Education-centered critical policy analysis of AI: Ghana's AI strategy as a case

AI-Supported Staff Development in Higher Education: A Systematic Literature Review of Digital Leadership and Responsible Governance

Artificial intelligence is reshaping higher education by transforming teaching, assessment, knowledge management, administration, and professional work. However, its implications for staff development remain fragmented, particularly in relation to digital leadership and responsible governance. This systematic literature review synthesizes Scopus-indexed evidence on AI-supported staff development in higher education. Using a PRISMA-oriented review design, the study searched Scopus with the queryhuman resource management education AI. After applying publication year, document type, language, and relevance criteria, 28 studies were included and analyzed through thematic synthesis. The findings reveal three major themes. First, AI-supported staff development strengthens professional capability through employee growth, faculty well-being, assessment innovation, AI literacy, knowledge-service transformation, workforce readiness, and sociotechnical work design. Second, digital leadership and institutional readiness are essential for turning AI adoption into sustainable institutional capability through infrastructure, stakeholder participation, role-specific training, and inclusive digital culture. Third, responsible governance is critical to ensure ethical and human-centered implementation by addressing privacy, bias, transparency, academic integrity, accessibility, expert validation, psychological safety, and human oversight. This review contributes to the literature by reframing AI-supported staff development as a strategic human resource development agenda rather than a narrow technical training issue. It highlights that sustainable AI transformation in higher education requires alignment among staff capability, digital leadership, institutional readiness, and responsible governance.Keywords: AI-supported staff development; higher education; digital leadership; responsible AI governance; human resource development; AI literacy; human-centered AI

Mapping AI Across World in Education: A Mixed-Methods Analysis of National Policies and Government AI Readiness

From innovation to inclusion: Advancing equity through AI policy and governance in South African higher education

As artificial intelligence (AI) becomes increasingly embedded in higher education, empirical evidence on how institutional governance shapes its equitable and responsible implementation in South African universities remains limited. This study examined how institutional policies and governance practices influence the implementation and equitable use of AI in undergraduate education while contributing to international discourse on responsible AI governance. Guided by an interpretivist research paradigm, the study adopted a qualitative approach and employed a single-case study design within one public university in South Africa. Participants comprised university leaders, academic staff, professional support staff, and undergraduate students involved in or affected by AI governance and implementation. Data were collected through semi-structured interviews, focus group discussions, and document analysis and analysed using thematic analysis supported by inductive coding. The findings indicate that limited policy transparency, context-insensitive governance frameworks, unequal access to AI technologies, and weak institutional accountability can reinforce educational inequalities, particularly among first-generation and under-resourced students. Conversely, participatory governance, transparent decision-making, stakeholder engagement, and enhanced digital literacy promote more equitable and responsible AI implementation. The study proposes a multi-level governance model integrating institutional policy, stakeholder participation, and pedagogical practice to strengthen equitable AI adoption. It concludes that higher education institutions should develop context-sensitive AI governance frameworks, strengthen institutional capacity, and expand equitable access to AI technologies to advance fairness, inclusion, and responsible AI implementation.

Bridging the Skills Gap through Competency-Based Education: Legal and Policy Perspectives from Uganda

Uganda's transition to competency-based education and training represent one of the most significant pedagogical and regulatory reforms in contemporary African education policy. This article critically examines the legal and policy frameworks underpinning this transition at national, regional, continental, and international levels. Through a qualitative case study design employing document analysis and the IRAC framework for legal analysis, the study draws on parliamentary records, assessment data, labour market surveys, and recent scholarly literature. The findings reveal a fundamental implementation paradox: institutional compliance with regulatory mandates coexists with persistent deficiencies in applied competencies that competency-based education was designed to cultivate. Despite possessing one of the most progressive legal frameworks in Sub-Saharan Africa, Uganda faces significant challenges including definitional ambiguity in the Technical and Vocational Education and Training Act 2025, delayed issuance of subsidiary legislation for the Skills Development Levy, inadequate teacher preparedness, resource disparities across institutions, and weak industry engagement mechanisms. The study identifies three interrelated gaps: legislative ambiguity, institutional capacity deficits, and absence of outcome-based accountability. These gaps are compounded by regional and gender disparities, with labour underutilization reaching 58.3% among youth aged 15-19. The article concludes that sustainable reform requires moving beyond regulatory compulsion toward outcome-based accountability, genuine industry partnership, equitable resource distribution, and policy coherence across national, regional, and international frameworks. Evidence from across Sub-Saharan Africa confirms that legal mandate alone is insufficient without congruent resource allocation, pedagogical transformation, and sustained stakeholder engagement. The article offers targeted recommendations for legislative amendment, regulatory development, and equity sensitive implementation.

