{"apiVersion":"v1","generatedAt":"2026-05-16T15:20:21.841Z","canonicalUrl":"https://eduaipolicy.org/universities/university-of-witwatersrand","license":"CC-BY-4.0","trackerMetadataLicense":"CC-BY-4.0","sourcePolicy":"Tracker metadata is open licensed. Official source documents, page text, PDFs, and other source materials retain their original rights and terms.","sourceRightsPolicy":"Tracker metadata is open licensed. Official source documents, page text, PDFs, and other source materials retain their original rights and terms.","limitations":["Policy analysis profiles are deterministic summaries of public tracker claims and are not final policy conclusions.","Policy Coverage Score measures breadth of public, source-backed coverage; it is not a policy quality score, strictness score, legal adequacy score, safety score, or institutional compliance score.","This tracker is not legal advice, not academic integrity advice, and not an official university statement unless a linked source is the university's own official page."],"citation":{"citationTitle":"University of Witwatersrand policy analysis profile","canonicalUrl":"https://eduaipolicy.org/universities/university-of-witwatersrand","publicJsonUrl":"https://eduaipolicy.org/api/public/v1/analysis/universities/university-of-witwatersrand.json","suggestedCitation":"University AI Policy Tracker. \"University of Witwatersrand policy analysis profile.\" Version v1. https://eduaipolicy.org/universities/university-of-witwatersrand","sourceRightsPolicy":"Tracker metadata is open licensed. Official source documents, page text, PDFs, and other source materials retain their original rights and terms."},"data":{"schemaVersion":"uapt-policy-analysis-v1","apiVersion":"v1","entityType":"university","entitySlug":"university-of-witwatersrand","entityName":"University of Witwatersrand","canonicalUrl":"https://eduaipolicy.org/universities/university-of-witwatersrand","publicJsonUrl":"https://eduaipolicy.org/api/public/v1/analysis/universities/university-of-witwatersrand.json","generatedAt":"2026-05-16T04:42:47Z","basedOnClaimIds":["claim-wits-ai-framework-not-policy","claim-wits-ai-responsibility-disclosure","claim-wits-ai-sensitive-data-caution","claim-wits-cltd-guidelines-scope"],"basedOnSourceUrls":["https://www.wits.ac.za/ai-policies/","https://www.wits.ac.za/media/wits-university/learning-and-teaching/cltd/documents/Wits-CLTD-Guidelines-for-GAI-use-in-Learning-Teaching-Research-Dec2024.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.775,"coverageScore":{"score":90,"maxScore":100,"label":"broad_public_coverage","components":[{"key":"policy_presence","label":"Central AI policy or guidance source exists","points":15,"maxPoints":15,"status":"unclear","evidenceClaimIds":["claim-wits-ai-framework-not-policy","claim-wits-ai-responsibility-disclosure","claim-wits-ai-sensitive-data-caution","claim-wits-cltd-guidelines-scope"],"reviewState":"machine_candidate"},{"key":"academic_integrity","label":"Academic integrity guidance","points":15,"maxPoints":15,"status":"required","evidenceClaimIds":["claim-wits-ai-responsibility-disclosure"],"reviewState":"machine_candidate"},{"key":"ai_disclosure","label":"AI disclosure guidance","points":15,"maxPoints":15,"status":"recommended","evidenceClaimIds":["claim-wits-ai-framework-not-policy","claim-wits-ai-responsibility-disclosure","claim-wits-cltd-guidelines-scope"],"reviewState":"machine_candidate"},{"key":"coursework","label":"Coursework guidance","points":10,"maxPoints":10,"status":"required","evidenceClaimIds":["claim-wits-ai-responsibility-disclosure","claim-wits-cltd-guidelines-scope"],"reviewState":"machine_candidate"},{"key":"exams","label":"Exam or assessment guidance","points":10,"maxPoints":10,"status":"required","evidenceClaimIds":["claim-wits-ai-responsibility-disclosure","claim-wits-cltd-guidelines-scope"],"reviewState":"machine_candidate"},{"key":"privacy_data_entry","label":"Privacy or data-entry