Accepted · Journal of Faculty Development

What makes faculty judgment possible?

“Cultivating Evaluative Sovereignty Under AI Acceleration: A Faculty Development Framework for the Assessment of Student Learning” is accepted and scheduled for volume 41, number 3, September 2027.

The article examines faculty authority as an institutional responsibility. Expertise needs conditions in which it can be exercised, explained, and challenged: appropriate assessment design, room for interpretive judgment, supported student exchanges, and professional review.

Its six components address process evidence, rubric design, reflective AI disclosure, recurring instructor–student exchanges, collegial examination of reasoning, and platform constraints. A four-session faculty-development sequence produces concrete work for participants to use and review. Equity safeguards and stopping rules limit additional questioning and distinguish an unsupported learning claim from an allegation of misconduct.

This is a conceptual and practical faculty-development framework with design illustrations. Acceptance does not establish its effectiveness in use.

In editorial review · Journal of General Education

When does learning extend beyond the assignment?

“How General Education Knows: From Student Work to Defensible Claims” examines what justifies an institution’s broader claims about student capability. Even knowing who produced a submission would leave this question open.

The article develops evidentiary portability: a provisional judgment that a capability remains available when conditions relevant to the outcome change. Repeating similar tasks provides different evidence from performing across changes in context, time, purpose, or assistance. Faculty must also check that the changed task still tests the intended capability.

The argument draws on validity and transfer scholarship and uses analytical reading and quantitative reasoning as illustrations. It proposes a way to test the reach of general-education claims; it does not report an empirical study of transfer or validate the five-step method across disciplines.

Scholarly work in development

What connects the product to the learner?

A developing writing-assessment argument examines textual authority: the grounds for inferring a person’s capabilities from a submitted artifact. Human–AI collaboration makes it especially important to specify which judgment the student exercised and what the institution intends to certify.

The proposed direction is evidentiary assurance: using appropriate corroborating observations to support a particular claim, with explicit limits on what they establish. This work is being reconstructed around the relationship among artifact, claim, warrant, and conditions. It is a developing argument, not an accepted publication or a completed validation study.

Where the five steps fit

The GPF method is a classroom practice informed by this inquiry. Focused feedback, a principle the student can use again, and an action the instructor can examine create an occasion for judgment. The method remains flexible; the broader scholarship asks what those judgments warrant and what institutions must provide to support them.

The five classroom steps and the JFD article’s six faculty-development components operate at different levels. One guides an instructional response. The other addresses the professional development and institutional conditions that make accountable responses possible.

Explore the five-step method or read the practice case.

What remains to be tested

The public case documents an intervention in Roger Ochse’s writing instruction. It shows how a response was chosen and interpreted; it does not establish comparative effectiveness. The proposed next step is a bounded application by another instructor.

That inquiry would examine whether the method helps an instructor notice an alternative explanation, choose a better-supported action, reconsider a conclusion, or recognize a problem beyond the instructor’s authority. It would also examine student responses and the time required. A useful test must allow the possibility that the method adds little or needs revision.

The scholarship already addresses institutional and general-education questions. The effectiveness of the practical method across instructors and disciplines requires separate evidence. These are connected but distinct claims.