International organizations’ and governments’ policies and guidelines for Generative Artificial Intelligence (GAI) in education
| Overarching content themes | Content subthemes | Codes | OECD (2023) | UNESCO (2023) | UNESCO (2023) | GOV.UK (2023) | GOV.UK (2023) | EU AI Act (2023) |
|---|---|---|---|---|---|---|---|---|
| Education Redesign and Preparedness | Leveraging Emerging Technology to Enhance Learning | Personalized learning; creative application of GAI in education; Diverse application of GAI in education; Test and scale evidence-based AI in academia; Human-AI collaboration | ✔ | ✔ | ✔ | ✔ | ✔ | ✔ |
| Assessment and Evaluation Reform | Explainability, transparency, and verifiability of assessments and learning design; Addressing learners’ cognitive bias; Curating reliable content and learning sources for assessment; Reimagining learning assessment methods; Acknowledging the use of GAI | ✔ | ✔ | ✔ | ✔ | |||
| Students’ and Teachers’ Preparedness for AI | Cultivating critical awareness of GAI, Equity and workforce Readiness; Preserving Human agency in the age of AI; Fostering GAI competencies; Mitigating bias amplification; Safeguarding intrinsic motivation; Anticipating the future of work | ✔ | ✔ | ✔ | ✔ | ✔ | ✔ | |
| Digital Inclusion and Exclusion in the Age of AI | Accessibility to Counter Learning Inequity | Mitigating digital Poverty; Balancing AI resources; Lowering entry barriers; Promoting equity through technological accessibility guidelines; scalable solutions for ethical AI implementation | ✔ | ✔ | ✔ | ✔ | ✔ | |
| Accessibility to Promote Learning Equity | Promote equity in cognitive and social skills, fostering inclusion and diversity | ✔ | ✔ | ✔ |
| Overarching content themes | Content subthemes | Codes | OECD (2023) | EU AI Act (2023) | ||||
|---|---|---|---|---|---|---|---|---|
| Education Redesign and Preparedness | Leveraging Emerging Technology to Enhance Learning | Personalized learning; creative application of GAI in education; Diverse application of GAI in education; Test and scale evidence-based AI in academia; Human-AI collaboration | ✔ | ✔ | ✔ | ✔ | ✔ | ✔ |
| Assessment and Evaluation Reform | Explainability, transparency, and verifiability of assessments and learning design; Addressing learners’ cognitive bias; Curating reliable content and learning sources for assessment; Reimagining learning assessment methods; Acknowledging the use of GAI | ✔ | ✔ | ✔ | ✔ | |||
| Students’ and Teachers’ Preparedness for AI | Cultivating critical awareness of GAI, Equity and workforce Readiness; Preserving Human agency in the age of AI; Fostering GAI competencies; Mitigating bias amplification; Safeguarding intrinsic motivation; Anticipating the future of work | ✔ | ✔ | ✔ | ✔ | ✔ | ✔ | |
| Digital Inclusion and Exclusion in the Age of AI | Accessibility to Counter Learning Inequity | Mitigating digital Poverty; Balancing AI resources; Lowering entry barriers; Promoting equity through technological accessibility guidelines; scalable solutions for ethical AI implementation | ✔ | ✔ | ✔ | ✔ | ✔ | |
| Accessibility to Promote Learning Equity | Promote equity in cognitive and social skills, fostering inclusion and diversity | ✔ | ✔ | ✔ |
Source(s): Table generated by the authors based on collected data
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