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Research . 2026
License: CC BY
Data sources: Datacite
ZENODO
Research . 2026
License: CC BY
Data sources: Datacite
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AI-Supported Feedback in English for Specific Purposes (ESP): Designing a Pedagogically Guided Automated System with N8N and AI in Higher Education

Authors: Piqueras-Pérez, Maria; Ros-Mayor, Jordi;

AI-Supported Feedback in English for Specific Purposes (ESP): Designing a Pedagogically Guided Automated System with N8N and AI in Higher Education

Abstract

This study investigates the use of artificial intelligence (AI) to support written feedback in English for Specific Purposes (ESP) in higher education through a pedagogically guided automated system developed with n8n and AI tools. Implemented in a B2-level university course, the system integrated a teacher-designed rubric aligned with CEFR criteria to provide immediate, structured feedback on students’ written texts. Results show a high degree of alignment between AI-generated feedback and teachers’ assessments, particularly in grammar, vocabulary, and textual coherence. Students reported positive perceptions of the feedback’s clarity, usefulness, and motivational impact, while teachers observed a significant reduction in correction time without loss of formative quality. The experience also encouraged critical reflection on the ethical and pedagogical implications of AI in assessment. The study demonstrates that AI, when embedded within a pedagogically controlled framework, can enhance formative assessment, support student autonomy, and complement rather than replace teacher judgment, offering a transferable model for higher education.

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Keywords

AI, Written corrective feedback, Higher education, Feedback, N8N

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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