Guidelines & boundaries; examples of effective, ineffective & inappropriate use; and commitments to fidelity, transparency, explainability & stewardship — to help staff and administrators lead the use of AI with intention.
Tony Frontier, PhD © 2026
Guidelines describe what staff should do to ensure AI use is effective, intentional, and aligned to professional purpose. Staff are expected to be transparent about how AI contributes to their work and accountable for its accuracy, with fidelity to the priorities and policies that guide effective teaching and effective school leadership.
Examples of Guidelines for Effective AI Use: Staff · Part 1 of 2 — © Tony Frontier, PhD & the AI Center for Effective Teaching & Learning, 2026.
Boundaries define what staff must not do to ensure AI use is safe, legally compliant, and aligned to professional obligations. Staff are accountable for ensuring that AI tools are never used in ways that compromise privacy, integrity, stewardship, or trust.
Examples of Boundaries for Effective AI Use: Staff · Part 2 of 2 — © Tony Frontier, PhD & the AI Center for Effective Teaching & Learning, 2026.
Effective AI use by staff and administrators rests on four shared commitments. The columns below compare what effective, ineffective, and inappropriate use look like in practice.
Does this align to board policies and school improvement priorities? Have I reviewed AI output for accuracy and appropriateness? Have I documented my AI use? Can I explain any AI-generated output? Does my AI use reflect my stewardship obligations?
Effective, Ineffective & Inappropriate Staff Use — © Tony Frontier, PhD & the AI Center for Effective Teaching & Learning, 2026.
The four commitments at the heart of effective AI use, with examples of questions to plan and reflect. Default expectation: AI use is aligned & intentional.
“I ensure communications and decisions align resources, needs, and strategies with strategic priorities and goals.”
“I document my AI use, including tools and prompts. I ensure the accuracy and appropriateness of any AI resources or output.”
“I can explain any AI-generated content and can justify my rationale for how output or resources are accurate and effective.”
“I ensure any AI output or use is fiscally responsible, aligned to policy, and aligned to long-term student, community, and institutional goals.”
Core Commitments for Administrators & Staff — © Tony Frontier, PhD & the AI Center for Effective Teaching & Learning, 2026.