Transfer of Learning mediated by artificial intelligence

This conceptual paper examines the role of artificial intelligence (AI) in facilitating learning transfer, with a focus on metacognitive processes, the assistance dilemma, and the need for a taxonomy of far transfer. It reviews key literature (Perkins & Salomon, 1999; Lehn, 2011; Koedinger & Aleven, 2007; Barnett & Ceci, 2002) and analyzes how AI-mediated scaffolding, feedback granularity, and personalization can influence near and far transfer. The paper also discusses the interaction plateau, the balance between support and autonomy, and proposes new research lines for AI in education. Originally presented at EDUEMER 2025 (Seville, Spain). Keywords: learning transfer, artificial intelligence in education, metacognition, assistance dilemma, far transfer taxonomy, intelligent tutoring systems

Authors

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-19
DOI
https://doi.org/10.5281/zenodo.20289112
Primary Topic
Intelligent Tutoring Systems and Adaptive Learning
Type
preprint
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
preprint

Transfer of Learning mediated by artificial intelligence

Diana Salomé Gayol
Zenodo (CERN European Organization for Nuclear Research)
Intelligent Tutoring Systems and Adaptive Learning
preprint

Transfer of Learning mediated by artificial intelligence

Diana Salomé Gayol
preprint en

Abstract

This conceptual paper examines the role of artificial intelligence (AI) in facilitating learning transfer, with a focus on metacognitive processes, the assistance dilemma, and the need for a taxonomy of far transfer. It reviews key literature (Perkins & Salomon, 1999; Lehn, 2011; Koedinger & Aleven, 2007; Barnett & Ceci, 2002) and analyzes how AI-mediated scaffolding, feedback granularity, and personalization can influence near and far transfer. The paper also discusses the interaction plateau, the balance between support and autonomy, and proposes new research lines for AI in education. Originally presented at EDUEMER 2025 (Seville, Spain). Keywords: learning transfer, artificial intelligence in education, metacognition, assistance dilemma, far transfer taxonomy, intelligent tutoring systems

Zenodo (CERN European Organization for Nuclear Research)
Instituto Universitario de Ciencias de la Salud - Fundación Héctor A. Barceló (AR)
Quality Education
Intelligent Tutoring Systems and Adaptive Learning
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.