Development-driven Policy Towards Transformation of Nigerian Society in Social Science Education

Social science education plays a vital role in shaping responsible citizenship and fostering national development. However, in Nigeria, the effectiveness of education policies in achieving these goals remains questionable. Despite ongoing reforms, gaps persist in policy implementation, stakeholder engagement, and the practical relevance of the curriculum. This study addresses these gaps by assessing the extent to which development-driven education policies contribute to societal transformation through social science education. The primary objectives were to examine the alignment of current policies with national development goals, evaluate the impact of social science education on learners, and identify challenges affecting effective policy implementation. A descriptive survey design was employed, using a structured questionnaire administered to 150 purposively selected stakeholders, including teachers, curriculum developers, and policy officers across three geopolitical zones. Data were analyzed using descriptive statistics such as frequencies, percentages, and mean scores. Key findings revealed that while policies generally support national goals and promote civic learning, critical thinking, and unity, challenges such as inadequate teacher training, poor infrastructure, outdated curricula, and limited stakeholder involvement significantly hinder their implementation. Moreover, a gap remains between theoretical instruction and practical application in real-life contexts. The implications of these findings emphasize the need for increased investment in teacher development, curriculum reform, infrastructure improvement, and more inclusive policy-making processes. Strengthening communication between researchers and policymakers is also crucial for evidence-based reforms. This study contributes to policy discourse and provides a foundation for future research aimed at enhancing the transformative role of social science education in Nigeria

Nigeria Digital Economy Policy Reform in Education: A Qualitative Analysis of Equity, Access, and Learning Disparities

Background and Aims: Nigeria's National Digital Economy Policy for Development (NDEPD) 2020–2030 positions digital literacy as a strategic driver of educational transformation and national development. However, persistent inequalities in infrastructure, digital access, and institutional capacity continue to impede equitable implementation, particularly for marginalized populations. This study examines the extent to which the NDEPD promotes equitable access, educational inclusion, and learning opportunities, while assessing the institutional and financial feasibility of its implementation across Nigeria's decentralized education system. Methodology: A qualitative policy document review was conducted using Braun and Clarke's six-phase thematic analysis framework. Evidence was synthesized from national policy documents, government statistics, peer-reviewed literature, and reports from international organizations and civil society. Source selection followed a PRISMA-ScR-informed screening process, while Digital Divide Theory and the Capability Approach provided the analytical framework for interpreting patterns of access, use, and educational outcomes. Results: The findings indicate that although the NDEPD provides a comprehensive policy vision, implementation remains constrained by inadequate digital infrastructure, limited internet connectivity, insufficient ICT teacher preparation, fragmented institutional coordination, and persistent gender, disability, rural–urban, and socioeconomic disparities. These structural barriers prevent equitable participation in digital learning and disproportionately exclude vulnerable learners from the intended benefits of digital education reform. The analysis further demonstrates that teacher capacity development and sustainable governance mechanisms are more critical to educational outcomes than technology provision alone. Conclusion: The study concludes that achieving equitable digital transformation in Nigerian education requires a shift from infrastructure-centred implementation toward an equity-driven strategy prioritizing teacher professional development, inclusive policy design, coordinated governance, and sustained public investment. Without these reforms, the NDEPD is unlikely to achieve its objective of delivering inclusive and high-quality digital education nationwide.