 12 Sep 2026"
        },
        {
          "signal": "SIG-152",
          "institution": "BlackRock",
          "category": "Five-hub programme architecture",
          "observation": "BlackRock's current 2027 student listings simultaneously expose Full-Time Analyst routes covering New York, London, Hong Kong, Singapore and GCC locations including Abu Dhabi and Riyadh, enabling same-employer cross-hub comparison without assuming one global process.",
          "market": "New York; London; Hong Kong; Singapore; GCC",
          "programme": "2027 Full-Time Analyst programmes",
          "retrieval_date": "2026-09-12",
          "source": "SRC-097",
          "status": "Verified 12 Sep 2026"
        },
        {
          "signal": "SIG-153",
          "institution": "BlackRock",
          "category": "Programme variation",
          "observation": "BlackRock's current 2027 listings show Summer Internship programmes in the Americas, EMEA and APAC, while its EMEA Client and Product Summer Internship additionally includes Abu Dhabi and Riyadh.",
          "market": "New York; London; Hong Kong; Singapore; GCC",
          "programme": "2027 Summer Internship programmes",
          "retrieval_date": "2026-09-12",
          "source": "SRC-097",
          "status": "Verified 12 Sep 2026"
        }
      ]
    },
    {
      "id": "WGI-Q013",
      "question": "How do BlackRock London and GCC deadlines differ within a comparable 2027 programme?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "BlackRock's 2027 Client and Product Summer Internship Programme publishes a 30 September 2026 deadline for London and a 31 January 2027 deadline for Abu Dhabi and Riyadh, while stating that applications are reviewed on a rolling basis.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/how-do-blackrock-london-and-gcc-deadlines-differ-within-a-comparable-2027-programme/",
      "signal_ids": [
        "SIG-126",
        "SIG-153"
      ],
      "finding_id": "WGI-FIND-004",
      "gap_id": null,
      "denominator": 1,
      "limitations": "This is a programme-specific cross-market observation, not evidence that all BlackRock or elite-employer programmes use different regional deadlines.",
      "evidence": [
        {
          "signal": "SIG-126",
          "institution": "BlackRock",
          "category": "Geographic deadlines",
          "observation": "BlackRock's 2027 EMEA Full-Time Analyst programme publishes a 31 January 2027 deadline for Abu Dhabi, Kuwait and Riyadh versus earlier European deadlines.",
          "market": "GCC",
          "programme": "2027 Full-Time Analyst Program EMEA",
          "retrieval_date": "2026-09-12",
          "source": "SRC-080",
          "status": "Verified 12 Sep 2026"
        },
        {
          "signal": "SIG-153",
          "institution": "BlackRock",
          "category": "Programme variation",
          "observation": "BlackRock's current 2027 listings show Summer Internship programmes in the Americas, EMEA and APAC, while its EMEA Client and Product Summer Internship additionally includes Abu Dhabi and Riyadh.",
          "market": "New York; London; Hong Kong; Singapore; GCC",
          "programme": "2027 Summer Internship programmes",
          "retrieval_date": "2026-09-12",
          "source": "SRC-097",
          "status": "Verified 12 Sep 2026"
        }
      ]
    },
    {
      "id": "WGI-Q014",
      "question": "What are BlackRock APAC application limits?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "For BlackRock, the current governed evidence establishes several scoped facts. BlackRock APAC permits one programme and up to two applications within that programme, with each application allowing up to two functions. BlackRock APAC 2027 Summer Internship candidates may apply to only one programme and up to two functions within that programme; withdrawal prevents another application to that programme that year.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/what-are-blackrock-apac-application-limits/",
      "signal_ids": [
        "SIG-133",
        "SIG-136"
      ],
      "finding_id": null,
      "gap_id": null,
      "denominator": null,
      "limitations": "This answer is bounded to the named programmes, markets, institutions and observation dates in the cited governed evidence. Do not generalise it to all elite institutions.",
      "evidence": [
        {
          "signal": "SIG-133",
          "institution": "BlackRock",
          "category": "Application limit",
          "observation": "BlackRock APAC permits one programme and up to two applications within that programme, with each application allowing up to two functions.",
          "market": "Hong Kong and Singapore",
          "programme": "2027 APAC Full-Time Analyst and Summer Internship",
          "retrieval_date": "2026-09-12",
          "source": "SRC-084",
          "status": "Verified 12 Sep 2026"
        },
        {
          "signal": "SIG-136",
          "institution": "BlackRock",
          "category": "Programme constraint",
          "observation": "BlackRock APAC 2027 Summer Internship candidates may apply to only one programme and up to two functions within that programme; withdrawal prevents another application to that programme that year.",
