Teachers' perceptions of learning design recommendations

Eleni Zalavra, K. Papanikolaou, Y. Dimitriadis, C. Sgouropoulou
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Abstract

The uptake of personalised approaches in education apart from students' learning needs should also involve teachers' needs. This paper addresses the understudied topic of integrating a Recommender System (RS) in a Learning Design (LD) environment as a means to personalise the support offered to teachers for designing learning. We present a study in a teacher education context, collecting teachers' perceptions of learning design recommendations to explore the recommendation form and method that teachers value while designing. Our findings point out teachers' appreciation of an LD environment integrating a macro form of recommending entire learning designs alike learning objects in online educational repositories. They also favour complementing the macro with a micro form that supports the LD process by recommending specific elements within a learning design. Our study indicates the need for a hybrid recommendation method appropriately filtering a learning design's context and evaluation. Also, this research justifies the need to integrate an RS in an LD environment, reporting as teachers' anticipated benefits (i) stimulating the initiation of designing for learning, (ii) advancing their LD practice by conceiving new design ideas, and (iii) providing a means of developing their LD experience effectively. The anticipated challenges point out the requirement of an RS that provides appropriate recommendations and the high need to cultivate teachers' LD knowledge and mindset towards employing LD environments and RSs effectively.
教师对学习设计建议的看法
在教育中采用个人化方法,除了应顾及学生的学习需要外,亦应顾及教师的需要。本文讨论了在学习设计(LD)环境中集成推荐系统(RS)作为为教师设计学习提供个性化支持的手段这一尚未得到充分研究的主题。本研究以教师教育为背景,收集教师对学习设计建议的看法,探讨教师在设计过程中所重视的推荐形式和方法。我们的研究结果指出,教师对集成了在线教育存储库中学习对象的整体学习设计的宏观形式的LD环境的欣赏。他们还喜欢用微观形式来补充宏观形式,通过推荐学习设计中的特定元素来支持LD过程。我们的研究表明,需要一种混合推荐方法来适当地过滤学习设计的背景和评估。此外,本研究证明了将RS整合到LD环境中的必要性,报告了教师预期的好处(i)刺激为学习而设计的开始,(ii)通过构思新的设计理念来推进他们的LD实践,以及(iii)提供有效发展他们的LD经验的手段。预期的挑战指出,教师学习报告必须提供适当的建议,而培养教师学习报告的知识和心态,以有效地使用学习报告环境和学习报告。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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