Study Finds AI Platform Ethics Discourses Construct Algorithmic Governmentality

A critical discourse analysis published in Frontiers in Education examines how the ethical frameworks of leading generative AI platforms discursively position student writing and redistribute epistemic authority in higher education. The study investigates the construction of normative subjects and the functions performed by governance discourses. By analyzing publicly available ethical and governance documents from nine widely used AI platforms and one contextual state-regulatory text, the researchers explore the mechanisms through which these platforms shape academic behavior and authorship.

The research team conducted a critical discourse analysis using versions of the documents retrieved on 1 October 2026. Guided by three specific research questions, the analysis drew on an integrated theoretical framework combining posthumanism, sociomateriality, Foucauldian governmentality, and the ethics of care. This framework was operationalized through Fairclough's three-dimensional model. The study aims to understand what kind of “ethical academic subject” these documents construct and how their governance discourses perform specific functions within the educational landscape.

The analysis reveals that these frameworks discursively construct students as hybrid cognitive agents. This construction characterizes students as simultaneously empowered by augmentation and disciplined by algorithmic oversight. The researchers identify six interlocking discursive formations within the analyzed documents: safety governance, academic integrity regulation, transparency as an epistemic virtue, human-machine augmentation, platform procedural accountability, and relational responsibility. These formations are argued to function not as neutral ethical guides, but as a powerful layer of discursively constituted algorithmic governmentality that influences student conduct and academic output.

The authors argue that platform ethics is discursively positioned to reshape academic authorship and to conduct student behavior through regimes of corporate and state-aligned governance. This positioning suggests that the ethical vocabularies used by these platforms serve to legitimize their authority while maintaining corporate discretion. The asymmetry between aspirational corporate commitments and directive user obligations is consistent with what the literature terms “ethics-washing”: ethical vocabulary that performs legitimacy while preserving corporate discretion, identified as a discursive function rather than a demonstrated corporate motive.

As a theoretical proposition for future empirical testing, the study suggests that such regimes may leave limited spaces for tactical student agency. By conceptualizing platform policies as claims to educational governing authority, the researchers expose the tensions between empowerment and control embedded in AI-mediated writing. The study argues for critical platform literacy as an essential response to this parallel governance regime.

Subject of Research: Critical discourse analysis of ethical frameworks in generative AI platforms and their impact on student authorship in higher education.

Article Title: Governing the hybrid writer: ethics-washing discourse and algorithmic governmentality in academic AI platforms

Article References: Slimi, Z., Martínez-González, J. M., Bilbao-Aiastui, E., & Cuesta-Sáez-de-Tejada, J.-D. (2026). Governing the hybrid writer: ethics-washing discourse and algorithmic governmentality in academic AI platforms. Frontiers in Education, 11, Article 1953367. https://doi.org/10.3389/feduc.2026.1953367

Image Credits: AI Generated

DOI: 10.3389/feduc.2026.1953367

Keywords: generative AI, higher education, critical discourse analysis, algorithmic governmentality, ethics-washing, platform governance, hybrid authorship, posthumanism, academic integrity, student agency, Governing, hybrid