          "market": "Hong Kong and Singapore",
          "programme": "2027 APAC Summer Internship",
          "retrieval_date": "2026-09-12",
          "source": "SRC-086",
          "status": "Verified 12 Sep 2026"
        }
      ]
    },
    {
      "id": "WGI-Q015",
      "question": "How long do BlackRock candidates have to complete a pre-interview assessment?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "For BlackRock, the current governed evidence establishes several scoped facts. BlackRock gives candidates up to five days to submit the pre-interview assessment for its 2027 EMEA Full-Time Analyst programme. BlackRock APAC 2027 Full-Time Analyst candidates receive a pre-interview assessment after application and have up to five days to complete it or the application is automatically withdrawn.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/how-long-do-blackrock-candidates-have-to-complete-a-pre-interview-assessment/",
      "signal_ids": [
        "SIG-128",
        "SIG-135"
      ],
      "finding_id": null,
      "gap_id": null,
      "denominator": null,
      "limitations": "This answer is bounded to the named programmes, markets, institutions and observation dates in the cited governed evidence. Do not generalise it to all elite institutions.",
      "evidence": [
        {
          "signal": "SIG-128",
          "institution": "BlackRock",
          "category": "Assessment deadline",
          "observation": "BlackRock gives candidates up to five days to submit the pre-interview assessment for its 2027 EMEA Full-Time Analyst programme.",
          "market": "EMEA",
          "programme": "2027 Full-Time Analyst Program EMEA",
          "retrieval_date": "2026-09-12",
          "source": "SRC-080",
          "status": "Verified 12 Sep 2026"
        },
        {
          "signal": "SIG-135",
          "institution": "BlackRock",
          "category": "Assessment deadline",
          "observation": "BlackRock APAC 2027 Full-Time Analyst candidates receive a pre-interview assessment after application and have up to five days to complete it or the application is automatically withdrawn.",
          "market": "Hong Kong and Singapore",
          "programme": "2027 APAC Full-Time Analyst",
          "retrieval_date": "2026-09-12",
          "source": "SRC-085",
          "status": "Verified 12 Sep 2026"
        }
      ]
    },
    {
      "id": "WGI-Q016",
      "question": "How does Clifford Chance London Training Contract selection work?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "For Clifford Chance, the current governed evidence establishes several scoped facts. Clifford Chance London training-contract selection runs from online application form to the Clifford Chance Immersive Online Assessment, Watson Glaser Test, pre-recorded video interview and Assessment Day. Clifford Chance London assessment days are normally in person and list case or commercial interviews, written work and group exercises for Training Contract and SPARK routes. Clifford Chance states it uses contextual recruitment to consider academic achievement in the context of a candidate's background.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/how-does-clifford-chance-london-training-contract-selection-work/",
      "signal_ids": [
        "SIG-006",
        "SIG-120",
        "SIG-121"
      ],
      "finding_id": null,
      "gap_id": null,
      "denominator": null,
      "limitations": "This answer is bounded to the named programmes, markets, institutions and observation dates in the cited governed evidence. Do not generalise it to all elite institutions.",
      "evidence": [
        {
          "signal": "SIG-006",
          "institution": "Clifford Chance",
          "category": "Stage architecture",
          "observation": "Clifford Chance London training-contract selection runs from online application form to the Clifford Chance Immersive Online Assessment, Watson Glaser Test, pre-recorded video interview and Assessment Day.",
          "market": null,
          "programme": null,
          "retrieval_date": "2026-09-09",
          "source": "SRC-006",
          "status": "Verified 9 Sep 2026"
        },
        {
          "signal": "SIG-120",
          "institution": "Clifford Chance",
          "category": "Stage architecture",
          "observation": "Clifford Chance London assessment days are normally in person and list case or commercial interviews, written work and group exercises for Training Contract and SPARK routes.",
          "market": "United Kingdom",
          "programme": "London Training Contract and SPARK",
          "retrieval_date": "2026-09-12",
          "source": "SRC-078",
          "status": "Verified 12 Sep 2026"
        },
        {
          "signal": "SIG-121",
          "institution": "Clifford Chance",
          "category": "Contextual recruitment",
          "observation": "Clifford Chance states it uses contextual recruitment to consider academic achievement in the context of a candidate's background.",
          "market": "United Kingdom",
          "programme": "London early careers",
          "retrieval_date": "2026-09-12",
          "source": "SRC-078",
          "status": "Verified 12 Sep 2026"
