Learning analytics have been argued as a key enabler to improving student learning at scale. Yet, despite considerable efforts by the learning analytics community across the world over the past decade, the evidence to support that claim is hitherto scarce, as is the demand from educators to adopt it into their practice. We introduce the concept of practicable learning analytics to illuminate what learning analytics may look like from the perspective of practice, and how this practice can be incorporated in learning analytics designs so as to make them more attractive for practitioners. As a framework for systematic analysis of the practice in which learning analytics tools and methods are to be employed, we use the concept of Information Systems Artifact (ISA) which comprises three interrelated subsystems: the informational, the social and the technological artefacts. The ISA approach entails systemic thinking which is necessary for discussing data-driven decision making in the context of educational systems, practices, and situations. The ten chapters in this book are presented and reflected upon from the ISA perspective, clarifying that detailed attention to the social artefact is critical to the design of practicable learning analytics.
翻译:然而,尽管过去十年世界各地学习分析界作出了相当大的努力,但支持这一主张的证据仍然很少,教育者要求将这一主张纳入其实践。我们引入了实用学习分析的概念,以说明学习分析从实践角度看似什么样,以及如何将这种做法纳入学习分析设计,使其对实践者更具吸引力。我们使用信息系统艺术(ISA)的概念作为系统分析使用分析工具和方法的做法的框架,这一概念由三个相互关联的子系统组成:信息、社会和技术手工艺。《信息系统艺术(ISA)》的方法包含系统思维,这是讨论教育系统、实践和情况中以数据为驱动的决策所必需的。这本书的十章从ISA的角度介绍和反映,澄清对社会艺术(ISA)的详细关注对于实际学习分析至关重要。