Scripted interventions versus reciprocal teaching in collaborative learning: A comparison of pedagogical and teachable agents using a cognitive architecture
{"title":"Scripted interventions versus reciprocal teaching in collaborative learning: A comparison of pedagogical and teachable agents using a cognitive architecture","authors":"Yugo Hayashi , Shigen Shimojo , Tatsuyuki Kawamura","doi":"10.1016/j.learninstruc.2024.102057","DOIUrl":null,"url":null,"abstract":"<div><h3>Background</h3><div>From a social constructivist viewpoint, collaborative learning—where learners engage through explanatory activities—is deemed effective. Research on computer-supported collaborative learning explored effective scaffolding provisions during learner interactions, revealing both the positive and negative effects of pedagogical interventions.</div></div><div><h3>Aims</h3><div>We posit that tutor interventions using a pedagogical conversational agent through scripted pedagogy can enhance collaborative learning. Learning-science studies have shown that reciprocal teaching between learners can improve their learning performance. Method superiority, implementation, and effects of combining scripted and reciprocal teaching strategies were investigated.</div></div><div><h3>Sample</h3><div>Participants comprised 134 university students.</div></div><div><h3>Methods</h3><div>We created a collaborative-learning environment wherein learner pairs utilized concept maps to elucidate psychological concepts, and the analysis employed a 2 × 2 between-subject factorial design. Based on the notions derived in previous studies on metacognitive reflections and learning-by-teaching, we examined two agent types: a virtual teacher (pedagogical agent) providing metacognitive reflections through scripts (scripted condition) and a virtual student (teachable agent) generating knowledge from concept maps created collaboratively by learners (reciprocal condition).</div></div><div><h3>Results</h3><div>Although both scripted and reciprocal teaching improved learning performance, scripted learning further enhanced the collaborative process; however, the effectiveness of combining these methods was only partially evident. A synergistic effect emerged through the generation of concept-map links, suggesting that mutual learning with reciprocal interactions among virtual students is as beneficial as scripted methods. The integration of these methods further enhances the learning process.</div></div><div><h3>Conclusions</h3><div>This study provides valuable insights for advancing the use of artificial intelligence in developing collaborative-learning support systems, particularly for integrating different scaffolding methods.</div></div>","PeriodicalId":48357,"journal":{"name":"Learning and Instruction","volume":"96 ","pages":"Article 102057"},"PeriodicalIF":4.7000,"publicationDate":"2025-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Learning and Instruction","FirstCategoryId":"95","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0959475224001841","RegionNum":1,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"EDUCATION & EDUCATIONAL RESEARCH","Score":null,"Total":0}
引用次数: 0
Abstract
Background
From a social constructivist viewpoint, collaborative learning—where learners engage through explanatory activities—is deemed effective. Research on computer-supported collaborative learning explored effective scaffolding provisions during learner interactions, revealing both the positive and negative effects of pedagogical interventions.
Aims
We posit that tutor interventions using a pedagogical conversational agent through scripted pedagogy can enhance collaborative learning. Learning-science studies have shown that reciprocal teaching between learners can improve their learning performance. Method superiority, implementation, and effects of combining scripted and reciprocal teaching strategies were investigated.
Sample
Participants comprised 134 university students.
Methods
We created a collaborative-learning environment wherein learner pairs utilized concept maps to elucidate psychological concepts, and the analysis employed a 2 × 2 between-subject factorial design. Based on the notions derived in previous studies on metacognitive reflections and learning-by-teaching, we examined two agent types: a virtual teacher (pedagogical agent) providing metacognitive reflections through scripts (scripted condition) and a virtual student (teachable agent) generating knowledge from concept maps created collaboratively by learners (reciprocal condition).
Results
Although both scripted and reciprocal teaching improved learning performance, scripted learning further enhanced the collaborative process; however, the effectiveness of combining these methods was only partially evident. A synergistic effect emerged through the generation of concept-map links, suggesting that mutual learning with reciprocal interactions among virtual students is as beneficial as scripted methods. The integration of these methods further enhances the learning process.
Conclusions
This study provides valuable insights for advancing the use of artificial intelligence in developing collaborative-learning support systems, particularly for integrating different scaffolding methods.
期刊介绍:
As an international, multi-disciplinary, peer-refereed journal, Learning and Instruction provides a platform for the publication of the most advanced scientific research in the areas of learning, development, instruction and teaching. The journal welcomes original empirical investigations. The papers may represent a variety of theoretical perspectives and different methodological approaches. They may refer to any age level, from infants to adults and to a diversity of learning and instructional settings, from laboratory experiments to field studies. The major criteria in the review and the selection process concern the significance of the contribution to the area of learning and instruction, and the rigor of the study.