        }
      ]
    },
    {
      "id": "WGI-Q017",
      "question": "How does Clifford Chance Middle East selection differ from London?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "For Clifford Chance, the current governed evidence establishes several scoped facts. Clifford Chance Middle East Training Contract selection uses online assessments and video interview, then a regional virtual competency interview and an in-person London assessment. Clifford Chance's Middle East Training Contract strongly prefers native or fluent Arabic and strong cultural or familial connections to the Middle East. Clifford Chance states its Middle East Vacation Scheme does not recruit on a rolling basis and reviews applications after the closing date. Clifford Chance states candidates cannot apply for both a London and a Middle East Training Contract in the same academic year.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/how-does-clifford-chance-middle-east-selection-differ-from-london/",
      "signal_ids": [
        "SIG-129",
        "SIG-130",
        "SIG-131",
        "SIG-171"
      ],
      "finding_id": null,
      "gap_id": null,
      "denominator": null,
      "limitations": "This answer is bounded to the named programmes, markets, institutions and observation dates in the cited governed evidence. Do not generalise it to all elite institutions.",
      "evidence": [
        {
          "signal": "SIG-129",
          "institution": "Clifford Chance",
          "category": "Geographic architecture",
          "observation": "Clifford Chance Middle East Training Contract selection uses online assessments and video interview, then a regional virtual competency interview and an in-person London assessment.",
          "market": "Middle East",
          "programme": "Middle East Training Contract",
          "retrieval_date": "2026-09-12",
          "source": "SRC-081",
          "status": "Verified 12 Sep 2026"
        },
        {
          "signal": "SIG-130",
          "institution": "Clifford Chance",
          "category": "Eligibility",
          "observation": "Clifford Chance's Middle East Training Contract strongly prefers native or fluent Arabic and strong cultural or familial connections to the Middle East.",
          "market": "Middle East",
          "programme": "Middle East Training Contract",
          "retrieval_date": "2026-09-12",
          "source": "SRC-081",
          "status": "Verified 12 Sep 2026"
        },
        {
          "signal": "SIG-131",
          "institution": "Clifford Chance",
          "category": "Non-rolling decision",
          "observation": "Clifford Chance states its Middle East Vacation Scheme does not recruit on a rolling basis and reviews applications after the closing date.",
          "market": "Middle East",
          "programme": "Middle East Vacation Scheme",
          "retrieval_date": "2026-09-12",
          "source": "SRC-082",
          "status": "Verified 12 Sep 2026"
        },
        {
          "signal": "SIG-171",
          "institution": "Clifford Chance",
          "category": "Cross-market application constraint",
          "observation": "Clifford Chance states candidates cannot apply for both a London and a Middle East Training Contract in the same academic year.",
          "market": "London and Middle East",
          "programme": "Training Contract",
          "retrieval_date": "2026-09-12",
          "source": "SRC-110",
          "status": "Verified 12 Sep 2026"
        }
      ]
    },
    {
      "id": "WGI-Q018",
      "question": "What routes does Clifford Chance publish in Hong Kong?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "Clifford Chance Hong Kong publishes two routes into its Training Programme: Summer Vacation Schemes and a Direct Training Contract process, with direct applications accepted from January to March annually.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/what-routes-does-clifford-chance-publish-in-hong-kong/",
      "signal_ids": [
        "SIG-169"
      ],
      "finding_id": null,
      "gap_id": null,
      "denominator": null,
      "limitations": "This answer is bounded to the named programmes, markets, institutions and observation dates in the cited governed evidence. Do not generalise it to all elite institutions.",
      "evidence": [
        {
          "signal": "SIG-169",
          "institution": "Clifford Chance",
          "category": "Hong Kong entry routes",
          "observation": "Clifford Chance Hong Kong publishes two routes into its Training Programme: Summer Vacation Schemes and a Direct Training Contract process, with direct applications accepted from January to March annually.",
          "market": "Hong Kong",
          "programme": "Hong Kong Training Programme",
          "retrieval_date": "2026-09-12",
          "source": "SRC-108",
          "status": "Verified 12 Sep 2026"
        }
      ]
    },
    {
      "id": "WGI-Q019",
