TL;DR
A structured synthesis of implementation practices drawn from documented civic AI deployments across multiple regions, organised around seven principle areas that recur in leading ethics frameworks are offered.
This paper analyzes five influential documents representing the broad field of AI ethics as a ‘sociotechnical imaginary’: a collectively held, institutionalized, and publicly performed vision of the future and outlines alternative pathways toward historically, geographically, and politically situated forms of ethics.
This Policy and Practice Review concludes that AI-enabled administration remains legitimate only where public authorities retain the capacity to understand, justify, correct, suspend and democratically control the systems they use.
The analysis shows how governments and higher education institutions are implementing global standards in practice in ways relevant to their local contexts and leads to five priority recommendations for policymakers and higher education leaders.
By showing that AI use intensifies rather than replaces human judgment, the study underscores the continued centrality of human responsibility in public decision-making and suggests that effective AI governance requires a shift from restrictive, compliance-focused approaches towards enabling and adaptive strategies.
The rapid diffusion of artificial intelligence (AI) across organisational and societal settings has heightened concerns about accountability, transparency, and ethical oversight. Existing governance mechanisms, including regulation and principle-based ethics frameworks, often struggle to address the scale, opacity, and...
Tanzania needs a context-aware, risk-based regulatory strategy that builds on current legal and institutional structures while incorporating AI-specific safeguards aligned with the risks of different AI applications to benefit from AI development while safeguarding fundamental rights and fostering responsible, safe, an...
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