Feedback-Only AI for Writing Instruction: A Constrained-Generative Tool That Preserves Authorship
This study evaluates a “feedback-only,” constrained-generative AI tool designed to support revision without generating or rewriting student text. StoryCoach was developed for a business communication elective and grounded in cognitive apprenticeship with principles of feedback literacy. The tool generated structured feedback: one strength, one opportunity, and one reflective question per submission. Analysis of 57 paired drafts showed significant gains in feature-specific rhetorical execution, with vividness as the primary quantitative indicator (Cohen’s d = 1.39), supported by independent reader judgments and student reflections. Findings demonstrate that constrained-generative AI can function as a pedagogical partner that strengthens rhetorical awareness and preserves authorship integrity.
Authors
- Heidi Schultz
Institutions
- University of North Carolina at Chapel Hill (US)
Publication Details
- Journal
- Business and Professional Communication Quarterly
- Published
- 2026-02-26
- DOI
- https://doi.org/10.1177/23294906251414835
- Primary Topic
- Artificial Intelligence in Healthcare and Education
- Type
- article
- Field-Weighted Citation Impact
- 0.00