      "question": "What current selection evidence exists for Clifford Chance Singapore?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "Clifford Chance's current Singapore page publishes a 2027 Summer Internship closing 29 January 2027. Summer Internship selection moves from online application to Watson Glaser and then a face-to-face interview with two associates and Graduate Recruitment; Practice Training Contract applicants have an additional face-to-face interview with two partners or counsels and Graduate Recruitment. Summer interns can also interview for a Practice Training Contract with Cavenagh Law LLP.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/what-current-selection-evidence-exists-for-clifford-chance-singapore/",
      "signal_ids": [
        "SIG-191",
        "SIG-192",
        "SIG-193",
        "SIG-194"
      ],
      "finding_id": null,
      "gap_id": null,
      "denominator": null,
      "limitations": "This answer is bounded to the named programmes, markets, institutions and observation dates in the cited governed evidence. Do not generalise it to all elite institutions.",
      "evidence": [
        {
          "signal": "SIG-191",
          "institution": "Clifford Chance",
          "category": "Programme availability and deadline",
          "observation": "Clifford Chance's official Singapore early-careers page states that applications for its 2027 Summer Internship are open and close on 29 January 2027.",
          "market": "Singapore",
          "programme": "2027 Summer Internship",
          "retrieval_date": "2026-09-13",
          "source": "SRC-122",
          "status": "Verified 13 Sep 2026"
        },
        {
          "signal": "SIG-192",
          "institution": "Clifford Chance",
          "category": "Selection architecture",
          "observation": "For Clifford Chance Singapore Summer Internship applicants, the official candidate-facing process moves from an online application form to the Watson Glaser test and then, for successful candidates, a face-to-face interview with two associates and the Graduate Recruitment team.",
          "market": "Singapore",
          "programme": "2027 Summer Internship",
          "retrieval_date": "2026-09-13",
          "source": "SRC-122",
          "status": "Verified 13 Sep 2026"
        },
        {
          "signal": "SIG-193",
          "institution": "Clifford Chance",
          "category": "Practice Training Contract selection",
          "observation": "Clifford Chance Singapore states that Practice Training Contract applicants complete an additional face-to-face interview with two partners or counsels and the Graduate Recruitment team beyond the internship selection stages.",
          "market": "Singapore",
          "programme": "Practice Training Contract",
          "retrieval_date": "2026-09-13",
          "source": "SRC-122",
          "status": "Verified 13 Sep 2026"
        },
        {
          "signal": "SIG-194",
          "institution": "Clifford Chance",
          "category": "Internship-to-training-contract route",
          "observation": "Clifford Chance Singapore states that Summer Internship participants have the opportunity to interview for a Practice Training Contract with Cavenagh Law LLP to commence after graduation.",
          "market": "Singapore",
          "programme": "Summer Internship to Practice Training Contract",
          "retrieval_date": "2026-09-13",
          "source": "SRC-122",
          "status": "Verified 13 Sep 2026"
        }
      ]
    },
    {
      "id": "WGI-Q020",
      "question": "How does Freshfields Hong Kong Training Contract selection work?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "For Freshfields, the current governed evidence establishes several scoped facts. Freshfields Hong Kong Training Contract selection moves from application materials to online assessments and then an interview with a senior lawyer and the People team, either in Hong Kong or online. Freshfields Hong Kong trainees may take a three-month seat in Beijing, Shanghai or Singapore and a six-month seat in London.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/how-does-freshfields-hong-kong-training-contract-selection-work/",
      "signal_ids": [
        "SIG-166",
        "SIG-167"
      ],
      "finding_id": null,
      "gap_id": null,
      "denominator": null,
      "limitations": "This answer is bounded to the named programmes, markets, institutions and observation dates in the cited governed evidence. Do not generalise it to all elite institutions.",
      "evidence": [
        {
          "signal": "SIG-166",
          "institution": "Freshfields",
          "category": "Hong Kong stage architecture",
          "observation": "Freshfields Hong Kong Training Contract selection moves from application materials to online assessments and then an interview with a senior lawyer and the People team, either in Hong Kong or online.",
          "market": "Hong Kong",
          "programme": "Hong Kong Training Contract",
          "retrieval_date": "2026-09-12",
          "source": "SRC-106",
          "status": "Verified 12 Sep 2026"
        },
        {
          "signal": "SIG-167",
          "institution": "Freshfields",
          "category": "International seat mobility",
          "observation": "Freshfields Hong Kong trainees may take a three-month seat in Beijing, Shanghai or Singapore and a six-month seat in London.",
          "market": "Hong Kong / Singapore / London",
          "programme": "Hong Kong Training Contract",