guidance","points":15,"maxPoints":15,"status":"restricted","evidenceClaimIds":["claim-wits-ai-sensitive-data-caution"],"reviewState":"machine_candidate"},{"key":"approved_tools","label":"Approved tools, procurement, or licensed tools","points":0,"maxPoints":10,"status":"not_mentioned","evidenceClaimIds":[],"reviewState":"machine_candidate"},{"key":"teaching_guidance","label":"Teaching or research guidance","points":10,"maxPoints":10,"status":"recommended","evidenceClaimIds":["claim-wits-cltd-guidelines-scope"],"reviewState":"machine_candidate"}],"reviewState":"machine_candidate","limitations":["Policy Coverage Score measures breadth of public, source-backed coverage; it is not a policy quality score.","This tracker is not legal advice, not academic integrity advice, and not an official university statement unless a linked source is the university's own official page."]},"dimensions":[{"key":"policy_presence","label":"Policy presence","status":"unclear","normalizedValue":"ai_framework_not_policy_document","summary":"University of Witwatersrand has 4 source-backed public claims for policy presence; deterministic analysis status: unclear.","explanation":"Whether the public record contains official AI policy or guidance sources. This unclear status was derived from claim type, normalized value, and keyword rules over 4 supporting public claims. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-wits-ai-framework-not-policy","claim-wits-ai-responsibility-disclosure","claim-wits-ai-sensitive-data-caution","claim-wits-cltd-guidelines-scope"],"evidenceSourceUrls":["https://www.wits.ac.za/ai-policies/","https://www.wits.ac.za/media/wits-university/learning-and-teaching/cltd/documents/Wits-CLTD-Guidelines-for-GAI-use-in-Learning-Teaching-Research-Dec2024.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.782,"evidenceCount":4,"sourceCount":2,"basis":[{"claimId":"claim-wits-ai-framework-not-policy","sourceUrl":"https://www.wits.ac.za/ai-policies/","sourceLanguage":"en","evidenceSnippet":"The University has established six broad principles that provide a common framework for the ethical use of AI, ensuring that academic integrity and research ethics are upheld. This framework is not a policy document.","sourceSnapshotHash":"6431f172dcd8dbc8930cf02b24722d68992530939e9a421db0db328270616d7f","reviewState":"agent_reviewed"},{"claimId":"claim-wits-ai-responsibility-disclosure","sourceUrl":"https://www.wits.ac.za/ai-policies/","sourceLanguage":"en","evidenceSnippet":"The University underscores that the individual scholar (or human team) remains fully responsible for the originality, accuracy, and integrity of their work. The use of AI must be transparently disclosed and appropriately acknowledged in line with university policy.","sourceSnapshotHash":"6431f172dcd8dbc8930cf02b24722d68992530939e9a421db0db328270616d7f","reviewState":"agent_reviewed"},{"claimId":"claim-wits-ai-sensitive-data-caution","sourceUrl":"https://www.wits.ac.za/ai-policies/","sourceLanguage":"en","evidenceSnippet":"Staff and students engaging with AI must be mindful of the risks relating to data security, confidentiality, privacy, and intellectual property. Sensitive and / or personal data should not be entered into public AI systems.","sourceSnapshotHash":"6431f172dcd8dbc8930cf02b24722d68992530939e9a421db0db328270616d7f","reviewState":"agent_reviewed"},{"claimId":"claim-wits-cltd-guidelines-scope","sourceUrl":"https://www.wits.ac.za/media/wits-university/learning-and-teaching/cltd/documents/Wits-CLTD-Guidelines-for-GAI-use-in-Learning-Teaching-Research-Dec2024.pdf","sourceLanguage":"en","evidenceSnippet":"These guidelines are intended for a broad audience within the higher education community, including: Academic staff; Students; Researchers; Administrators and Policy Makers.","sourceSnapshotHash":"a96dc6ba510446dd7bdd4c7fb68d3f9940ea615e1600306a9343bccb46bf3d3e","reviewState":"agent_reviewed"}]},{"key":"ai_disclosure","label":"AI disclosure","status":"recommended","normalizedValue":"ai_framework_not_policy_document","summary":"University of Witwatersrand has 3 source-backed public claims for ai disclosure; deterministic analysis status: recommended.","explanation":"Whether public guidance addresses disclosure, acknowledgement, citation, or declaration of AI use. This recommended status was derived from claim type, normalized value, and keyword rules over 3 supporting public claims. