{"apiVersion":"v1","generatedAt":"2026-05-16T15:20:21.720Z","canonicalUrl":"https://eduaipolicy.org/universities/university-of-johannesburg","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 Johannesburg policy analysis profile","canonicalUrl":"https://eduaipolicy.org/universities/university-of-johannesburg","publicJsonUrl":"https://eduaipolicy.org/api/public/v1/analysis/universities/university-of-johannesburg.json","suggestedCitation":"University AI Policy Tracker. \"University of Johannesburg policy analysis profile.\" Version v1. https://eduaipolicy.org/universities/university-of-johannesburg","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-johannesburg","entityName":"University of Johannesburg","canonicalUrl":"https://eduaipolicy.org/universities/university-of-johannesburg","publicJsonUrl":"https://eduaipolicy.org/api/public/v1/analysis/universities/university-of-johannesburg.json","generatedAt":"2026-05-16T05:27:00.000Z","basedOnClaimIds":["claim-uj-practice-note-ai-academic-dishonesty","claim-uj-staff-communicate-ai-regulations","claim-uj-students-follow-course-rules"],"basedOnSourceUrls":["https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-guidelines-staff.pdf","https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-guidelines-students-2023.pdf","https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-practice-guide-2023.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.767,"coverageScore":{"score":85,"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-uj-students-follow-course-rules","claim-uj-staff-communicate-ai-regulations"],"reviewState":"machine_candidate"},{"key":"academic_integrity","label":"Academic integrity guidance","points":15,"maxPoints":15,"status":"required","evidenceClaimIds":["claim-uj-practice-note-ai-academic-dishonesty","claim-uj-students-follow-course-rules"],"reviewState":"machine_candidate"},{"key":"ai_disclosure","label":"AI disclosure guidance","points":15,"maxPoints":15,"status":"recommended","evidenceClaimIds":["claim-uj-practice-note-ai-academic-dishonesty"],"reviewState":"machine_candidate"},{"key":"coursework","label":"Coursework guidance","points":10,"maxPoints":10,"status":"required","evidenceClaimIds":["claim-uj-practice-note-ai-academic-dishonesty","claim-uj-students-follow-course-rules","claim-uj-staff-communicate-ai-regulations"],"reviewState":"machine_candidate"},{"key":"exams","label":"Exam or assessment guidance","points":10,"maxPoints":10,"status":"required","evidenceClaimIds":["claim-uj-practice-note-ai-academic-dishonesty","claim-uj-students-follow-course-rules","claim-uj-staff-communicate-ai-regulations"],"reviewState":"machine_candidate"},{"key":"privacy_data_entry","label":"Privacy or data-entry guidance","points":0,"maxPoints":15,"status":"not_mentioned","evidenceClaimIds":[],"reviewState":"machine_candidate"},{"key":"approved_tools","label":"Approved tools, procurement, or licensed tools","points":10,"maxPoints":10,"status":"recommended","evidenceClaimIds":["claim-uj-staff-communicate-ai-regulations"],"reviewState":"machine_candidate"},{"key":"teaching_guidance","label":"Teaching or research guidance","points":10,"maxPoints":10,"status":"recommended","evidenceClaimIds":["claim-uj-students-follow-course-rules","claim-uj-staff-communicate-ai-regulations"],"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":"students_must_check_course_and_policy_requirements","summary":"University of Johannesburg has 2 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 2 supporting public claims. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-uj-students-follow-course-rules","claim-uj-staff-communicate-ai-regulations"],"evidenceSourceUrls":["https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-guidelines-staff.pdf","https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-guidelines-students-2023.