          "retrieval_date": "2026-09-12",
          "source": "SRC-106",
          "status": "Verified 12 Sep 2026"
        }
      ]
    },
    {
      "id": "WGI-Q021",
      "question": "Can candidates apply directly to Freshfields UK's Trainee Associate Programme?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "Freshfields UK states candidates can apply directly to its Trainee Associate Programme without completing a vacation scheme and that many trainees join through the direct route.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/can-candidates-apply-directly-to-freshfields-uks-trainee-associate-programme/",
      "signal_ids": [
        "SIG-168"
      ],
      "finding_id": null,
      "gap_id": null,
      "denominator": null,
      "limitations": "This answer is bounded to the named programmes, markets, institutions and observation dates in the cited governed evidence. Do not generalise it to all elite institutions.",
      "evidence": [
        {
          "signal": "SIG-168",
          "institution": "Freshfields",
          "category": "London direct-entry route",
          "observation": "Freshfields UK states candidates can apply directly to its Trainee Associate Programme without completing a vacation scheme and that many trainees join through the direct route.",
          "market": "London / United Kingdom",
          "programme": "UK Trainee Associate Programme",
          "retrieval_date": "2026-09-12",
          "source": "SRC-107",
          "status": "Verified 12 Sep 2026"
        }
      ]
    },
    {
      "id": "WGI-Q022",
      "question": "Does Freshfields use the same screening criteria in Dubai and the UK?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "Freshfields states the offices review applications independently using office-specific requirements and screening criteria.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/does-freshfields-use-the-same-screening-criteria-in-dubai-and-the-uk/",
      "signal_ids": [
        "SIG-145"
      ],
      "finding_id": null,
      "gap_id": null,
      "denominator": null,
      "limitations": "This answer is bounded to the named programmes, markets, institutions and observation dates in the cited governed evidence. Do not generalise it to all elite institutions.",
      "evidence": [
        {
          "signal": "SIG-145",
          "institution": "Freshfields",
          "category": "Office-specific selection",
          "observation": "Freshfields states its Dubai Internship Programme and UK Trainee Associate Programme are reviewed independently by each office using its own requirements and screening criteria.",
          "market": "Dubai and United Kingdom",
          "programme": "Early careers",
          "retrieval_date": "2026-09-12",
          "source": "SRC-092",
          "status": "Verified 12 Sep 2026"
        }
      ]
    },
    {
      "id": "WGI-Q023",
      "question": "Where can candidates use AI and where must performance remain candidate-owned?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "All eight institutions in the reviewed AI-policy subset publish an explicit boundary or control around candidate or employer AI use in recruitment. Seven of the eight explicitly protect at least one assessment or interview context through an AI restriction or candidate-owned-performance requirement; BCG is not included in that stage-specific numerator because the reviewed guidance does not establish a blanket live-assessment prohibition.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/do-elite-employers-ban-ai-in-applications/",
      "signal_ids": [],
      "finding_id": "WGI-FIND-001",
      "gap_id": null,
      "denominator": 8,
      "limitations": "Do not generalise 8/8, or the stage-specific 7/8 result, to all selective employers.",
      "evidence": []
    },
    {
      "id": "WGI-Q024",
      "question": "Which reviewed institutions explicitly retain human judgement in recruitment?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "All seven institutions in the reviewed subset with explicit post-digital or hiring-decision evidence retain stated human judgement, human review, a live assessor interview or an assessment centre/Super Day rather than delegating the final decision to AI.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/is-there-human-review-after-digital-selection/",
      "signal_ids": [],
      "finding_id": "WGI-FIND-002",
      "gap_id": null,
      "denominator": 7,
      "limitations": "This describes the reviewed subset only; it is not a prevalence estimate for elite employers.",
      "evidence": []
    },
    {
      "id": "WGI-Q025",
      "question": "Can candidates use AI during Deloitte UK online assessments or interviews?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "For Deloitte, the current governed evidence establishes several scoped facts. Deloitte UK permits responsible AI use in preparation, including researching a final-stage assessment topic and practising interviews, while requiring interview responses to be based on the candidate's own experiences and to remain authentic. Deloitte UK states that AI must not be used when completing its online assessments, including the Immersive Online Assessment, OneStop and Job Simulation, which must be completed independently and without AI assistance. Deloitte UK states that AI must not be used during interviews, whether in person or virtual, and that interviews must be completed without AI assistance.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/can-candidates-use-ai-during-deloitte-uk-online-assessments-or-interviews/",
