Skip to content

From Practice to Classroom: AI in Public Procurement Education and Management

Aug 2026 · Journal of Public Affairs Education · 0 citations · 36 references

TL;DR

A step-by-step instructional guide for educators to facilitate iterative prompting using AI tools within a human-in-the-loop governance framework, demonstrating real-world AI integration in public service delivery.

Abstract

Governments are beginning to see artificial intelligence (AI) as a way to boost productivity and knowledge, including in procurement, a core function of public service delivery. Drawing on the experience of Murray City, Utah’s early adoption of generative AI in request for proposals (RFP) development, and insights from prior literature, we highlight lessons for students and practitioners. We provide a step-by-step instructional guide for educators to facilitate iterative prompting using AI tools within a human-in-the-loop governance framework, demonstrating real-world AI integration in public service delivery. In aligning these lessons with public procurement practices, we focus on AI’s ability to function as an improvisational thought partner that augments human intelligence when practitioners face extreme time constraints, critical staffing shortages, competing responsibilities within the task environment, and an unprecedented scope of demands. Implications for public values and pedagogy are discussed.

View source

Similar papers

Instructional Governance by Design: A Framework for AI in Computing Education

This work argues for instructional governance by design: governance should be encoded in a teaching tool's interaction model, constraints, and workflow, and introduces a multidimensional framework that characterizes AI teaching tools through pedagogical grounding, AI instructional authority, and human accountability an...

Ethan Dickey · 0 citations
Open access Aug 2026

AI Competencies for Teaching: From Conceptual Frameworks to Enacted Practices

This paper argues that clarifying AI competencies for teaching requires more than listing skills: it requires a coherent account of what these competencies involve, how they are enacted in practice, and what evidence can support teacher learning and professional judgment over time.

Teresa M. Ober, Caitlin Tenison, Geoffrey Phelps et al. · 0 citations
Open access 2026

Prompts to Practice: A Pedagogical Framework for Human-Centered AI Engagement

The Instructional Model for Human-Centered Generative AI Engagement is introduced, a pedagogical framework designed to help faculty guide students in engaging with generative AI as a thinking partner rather than a shortcut.

A. Miles, Paige Haber-Curran, Khalid H. Arar · 0 citations
Open access 2026

AI and Agency: Policy as Problem Posing in the Introductory Communication Studies Classroom

It is argued that surveillance-oriented AI policies reinforce a banking model of education, foreclosing substantive engagement with students about the ethical, relational, and epistemic implications of AI use.

Deanna L. Fassett, Nancy S. Park · 0 citations
Open access Aug 2026

Attitudes on AI Adoptions: Input to Policy Formulation

It is recommended to develop a context-specific national policy framework that provides reasonable and balanced governance and regulation over the development, implementation and use of AI technologies within the Philippines' system of higher education.

Ramil Santos · 0 citations
Review Open access Aug 2026

Posthuman Learning in the Age of AI: Rethinking Agency, Knowledge, and Policy in Architectural Education

A policy-oriented posthuman framework for interpreting AI integration in architectural pedagogy and translating it into responsible design education principles is developed, which clarifies the theoretical relevance of posthuman pedagogy for AI-supported architectural education.

Ha-Kan Tong, Ayşegül Kıdık, Sema Alaçam · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.