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-wits-ai-framework-not-policy","claim-wits-ai-responsibility-disclosure","claim-wits-cltd-guidelines-scope"],"evidenceSourceUrls":["https://www.wits.ac.za/ai-policies/","https://www.wits.ac.za/media/wits-university/learning-and-teaching/cltd/documents/Wits-CLTD-Guidelines-for-GAI-use-in-Learning-Teaching-Research-Dec2024.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.779,"evidenceCount":3,"sourceCount":2,"basis":[{"claimId":"claim-wits-ai-framework-not-policy","sourceUrl":"https://www.wits.ac.za/ai-policies/","sourceLanguage":"en","evidenceSnippet":"The University has established six broad principles that provide a common framework for the ethical use of AI, ensuring that academic integrity and research ethics are upheld. This framework is not a policy document.","sourceSnapshotHash":"6431f172dcd8dbc8930cf02b24722d68992530939e9a421db0db328270616d7f","reviewState":"agent_reviewed"},{"claimId":"claim-wits-ai-responsibility-disclosure","sourceUrl":"https://www.wits.ac.za/ai-policies/","sourceLanguage":"en","evidenceSnippet":"The University underscores that the individual scholar (or human team) remains fully responsible for the originality, accuracy, and integrity of their work. The use of AI must be transparently disclosed and appropriately acknowledged in line with university policy.","sourceSnapshotHash":"6431f172dcd8dbc8930cf02b24722d68992530939e9a421db0db328270616d7f","reviewState":"agent_reviewed"},{"claimId":"claim-wits-cltd-guidelines-scope","sourceUrl":"https://www.wits.ac.za/media/wits-university/learning-and-teaching/cltd/documents/Wits-CLTD-Guidelines-for-GAI-use-in-Learning-Teaching-Research-Dec2024.pdf","sourceLanguage":"en","evidenceSnippet":"These guidelines are intended for a broad audience within the higher education community, including: Academic staff; Students; Researchers; Administrators and Policy Makers.","sourceSnapshotHash":"a96dc6ba510446dd7bdd4c7fb68d3f9940ea615e1600306a9343bccb46bf3d3e","reviewState":"agent_reviewed"}]},{"key":"coursework","label":"Coursework","status":"required","normalizedValue":"responsibility_disclosure_acknowledgement","summary":"University of Witwatersrand has 2 source-backed public claims for coursework; deterministic analysis status: required.","explanation":"Whether public guidance addresses coursework, assignments, syllabi, papers, homework, or submitted work. This required status was derived from claim type, normalized value, and keyword rules over 2 supporting public claims. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-wits-ai-responsibility-disclosure","claim-wits-cltd-guidelines-scope"],"evidenceSourceUrls":["https://www.wits.ac.za/ai-policies/","https://www.wits.ac.za/media/wits-university/learning-and-teaching/cltd/documents/Wits-CLTD-Guidelines-for-GAI-use-in-Learning-Teaching-Research-Dec2024.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.765,"evidenceCount":2,"sourceCount":2,"basis":[{"claimId":"claim-wits-ai-responsibility-disclosure","sourceUrl":"https://www.wits.ac.za/ai-policies/","sourceLanguage":"en","evidenceSnippet":"The University underscores that the individual scholar (or human team) remains fully responsible for the originality, accuracy, and integrity of their work. The use of AI must be transparently disclosed and appropriately acknowledged in line with university