      "signal_ids": [
        "SIG-172",
        "SIG-173",
        "SIG-174"
      ],
      "finding_id": null,
      "gap_id": null,
      "denominator": null,
      "limitations": "This answer is bounded to the named programmes, markets, institutions and observation dates in the cited governed evidence. Do not generalise it to all elite institutions.",
      "evidence": [
        {
          "signal": "SIG-172",
          "institution": "Deloitte",
          "category": "AI preparation",
          "observation": "Deloitte UK permits responsible AI use in preparation, including researching a final-stage assessment topic and practising interviews, while requiring interview responses to be based on the candidate's own experiences and to remain authentic.",
          "market": "United Kingdom",
          "programme": "Early Careers selection process",
          "retrieval_date": "2026-09-13",
          "source": "SRC-111",
          "status": "Verified 13 Sep 2026"
        },
        {
          "signal": "SIG-173",
          "institution": "Deloitte",
          "category": "AI restriction — online assessment",
          "observation": "Deloitte UK states that AI must not be used when completing its online assessments, including the Immersive Online Assessment, OneStop and Job Simulation, which must be completed independently and without AI assistance.",
          "market": "United Kingdom",
          "programme": "Early Careers online assessments",
          "retrieval_date": "2026-09-13",
          "source": "SRC-111",
          "status": "Verified 13 Sep 2026"
        },
        {
          "signal": "SIG-174",
          "institution": "Deloitte",
          "category": "AI restriction — interview",
          "observation": "Deloitte UK states that AI must not be used during interviews, whether in person or virtual, and that interviews must be completed without AI assistance.",
          "market": "United Kingdom",
          "programme": "Early Careers interviews",
          "retrieval_date": "2026-09-13",
          "source": "SRC-111",
          "status": "Verified 13 Sep 2026"
        }
      ]
    },
    {
      "id": "WGI-Q026",
      "question": "Can candidates use generative AI during HSBC live or recorded interviews?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "For HSBC, the current governed evidence establishes several scoped facts. HSBC states that candidates may use generative AI to research HSBC and roles, help structure a CV or application where the content accurately reflects their own experience and skills, prepare for interviews, and organise or draft ideas where the final submission remains genuinely their own. HSBC states that candidates must not use generative AI to generate responses during live or recorded interviews and must not submit work they cannot personally explain, validate or replicate if asked during recruitment.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/can-candidates-use-generative-ai-during-hsbc-live-or-recorded-interviews/",
      "signal_ids": [
        "SIG-177",
        "SIG-178"
      ],
      "finding_id": null,
      "gap_id": null,
      "denominator": null,
      "limitations": "This answer is bounded to the named programmes, markets, institutions and observation dates in the cited governed evidence. Do not generalise it to all elite institutions.",
      "evidence": [
        {
          "signal": "SIG-177",
          "institution": "HSBC",
          "category": "AI preparation and application",
          "observation": "HSBC states that candidates may use generative AI to research HSBC and roles, help structure a CV or application where the content accurately reflects their own experience and skills, prepare for interviews, and organise or draft ideas where the final submission remains genuinely their own.",
          "market": "Global",
          "programme": "Recruitment process",
          "retrieval_date": "2026-09-13",
          "source": "SRC-113",
          "status": "Verified 13 Sep 2026"
        },
        {
          "signal": "SIG-178",
          "institution": "HSBC",
          "category": "AI restriction — interview",
          "observation": "HSBC states that candidates must not use generative AI to generate responses during live or recorded interviews and must not submit work they cannot personally explain, validate or replicate if asked during recruitment.",
          "market": "Global",
          "programme": "Recruitment interviews",
          "retrieval_date": "2026-09-13",
          "source": "SRC-113",
          "status": "Verified 13 Sep 2026"
        }
      ]
    },
    {
      "id": "WGI-Q027",