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.757,"evidenceCount":2,"sourceCount":2,"basis":[{"claimId":"claim-uj-students-follow-course-rules","sourceUrl":"https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-guidelines-students-2023.pdf","sourceLanguage":"en","evidenceSnippet":"How you use generative AI depends on your course, department, or faculty rules, as well as UJ policy. Familiarise yourself with the rules and requirements before you produce assignments and assessments.","sourceSnapshotHash":"3bb6efba73e2b30a475b8c80807062f5d4900bfa9a6228ad4723083f0a2d5ca5","reviewState":"agent_reviewed"},{"claimId":"claim-uj-staff-communicate-ai-regulations","sourceUrl":"https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-guidelines-staff.pdf","sourceLanguage":"en","evidenceSnippet":"Appropriate use of generative AI should apply the following parameters: Clear communication of the institutional/ departmental/ course regulations on the use of generative AI, including referencing generated content, developing proficiency in prompt generation, and harnessing the benefits of generative AI.","sourceSnapshotHash":"71a0a789d9a83ee75461cf4bdae6d80207c06ae02a1ea747591cd9385eeea2ba","reviewState":"agent_reviewed"}]},{"key":"ai_disclosure","label":"AI disclosure","status":"recommended","normalizedValue":"ai_generated_work_presented_as_own_is_academic_dishonesty","summary":"University of Johannesburg has 1 source-backed public claim 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 1 supporting public claim. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-uj-practice-note-ai-academic-dishonesty"],"evidenceSourceUrls":["https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-practice-guide-2023.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.791,"evidenceCount":1,"sourceCount":1,"basis":[{"claimId":"claim-uj-practice-note-ai-academic-dishonesty","sourceUrl":"https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-practice-guide-2023.pdf","sourceLanguage":"en","evidenceSnippet":"To present the work of someone else or of a generative AI tool, in whole or in part, as one’s own, is academic dishonesty. To mitigate the risks of academic misconduct, in the context of generative AI, it is recommended that: students and researchers be transparent and sign a declaration that the work is their own.","sourceSnapshotHash":"7b2880ce8629bb364ffb084039bab0f526d1632d9718e00c560ff28e3be6d448","reviewState":"agent_reviewed"}]},{"key":"coursework","label":"Coursework","status":"required","normalizedValue":"ai_generated_work_presented_as_own_is_academic_dishonesty","summary":"University of Johannesburg has 3 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 3 supporting public claims. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-uj-practice-note-ai-academic-dishonesty","claim-uj-students-follow-course-rules","claim-uj-staff-communicate-ai-regulations"],"evidenceSourceUrls":["https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-guidelines-staff.pdf","https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-guidelines-students-2023.pdf","https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-practice-guide-2023.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.768,"evidenceCount":3,"sourceCount":3,"basis":[{"claimId":"claim-uj-practice-note-ai-academic-dishonesty","sourceUrl":"https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-practice-guide-2023.pdf","sourceLanguage":"en","evidenceSnippet":"To present the work of someone else or of a generative AI tool, in whole or in part, as one’s own, is academic dishonesty. To mitigate the risks of academic misconduct, in the context of generative AI, it is recommended that: students and researchers be transparent and sign a declaration that the work is their own.","sourceSnapshotHash":"7b2880ce8629bb364ffb084039bab0f526d1632d9718e00c560ff28e3be6d448","reviewState":"agent_reviewed"},{"claimId":"claim-uj-students-follow-course-rules","sourceUrl":"https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-guidelines-students-2023.pdf","sourceLanguage":"en","evidenceSnippet":"How you use generative AI depends on your course, department, or faculty rules, as well as UJ policy. Familiarise yourself with the rules and requirements before you produce assignments and assessments.","sourceSnapshotHash":"3bb6efba73e2b30a475b8c80807062f5d4900bfa9a6228ad4723083f0a2d5ca5","reviewState":"agent_reviewed"},{"claimId":"claim-uj-staff-communicate-ai-regulations","sourceUrl":"https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-guidelines-staff.pdf","sourceLanguage":"en","evidenceSnippet":"Appropriate use of generative AI should apply the following parameters: Clear communication of the institutional/ departmental/ course regulations on the use of generative AI, including referencing generated content, developing proficiency in prompt generation, and harnessing the benefits of generative AI.","sourceSnapshotHash":"71a0a789d9a83ee75461cf4bdae6d80207c06ae02a1ea747591cd9385eeea2ba","reviewState":"agent_reviewed"}]},{"key":"exams","label":"Exams","status":"required","normalizedValue":"ai_generated_work_presented_as_own_is_academic_dishonesty","summary":"University of Johannesburg has 3 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 3 supporting public claims. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-uj-practice-note-ai-academic-dishonesty","claim-uj-students-follow-course-rules","claim-uj-staff-communicate-ai-regulations"],"evidenceSourceUrls":["https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-guidelines-staff.pdf","https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-guidelines-students-2023.pdf","https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-practice-guide-2023.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.768,"evidenceCount":3,"sourceCount":3,"basis":[{"claimId":"claim-uj-practice-note-ai-academic-dishonesty","sourceUrl":"https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-practice-guide-2023.pdf","sourceLanguage":"en","evidenceSnippet":"To present the work of someone else or of a generative AI tool, in whole or in part, as one’s own, is academic dishonesty. To mitigate the risks of academic misconduct, in the context of generative AI, it is recommended that: students and researchers be transparent and sign a declaration that the work is their own.","sourceSnapshotHash":"7b2880ce8629bb364ffb084039bab0f526d1632d9718e00c560ff28e3be6d448","reviewState":"agent_reviewed"},{"claimId":"claim-uj-students-follow-course-rules","sourceUrl":"https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-guidelines-students-2023.pdf","sourceLanguage":"en","evidenceSnippet":"How you use generative AI depends on your course, department, or faculty rules, as well as UJ policy. Familiarise yourself with the rules and requirements before you produce assignments and assessments.","sourceSnapshotHash":"3bb6efba73e2b30a475b8c80807062f5d4900bfa9a6228ad4723083f0a2d5ca5","reviewState":"agent_reviewed"},{"claimId":"claim-uj-staff-communicate-ai-regulations","sourceUrl":"https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-guidelines-staff.pdf","sourceLanguage":"en","evidenceSnippet":"Appropriate use of generative AI should apply the following parameters: Clear communication of the institutional/ departmental/ course regulations on the use of generative AI, including referencing generated content, developing proficiency in prompt generation, and harnessing the benefits of generative AI.","sourceSnapshotHash":"71a0a789d9a83ee75461cf4bdae6d80207c06ae02a1ea747591cd9385eeea2ba","reviewState":"agent_reviewed"}]},{"key":"privacy_data_entry","label":"Privacy and data entry","status":"not_mentioned","summary":"No source-backed public claim about privacy or data-entry restrictions 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 personal, confidential, sensitive, regulated, or student data entry into AI tools.","basis":[]},{"key":"academic_integrity","label":"Academic integrity","status":"required","normalizedValue":"ai_generated_work_presented_as_own_is_academic_dishonesty","summary":"University of Johannesburg has 2 source-backed public claims 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 2 supporting public claims. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-uj-practice-note-ai-academic-dishonesty","claim-uj-students-follow-course-rules"],"evidenceSourceUrls":["https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-guidelines-students-2023.pdf","https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-practice-guide-2023.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.778,"evidenceCount":2,"sourceCount":2,"basis":[{"claimId":"claim-uj-practice-note-ai-academic-dishonesty","sourceUrl":"https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-practice-guide-2023.pdf","sourceLanguage":"en","evidenceSnippet":"To present the work of someone else or of a generative AI tool, in whole or in part, as one’s own, is academic dishonesty. To mitigate the risks of academic misconduct, in the context of generative AI, it is recommended that: students and researchers be transparent and sign a declaration that the work is their