policy.","sourceSnapshotHash":"6431f172dcd8dbc8930cf02b24722d68992530939e9a421db0db328270616d7f","reviewState":"agent_reviewed"},{"claimId":"claim-wits-cltd-guidelines-scope","sourceUrl":"https://www.wits.ac.za/media/wits-university/learning-and-teaching/cltd/documents/Wits-CLTD-Guidelines-for-GAI-use-in-Learning-Teaching-Research-Dec2024.pdf","sourceLanguage":"en","evidenceSnippet":"These guidelines are intended for a broad audience within the higher education community, including: Academic staff; Students; Researchers; Administrators and Policy Makers.","sourceSnapshotHash":"a96dc6ba510446dd7bdd4c7fb68d3f9940ea615e1600306a9343bccb46bf3d3e","reviewState":"agent_reviewed"}]},{"key":"exams","label":"Exams","status":"required","normalizedValue":"responsibility_disclosure_acknowledgement","summary":"University of Witwatersrand has 2 source-backed public claims for exams; deterministic analysis status: required.","explanation":"Whether public guidance addresses exams, tests, quizzes, or examination conditions. This required status was derived from claim type, normalized value, and keyword rules over 2 supporting public claims. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-wits-ai-responsibility-disclosure","claim-wits-cltd-guidelines-scope"],"evidenceSourceUrls":["https://www.wits.ac.za/ai-policies/","https://www.wits.ac.za/media/wits-university/learning-and-teaching/cltd/documents/Wits-CLTD-Guidelines-for-GAI-use-in-Learning-Teaching-Research-Dec2024.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.765,"evidenceCount":2,"sourceCount":2,"basis":[{"claimId":"claim-wits-ai-responsibility-disclosure","sourceUrl":"https://www.wits.ac.za/ai-policies/","sourceLanguage":"en","evidenceSnippet":"The University underscores that the individual scholar (or human team) remains fully responsible for the originality, accuracy, and integrity of their work. The use of AI must be transparently disclosed and appropriately acknowledged in line with university policy.","sourceSnapshotHash":"6431f172dcd8dbc8930cf02b24722d68992530939e9a421db0db328270616d7f","reviewState":"agent_reviewed"},{"claimId":"claim-wits-cltd-guidelines-scope","sourceUrl":"https://www.wits.ac.za/media/wits-university/learning-and-teaching/cltd/documents/Wits-CLTD-Guidelines-for-GAI-use-in-Learning-Teaching-Research-Dec2024.pdf","sourceLanguage":"en","evidenceSnippet":"These guidelines are intended for a broad audience within the higher education community, including: Academic staff; Students; Researchers; Administrators and Policy Makers.","sourceSnapshotHash":"a96dc6ba510446dd7bdd4c7fb68d3f9940ea615e1600306a9343bccb46bf3d3e","reviewState":"agent_reviewed"}]},{"key":"privacy_data_entry","label":"Privacy and data entry","status":"restricted","normalizedValue":"sensitive_personal_data_public_ai_caution","summary":"University of Witwatersrand has 1 source-backed public claim for privacy and data entry; deterministic analysis status: restricted.","explanation":"Whether public guidance addresses personal, confidential, sensitive, regulated, or student data entry into AI tools. This restricted status was derived from claim type, normalized value, and keyword rules over 1 supporting public claim. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-wits-ai-sensitive-data-caution"],"evidenceSourceUrls":["https://www.wits.ac.za/ai-policies/"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.791,"evidenceCount":1,"sourceCount":1,"basis":[{"claimId":"claim-wits-ai-sensitive-data-caution","sourceUrl":"https://www.wits.ac.za/ai-policies/","sourceLanguage":"en","evidenceSnippet":"Staff and students engaging with AI must be mindful of the risks relating to data security, confidentiality, privacy, and intellectual property. Sensitive and / or personal data should not be entered into public AI systems.","sourceSnapshotHash":"6431f172dcd8dbc8930cf02b24722d68992530939e9a421db0db328270616d7f","reviewState":"agent_reviewed"}]},{"key":"academic_integrity","label":"Academic integrity","status":"required","normalizedValue":"responsibility_disclosure_acknowledgement","summary":"University of Witwatersrand has 1 source-backed public claim for academic integrity; deterministic analysis status: required.","explanation":"Whether public guidance connects AI use to academic integrity, misconduct, dishonesty, plagiarism, or cheating rules. This required status was derived from claim type, normalized value, and keyword rules over 1 supporting public claim. