# Responsible AI Governance: A Review and Research Framework

> A scoping review of 48 studies synthesizes responsible AI governance into a three-layer framework: antecedents (societal norms, org values, principles), governance practices (structural, procedural, relational), and effects on AI products and social evaluation. The central finding is that most organizations have principles but no operational practices to back them up.

Canonical URL: https://kravhal.kcsatish.com/insights/week-36
Edition: Week 21 · July 2026
Tags: AI Governance, Responsible AI, Ethics
Reading time: 8 min read

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This is a mirror of an article first published in the AI & Automation Chronicle.

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