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Openai/693a6e5e-1a04-8012-a8a7-a701feb20662
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====== 1) Shared cross-institution βTop 5β ====== # Transparent Governance Dashboards (Code + Rights) - Annual, public dashboards with: - Funding and donor patterns - COI declarations and enforcement - Misconduct / harassment cases (anonymised) and resolution times - Climate metrics (emissions, energy use, travel, procurement) # Access & Affordability Guarantees (Rights + Credo) - Clear, simple guarantee statements for low- and middle-income students (βIf X, then your total costs will not exceed Yβ). - Expanded online/hybrid options and micro-credentials for global learners. # Mental Health & Workload Rebalancing (Rights) - Systematic redesign of workloads for students and early-career staff. - Minimum support standards across all departments/colleges, with monitoring and feedback. # AI & Data Governance Charters (Code + Rights) - Explicit rules on how learning analytics, proctoring, admissions tools, HR algorithms, and research AIs can be used. - Strong privacy and contestation rights (appeals, explanations, human override). # Expectation Audits (U-Model universal) For each critical process (admission, assessment, hiring, discipline, AI use): - What do people rightfully expect? - Are we meeting it in practice? - If not, what policy + process + data changes close the gap?
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