This developing research program asks what happens when academic participation becomes contingent on performing institutionally recognizable forms of English—and when AI-generated polish begins to feel like protection from judgment.
When sounding legitimate becomes part of belonging
Writers do not encounter expectations of fluency, correctness, and professionalism as neutral technical standards. Those expectations can shape whether a person believes their ideas will be taken seriously, whether struggle can remain visible, and whether their language marks them as someone who belongs.
For multilingual, immigrant, and first-generation writers, AI feedback and linguistic polishing may therefore carry more than convenience. They can offer privacy, reassurance, and access while also creating pressure to standardize voice or conceal the labor of negotiating language and institutional expectations.
The Price of Sounding Like You Belong
The Price of Sounding Like You Belong: Generative AI Feedback, English Insecurity, and Shame Rhetorics in Multilingual Writing is a conceptual chapter project in development. It examines how institutional expectations of fluency, correctness, and academic legitimacy can make AI-generated polish feel safer than visible uncertainty.
The project is interested in the relationship among linguistic legitimacy, shame, professionalism, private AI feedback, and the conditions that make delegation feel safer than struggle. It does not begin from the assumption that all AI assistance is harmful or that all linguistic support functions in the same way. Instead, it asks what writers are trying to protect, what forms of judgment they anticipate, and which rhetorical decisions remain theirs.
Beyond “Make It Sound Professional”
Beyond “Make It Sound Professional”: Preserving Multilingual Rhetorical Agency in AI-Assisted Professional Communication is a developing proposal concerned with AI-mediated professionalism. Requests to make writing “sound professional” may appear simple, but professionalism is shaped by institutional histories, audiences, genres, power, and narrow expectations of credible language.
The project asks how polishing tools may flatten rhetorical difference, standardize voice, or reinforce the idea that credibility requires distance from a writer’s existing linguistic identity. It also asks how writers and instructors can preserve access to support while making choices, tradeoffs, and accountability visible.
Preserving access without erasing agency
The research is guided by a refusal of two easy positions: that unassisted writing is always more authentic, or that frictionless assistance is automatically empowering. Writers may need support, privacy, translation, editing, or feedback. The ethical question is how those forms of assistance are designed and interpreted.
- Distinguish language support from wholesale delegation.
- Attend to the institutional pressures that make polish feel necessary.
- Preserve a writer’s ability to explain, revise, and contest changes.
- Avoid treating one standardized English as the only credible voice.
- Make accessibility part of responsible design rather than an exception.
A research program still being clarified
This work remains in development. Current activity involves refining questions, claims, ethical boundaries, source relationships, and conceptual architecture. The page documents the direction of the inquiry; it does not claim completed findings or a finished empirical study.