      "question": "Does BCG use AI to make hiring decisions?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "For BCG, the current governed evidence establishes several scoped facts. BCG explicitly permits thoughtful candidate use of generative AI for application support, including brainstorming, structuring a resume or responses, finding sources and practising interview questions, while requiring the candidate's authentic voice, experience and judgement to remain their own. BCG states that applications are reviewed by experienced recruiters, AI is not used to make hiring decisions, and hiring decisions remain with people; BCG also describes limited employer-side AI support including job recommendations and drafting interview questions.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/does-bcg-use-ai-to-make-hiring-decisions/",
      "signal_ids": [
        "SIG-180",
        "SIG-181"
      ],
      "finding_id": null,
      "gap_id": null,
      "denominator": null,
      "limitations": "This answer is bounded to the named programmes, markets, institutions and observation dates in the cited governed evidence. Do not generalise it to all elite institutions.",
      "evidence": [
        {
          "signal": "SIG-180",
          "institution": "BCG",
          "category": "AI preparation and application",
          "observation": "BCG explicitly permits thoughtful candidate use of generative AI for application support, including brainstorming, structuring a resume or responses, finding sources and practising interview questions, while requiring the candidate's authentic voice, experience and judgement to remain their own.",
          "market": "Global",
          "programme": "Recruitment process",
          "retrieval_date": "2026-09-13",
          "source": "SRC-115",
          "status": "Verified 13 Sep 2026"
        },
        {
          "signal": "SIG-181",
          "institution": "BCG",
          "category": "Employer AI and human decision",
          "observation": "BCG states that applications are reviewed by experienced recruiters, AI is not used to make hiring decisions, and hiring decisions remain with people; BCG also describes limited employer-side AI support including job recommendations and drafting interview questions.",
          "market": "Global",
          "programme": "Recruitment process",
          "retrieval_date": "2026-09-13",
          "source": "SRC-116",
          "status": "Verified 13 Sep 2026"
        }
      ]
    },
    {
      "id": "WGI-Q028",
      "question": "Does A&O Shearman use AI in London early-careers recruitment decisions?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "For A&O Shearman, the current governed evidence establishes several scoped facts. A&O Shearman states that candidates may use AI responsibly to complement rather than substitute their skills, including refining CVs, applications and written responses, while requiring honest representation of skills and experience. A&O Shearman's London early-careers FAQ states that it does not use AI at any point during its recruitment process and that all assessments and decisions are made by its team.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/does-a-and-o-shearman-use-ai-in-london-early-careers-recruitment-decisions/",
      "signal_ids": [
        "SIG-182",
        "SIG-183"
      ],
      "finding_id": null,
      "gap_id": null,
      "denominator": null,
      "limitations": "This answer is bounded to the named programmes, markets, institutions and observation dates in the cited governed evidence. Do not generalise it to all elite institutions.",
      "evidence": [
        {
          "signal": "SIG-182",
          "institution": "A&O Shearman",
          "category": "AI preparation and application",
          "observation": "A&O Shearman states that candidates may use AI responsibly to complement rather than substitute their skills, including refining CVs, applications and written responses, while requiring honest representation of skills and experience.",
          "market": "United Kingdom",
          "programme": "Early careers recruitment",
          "retrieval_date": "2026-09-13",
          "source": "SRC-117",
          "status": "Verified 13 Sep 2026"
        },
        {
          "signal": "SIG-183",
          "institution": "A&O Shearman",
          "category": "Employer AI and human decision",
          "observation": "A&O Shearman's London early-careers FAQ states that it does not use AI at any point during its recruitment process and that all assessments and decisions are made by its team.",
          "market": "London",
          "programme": "Early careers recruitment",
          "retrieval_date": "2026-09-13",
          "source": "SRC-118",
          "status": "Verified 13 Sep 2026"
        }
      ]
    },
    {
      "id": "WGI-Q029",
      "question": "What is A&O Shearman London's Training Contract selection architecture?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "For A&O Shearman, the current governed evidence establishes several scoped facts. A&O Shearman's London early-careers FAQ states that candidates can apply for only one opportunity in each recruitment cycle. A&O Shearman's London training-contract page publishes an online application followed by an online experience containing situational judgement, verbal and numerical reasoning and two video motivation questions; successful candidates then attend an assessment day with two one-to-one interviews, including a commercial case-study presentation and a scenario-based interview. A&O Shearman's London training-contract process explicitly places two one-to-one interviews after the online application and online experience, providing current official evidence of human assessment after digital stages.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/what-is-a-and-o-shearman-londons-training-contract-selection-architecture/",
