Who’s Behind the Feedback? Students’ Use of AI and Perceived Feedback Usefulness When the Evaluator May Be Human or AI

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JUHAŇÁK Libor ŠTOLFOVÁ Veronika ŘIČICOVÁ Monika

Rok publikování 2026
Druh Stať ve sborníku
Konference International Conference on Artificial Intelligence in Education
Fakulta / Pracoviště MU

Filozofická fakulta

Citace
www https://link.springer.com/chapter/10.1007/978-3-032-29770-9_66#citeas
Doi https://doi.org/10.1007/978-3-032-29770-9_66
Klíčová slova artificial intelligence in education; AI feedback; AI vs human
Popis This study examines university students’ use of generative artificial intelligence (GenAI) in academic writing assignments and their perceptions of feedback usefulness when feedback may have been provided by either a human or an AI evaluator. The study was conducted in an introductory academic writing course in which 46 students completed ten assignments during one semester. Before the course, students completed a questionnaire capturing AI-related learner characteristics and self-regulated learning. After each assignment, they reported whether they had used AI tools and how useful they found the feedback. Throughout the semester, students received feedback from either a human or an AI evaluator, but were not informed about the source. To address the longitudinal structure of the data, we estimated mixed-effects models. We examined (1) which factors were associated with assignment-level AI use and (2) whether perceived feedback usefulness varied according to feedback source, assignment-level AI use, and learner characteristics. The results showed that prior AI use in study contexts, AI dependency, and self-regulated learning in AI-mediated interaction predicted assignment-level AI use. Perceived feedback usefulness was generally positive and did not differ by feedback source, except that students with more positive attitudes toward AI evaluated AI-generated feedback more favorably.

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