The scholarship behind GPF asks what student work can tell us, what instructors need to judge it, and how colleges can learn from those judgments. Published articles, accepted work, and developing research are identified separately below.

Start with the classroom

“Four Questions to Ask Before You Grade This Fall” · Faculty Focus, September 9, 2026.

“A Grading Method for People with No Time to Spare” · Academe Blog, September 15, 2026.

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.

Good judgment requires more than an instructor’s expertise. Colleges must provide well-designed assignments, time to talk with students, room for professional judgment, and opportunities for colleagues to examine that judgment.

It also addresses fairness: when to stop asking for more evidence, and why uncertainty about learning is not itself evidence of misconduct. The article offers a framework and examples for faculty development.

In editorial review · Journal of General Education

When does learning extend beyond the assignment?

“How General Education Knows: From Student Work to Defensible Claims” asks whether students can use what they have learned beyond a particular assignment. Knowing who completed the work does not settle that question.

Can students use the same skill when the task, setting, or available help changes—or some time has passed? The article calls the judgment that they can “evidentiary portability.” That judgment remains open to revision. A new task must still assess the skill the instructor intends to examine.

Scholarly work in development

What connects the product to the learner?

A polished essay tells us something about the writing. What does it tell us about the writer? Roger Ochse’s developing scholarship asks how instructors can judge what students understand and can do when AI may have helped produce their work.

One approach is to look beyond the finished assignment. An instructor might ask a student to explain an important choice, apply an idea to a new example, or revise a passage in response to a question. Each can offer evidence of learning, but no single activity tells the whole story.

The larger question is straightforward: what should a grade or degree tell us about the person who earned it? This work extends the Green Pen Framework’s emphasis on human judgment from individual assignments to the promises colleges make about student learning.

Where the five steps fit

GPF brings these questions into everyday teaching. An instructor focuses the feedback, names an idea the student can use again, and asks for an action that helps reveal what the student understands.

Recurring patterns also raise questions about the assignment. The instructor’s record gives course leaders something concrete to examine.

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

Literature and civic life

The Civic Literature of Walt Whitman (Chiesman Foundation for Democracy, 2004) reflects Roger’s longer inquiry into literature and public life. It is included in a Yale–New Haven Teachers Institute curriculum bibliography.