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-wits-ai-responsibility-disclosure"],"evidenceSourceUrls":["https://www.wits.ac.za/ai-policies/"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.799,"evidenceCount":1,"sourceCount":1,"basis":[{"claimId":"claim-wits-ai-responsibility-disclosure","sourceUrl":"https://www.wits.ac.za/ai-policies/","sourceLanguage":"en","evidenceSnippet":"The University underscores that the individual scholar (or human team) remains fully responsible for the originality, accuracy, and integrity of their work. The use of AI must be transparently disclosed and appropriately acknowledged in line with university policy.","sourceSnapshotHash":"6431f172dcd8dbc8930cf02b24722d68992530939e9a421db0db328270616d7f","reviewState":"agent_reviewed"}]},{"key":"approved_tools","label":"Approved tools","status":"not_mentioned","summary":"No source-backed public claim identifying approved or licensed AI tools is present in this profile.","explanation":"This is an absence-of-evidence marker for the current tracker profile, not proof that no such policy exists.","evidenceClaimIds":[],"evidenceSourceUrls":[],"sourceLanguages":[],"reviewState":"machine_candidate","confidence":0,"evidenceCount":0,"sourceCount":0,"notMentionedReason":"The current public tracker record does not contain claim evidence that identifies institutionally approved, licensed, procured, or enterprise AI tools.","basis":[]},{"key":"named_ai_services","label":"Named AI services","status":"restricted","normalizedValue":"sensitive_personal_data_public_ai_caution","summary":"University of Witwatersrand has 1 source-backed public claim for named ai services; deterministic analysis status: restricted.","explanation":"Whether public guidance names AI services such as ChatGPT, Copilot, Claude, Gemini, Grammarly, or DeepSeek. This restricted status was derived from claim type, normalized value, and keyword rules over 1 supporting public claim. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-wits-ai-sensitive-data-caution"],"evidenceSourceUrls":["https://www.wits.ac.za/ai-policies/"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.791,"evidenceCount":1,"sourceCount":1,"basis":[{"claimId":"claim-wits-ai-sensitive-data-caution","sourceUrl":"https://www.wits.ac.za/ai-policies/","sourceLanguage":"en","evidenceSnippet":"Staff and students engaging with AI must be mindful of the risks relating to data security, confidentiality, privacy, and intellectual property. Sensitive and / or personal data should not be entered into public AI systems.","sourceSnapshotHash":"6431f172dcd8dbc8930cf02b24722d68992530939e9a421db0db328270616d7f","reviewState":"agent_reviewed"}]},{"key":"teaching_guidance","label":"Teaching guidance","status":"recommended","normalizedValue":"cltd_gai_guidelines_learning_teaching_research_audience","summary":"University of Witwatersrand has 1 source-backed public claim for teaching guidance; deterministic analysis status: recommended.","explanation":"Whether public guidance addresses instructors, teaching, classroom policy, assessment design, or syllabus language. This recommended status was derived from claim type, normalized value, and keyword rules over 1 supporting public claim. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-wits-cltd-guidelines-scope"],"evidenceSourceUrls":["https://www.wits.ac.za/media/wits-university/learning-and-teaching/cltd/documents/Wits-CLTD-Guidelines-for-GAI-use-in-Learning-Teaching-Research-Dec2024.