      "signal_ids": [
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        "SIG-185",
        "SIG-186"
      ],
      "finding_id": null,
      "gap_id": null,
      "denominator": null,
      "limitations": "This answer is bounded to the named programmes, markets, institutions and observation dates in the cited governed evidence. Do not generalise it to all elite institutions.",
      "evidence": [
        {
          "signal": "SIG-184",
          "institution": "A&O Shearman",
          "category": "Application limit",
          "observation": "A&O Shearman's London early-careers FAQ states that candidates can apply for only one opportunity in each recruitment cycle.",
          "market": "London",
          "programme": "Early careers programmes",
          "retrieval_date": "2026-09-13",
          "source": "SRC-118",
          "status": "Verified 13 Sep 2026"
        },
        {
          "signal": "SIG-185",
          "institution": "A&O Shearman",
          "category": "Training contract selection architecture",
          "observation": "A&O Shearman's London training-contract page publishes an online application followed by an online experience containing situational judgement, verbal and numerical reasoning and two video motivation questions; successful candidates then attend an assessment day with two one-to-one interviews, including a commercial case-study presentation and a scenario-based interview.",
          "market": "London",
          "programme": "Training Contract",
          "retrieval_date": "2026-09-13",
          "source": "SRC-119",
          "status": "Verified 13 Sep 2026"
        },
        {
          "signal": "SIG-186",
          "institution": "A&O Shearman",
          "category": "Human judgement after digital assessment",
          "observation": "A&O Shearman's London training-contract process explicitly places two one-to-one interviews after the online application and online experience, providing current official evidence of human assessment after digital stages.",
          "market": "London",
          "programme": "Training Contract",
          "retrieval_date": "2026-09-13",
          "source": "SRC-119",
          "status": "Verified 13 Sep 2026"
        }
      ]
    },
    {
      "id": "WGI-Q030",
      "question": "What has actually changed over time in elite selection?",
      "state": "A",
      "state_label": "AUTHORITATIVE — deep primary evidence, scope and comparison",
      "answer": "Who Gets In? now has one verified longitudinal pair. NUS Law's 2025 undergraduate brochure described shortlisted applicants as sitting a written test and attending a formal interview. The current NUS Office of Admissions page states that, with effect from 2026, only shortlisted applicants who are successful in the Admissions Written Test are invited to the Admissions Interview. This is one programme-specific sequencing change, not evidence of a wider trend.",
      "canonical_url": "https://www.accessecs.com/who-gets-in/questions/what-has-changed-in-elite-selection/",
      "signal_ids": [
        "SIG-195",
        "SIG-196"
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      "gap_id": null,
      "denominator": null,
      "limitations": "This answer is bounded to the named programmes, markets, institutions and observation dates in the cited governed evidence. Do not generalise it to all elite institutions.",
      "evidence": [
        {
          "signal": "SIG-195",
          "institution": "National University of Singapore (NUS Law)",
          "category": "Historical selection sequencing",
          "observation": "NUS Law's 2025 undergraduate admissions brochure states that shortlisted LLB applicants were required to sit for a written test and attend a formal interview, usually held in April-May in Singapore.",
          "market": "Singapore",
          "programme": "LLB undergraduate admissions (2025 publication state)",
          "retrieval_date": "2026-09-13",
          "source": "SRC-123",
          "status": "Verified 13 Sep 2026"
        },
        {
          "signal": "SIG-196",
          "institution": "National University of Singapore (NUS Law)",
          "category": "Current selection sequencing",
          "observation": "NUS Office of Admissions states that, with effect from 2026, only shortlisted Law applicants who are successful in the Admissions Written Test are invited to attend the Admissions Interview, establishing a sequencing change relative to the 2025 NUS Law brochure.",
          "market": "Singapore",
          "programme": "LLB undergraduate admissions (2026 selection cycle)",
          "retrieval_date": "2026-09-13",
          "source": "SRC-124",
          "status": "Verified 13 Sep 2026"
        }
      ]
    }
  ]
}
