Pieta Sikström , Chiara Valentini , Anu Sivunen , Tommi Kärkkäinen
{"title":"Pedagogical agents communicating and scaffolding students' learning: High school teachers' and students' perspectives","authors":"Pieta Sikström , Chiara Valentini , Anu Sivunen , Tommi Kärkkäinen","doi":"10.1016/j.compedu.2024.105140","DOIUrl":null,"url":null,"abstract":"<div><p>Pedagogical agents (PAs) communicate verbally and non-verbally with students in digital and virtual reality/augmented reality learning environments. PAs have been shown to be beneficial for learning, and generative artificial intelligence, such as large language models, can improve PAs' communication abilities significantly. K-12 education is underrepresented in learning technology research and teachers' and students' insights have not been considered when developing PA communication. The current study addresses this research gap by conducting and analyzing semi-structured, in-depth interviews with eleven high school teachers and sixteen high school students about their expectations for PAs' communication capabilities. The interviewees identified relational and task-related communication capabilities that a PA should perform to communicate effectively with students and scaffold their learning. PA communication that is simultaneously affirmative and relational can induce immediacy, foster the relationship and engagement with a PA, and support students' learning management. Additionally, the teachers and students described the activities and technological aspects that should be considered when designing conversational PAs. The study showed that teachers and students applied human-to-human communication scripts when outlining their desired PA communication characteristics. The study offers novel insights and recommendations to researchers and developers on the communicational, pedagogical, and technological aspects that must be considered when designing communicative PAs that scaffold students’ learning, and discusses the contributions on human–machine communication in education.</p></div>","PeriodicalId":10568,"journal":{"name":"Computers & Education","volume":"222 ","pages":"Article 105140"},"PeriodicalIF":8.9000,"publicationDate":"2024-08-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0360131524001544/pdfft?md5=c520da576e95149eec31f7a64f9033d2&pid=1-s2.0-S0360131524001544-main.pdf","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Computers & Education","FirstCategoryId":"95","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0360131524001544","RegionNum":1,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS","Score":null,"Total":0}
引用次数: 0
Abstract
Pedagogical agents (PAs) communicate verbally and non-verbally with students in digital and virtual reality/augmented reality learning environments. PAs have been shown to be beneficial for learning, and generative artificial intelligence, such as large language models, can improve PAs' communication abilities significantly. K-12 education is underrepresented in learning technology research and teachers' and students' insights have not been considered when developing PA communication. The current study addresses this research gap by conducting and analyzing semi-structured, in-depth interviews with eleven high school teachers and sixteen high school students about their expectations for PAs' communication capabilities. The interviewees identified relational and task-related communication capabilities that a PA should perform to communicate effectively with students and scaffold their learning. PA communication that is simultaneously affirmative and relational can induce immediacy, foster the relationship and engagement with a PA, and support students' learning management. Additionally, the teachers and students described the activities and technological aspects that should be considered when designing conversational PAs. The study showed that teachers and students applied human-to-human communication scripts when outlining their desired PA communication characteristics. The study offers novel insights and recommendations to researchers and developers on the communicational, pedagogical, and technological aspects that must be considered when designing communicative PAs that scaffold students’ learning, and discusses the contributions on human–machine communication in education.
教学代理(PA)在数字和虚拟现实/增强现实学习环境中与学生进行语言和非语言交流。事实证明,教学代理有利于学习,而生成式人工智能(如大型语言模型)可以显著提高教学代理的交流能力。K-12教育在学习技术研究中的代表性不足,在开发PA交流时也没有考虑教师和学生的见解。本研究针对这一研究空白,对 11 名高中教师和 16 名高中学生进行了半结构式深度访谈,了解他们对 PA 交流能力的期望,并对访谈内容进行了分析。受访者指出了助教应具备的关系沟通能力和与任务相关的沟通能力,以便与学生进行有效沟通并为他们的学习提供支架。同时具有肯定性和关系性的助教沟通可以引起即时性,促进与助教的关系和参与,并支持学生的学习管理。此外,教师和学生还介绍了在设计会话式课堂时应考虑的活动和技术方面的问题。研究表明,教师和学生在概述他们所期望的 PA 交流特点时,应用了人与人之间的交流脚本。这项研究为研究人员和开发人员提供了新的见解和建议,即在设计能够帮助学生学习的会话式课堂时必须考虑的交流、教学和技术方面的问题,并探讨了人机交流在教育中的贡献。
期刊介绍:
Computers & Education seeks to advance understanding of how digital technology can improve education by publishing high-quality research that expands both theory and practice. The journal welcomes research papers exploring the pedagogical applications of digital technology, with a focus broad enough to appeal to the wider education community.