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.731,"evidenceCount":1,"sourceCount":1,"basis":[{"claimId":"claim-wits-cltd-guidelines-scope","sourceUrl":"https://www.wits.ac.za/media/wits-university/learning-and-teaching/cltd/documents/Wits-CLTD-Guidelines-for-GAI-use-in-Learning-Teaching-Research-Dec2024.pdf","sourceLanguage":"en","evidenceSnippet":"These guidelines are intended for a broad audience within the higher education community, including: Academic staff; Students; Researchers; Administrators and Policy Makers.","sourceSnapshotHash":"a96dc6ba510446dd7bdd4c7fb68d3f9940ea615e1600306a9343bccb46bf3d3e","reviewState":"agent_reviewed"}]},{"key":"research_guidance","label":"Research guidance","status":"recommended","normalizedValue":"ai_framework_not_policy_document","summary":"University of Witwatersrand has 2 source-backed public claims for research guidance; deterministic analysis status: recommended.","explanation":"Whether public guidance addresses research use, publication ethics, research data, grants, or human-subjects compliance. This recommended status was derived from claim type, normalized value, and keyword rules over 2 supporting public claims. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-wits-ai-framework-not-policy","claim-wits-cltd-guidelines-scope"],"evidenceSourceUrls":["https://www.wits.ac.za/ai-policies/","https://www.wits.ac.za/media/wits-university/learning-and-teaching/cltd/documents/Wits-CLTD-Guidelines-for-GAI-use-in-Learning-Teaching-Research-Dec2024.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.769,"evidenceCount":2,"sourceCount":2,"basis":[{"claimId":"claim-wits-ai-framework-not-policy","sourceUrl":"https://www.wits.ac.za/ai-policies/","sourceLanguage":"en","evidenceSnippet":"The University has established six broad principles that provide a common framework for the ethical use of AI, ensuring that academic integrity and research ethics are upheld. This framework is not a policy document.","sourceSnapshotHash":"6431f172dcd8dbc8930cf02b24722d68992530939e9a421db0db328270616d7f","reviewState":"agent_reviewed"},{"claimId":"claim-wits-cltd-guidelines-scope","sourceUrl":"https://www.wits.ac.za/media/wits-university/learning-and-teaching/cltd/documents/Wits-CLTD-Guidelines-for-GAI-use-in-Learning-Teaching-Research-Dec2024.pdf","sourceLanguage":"en","evidenceSnippet":"These guidelines are intended for a broad audience within the higher education community, including: Academic staff; Students; Researchers; Administrators and Policy Makers.","sourceSnapshotHash":"a96dc6ba510446dd7bdd4c7fb68d3f9940ea615e1600306a9343bccb46bf3d3e","reviewState":"agent_reviewed"}]},{"key":"security_procurement","label":"Security and procurement","status":"not_mentioned","summary":"No source-backed public claim about AI security review or procurement is present in this profile.","explanation":"This is an absence-of-evidence marker for the current tracker profile, not proof that no such policy exists.","evidenceClaimIds":[],"evidenceSourceUrls":[],"sourceLanguages":[],"reviewState":"machine_candidate","confidence":0,"evidenceCount":0,"sourceCount":0,"notMentionedReason":"The current public tracker record does not contain claim evidence about security review, procurement, vendor approval, risk assessment, authentication, SSO, or enterprise licensing.","basis":[]}],"limitations":["Policy analysis profiles are deterministic summaries of public tracker claims and are not final policy conclusions.","Policy Coverage Score measures breadth of public, source-backed coverage; it is not a policy quality score, strictness score, legal adequacy score, safety score, or institutional compliance score.","This tracker is not legal advice, not academic integrity advice, and not an official university statement unless a linked source is the university's own official page."],"suggestedCitation":"University AI Policy Tracker. \"University of Witwatersrand policy analysis profile.\" Version v1. https://eduaipolicy.org/universities/university-of-witwatersrand"}}