own.","sourceSnapshotHash":"7b2880ce8629bb364ffb084039bab0f526d1632d9718e00c560ff28e3be6d448","reviewState":"agent_reviewed"},{"claimId":"claim-uj-students-follow-course-rules","sourceUrl":"https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-guidelines-students-2023.pdf","sourceLanguage":"en","evidenceSnippet":"How you use generative AI depends on your course, department, or faculty rules, as well as UJ policy. Familiarise yourself with the rules and requirements before you produce assignments and assessments.","sourceSnapshotHash":"3bb6efba73e2b30a475b8c80807062f5d4900bfa9a6228ad4723083f0a2d5ca5","reviewState":"agent_reviewed"}]},{"key":"approved_tools","label":"Approved tools","status":"recommended","normalizedValue":"staff_guidance_clear_communication_of_ai_rules","summary":"University of Johannesburg has 1 source-backed public claim for approved tools; deterministic analysis status: recommended.","explanation":"Whether public guidance identifies institutionally approved, licensed, procured, or enterprise AI tools. 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-uj-staff-communicate-ai-regulations"],"evidenceSourceUrls":["https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-guidelines-staff.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.748,"evidenceCount":1,"sourceCount":1,"basis":[{"claimId":"claim-uj-staff-communicate-ai-regulations","sourceUrl":"https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-guidelines-staff.pdf","sourceLanguage":"en","evidenceSnippet":"Appropriate use of generative AI should apply the following parameters: Clear communication of the institutional/ departmental/ course regulations on the use of generative AI, including referencing generated content, developing proficiency in prompt generation, and harnessing the benefits of generative AI.","sourceSnapshotHash":"71a0a789d9a83ee75461cf4bdae6d80207c06ae02a1ea747591cd9385eeea2ba","reviewState":"agent_reviewed"}]},{"key":"named_ai_services","label":"Named AI services","status":"not_mentioned","summary":"No source-backed public claim naming a specific AI service 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 naming a specific AI service.","basis":[]},{"key":"teaching_guidance","label":"Teaching guidance","status":"recommended","normalizedValue":"students_must_check_course_and_policy_requirements","summary":"University of Johannesburg has 2 source-backed public claims 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 2 supporting public claims. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["claim-uj-students-follow-course-rules","claim-uj-staff-communicate-ai-regulations"],"evidenceSourceUrls":["https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-guidelines-staff.pdf","https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-guidelines-students-2023.pdf"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.757,"evidenceCount":2,"sourceCount":2,"basis":[{"claimId":"claim-uj-students-follow-course-rules","sourceUrl":"https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-guidelines-students-2023.pdf","sourceLanguage":"en","evidenceSnippet":"How you use generative AI depends on your course, department, or faculty rules, as well as UJ policy. Familiarise yourself with the rules and requirements before you produce assignments and assessments.","sourceSnapshotHash":"3bb6efba73e2b30a475b8c80807062f5d4900bfa9a6228ad4723083f0a2d5ca5","reviewState":"agent_reviewed"},{"claimId":"claim-uj-staff-communicate-ai-regulations","sourceUrl":"https://www.uj.ac.za/wp-content/uploads/2023/08/uj-ai-guidelines-staff.pdf","sourceLanguage":"en","evidenceSnippet":"Appropriate use of generative AI should apply the following parameters: Clear communication of the institutional/ departmental/ course regulations on the use of generative AI, including referencing generated content, developing proficiency in prompt generation, and harnessing the benefits of generative AI.","sourceSnapshotHash":"71a0a789d9a83ee75461cf4bdae6d80207c06ae02a1ea747591cd9385eeea2ba","reviewState":"agent_reviewed"}]},{"key":"research_guidance","label":"Research guidance","status":"not_mentioned","summary":"No source-backed public claim about research AI use 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 research use, publication ethics, research data, grants, or human-subjects compliance.","basis":[]},{"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 Johannesburg policy analysis profile.\" Version v1. https://eduaipolicy.org/universities/university-of-johannesburg"}}