We explore how language development, and training informed by development, impact L2 students’ navigation of ethical collaboration with machine translation (MT). Our interdisciplinary approach integrated the Writing Studies’ concept of ‘ethical collaboration’ – an ethically guided interface between students and GenAI – with Applied Linguistics, which highlights the need to address GenAI/MT ethics and L2 language. We created a model synthesizing the “Student Guide to AI Literacy” (MLA, 2024) with a theory of L2 development. Data were collected by 1) an established protocol – direct writing in English, self-translation from the L1 and machine translation from the L1, 2) developmentally focused and acknowledgement training, and 3) post-editing of self-translation. An emergence (onset) criterion and frequencies measured written development and evaluation of MT output, frequencies measured monitoring after training and a statistical analysis measured impact of the training types. The analysis of development and evaluation demonstrated that development impacted un/ethical evaluation of MT output. The post-edits indicated that developmentally focused training encouraged ethical monitoring when development permitted and had more impact than acknowledgement training. We conclude that guidelines and training on ethical collaboration with GenAI should be informed by L2 development, not only GenAI literacy, and that research on this topic should continue.

We explore the design of the Writing Studies Tree prototype as an intervention in both writing studies and the study of academic genealogy. We articulate the many exigencies for the project and explain the design choices we have made in response. Finally, we argue for data-driven academic genealogy as a valuable framework for understanding how influence circulates within writing studies.

What methods do graduate students take up for their dissertation projects? This article shares findings from distant reading of 2,711 abstracts, suggesting that humanist approaches predominate within the Consortium of Doctoral Programs in Rhetoric and Composition, but not without some methodological pluralism. A large number of studies outside the consortium are also considered.

The Hub represents a departure from the way writing is usually conceived of and taught in Australia, in that it emphasizes writing as a discipline with a classical rhetorical framework. … Through preliminary longitudinal data from our Sydney Study of Writing as well as student interviews and program feedback, we demonstrate how and why a rhetorical approach best supports the development of student writing in multimodal contexts.