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Game Learning Analytics: Learning Analytics for Serious Games

机译:游戏学习分析:严肃游戏的学习分析

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摘要

Video games have become one of the largest entertainment industries, and their power to capture the attention of players worldwide soon prompted the idea of using games to improve education. However, these educational games, commonly referred to as serious games, face different challenges when brought into the classroom, ranging from pragmatic issues (e.g. a high development cost) to deeper educational issues, including a lack of understanding of how the students interact with the games and how the learning process actually occurs. This chapter explores the potential of data-driven approaches to improve the practical applicability of serious games. Existing work done by the entertainment and learning industries helps to build a conceptual model of the tasks required to analyze player interactions in serious games (gaming learning analytics or GLA). The chapter also describes the main ongoing initiatives to create reference GLA infrastructures and their connection to new emerging specifications from the educational technology field. Finally, it explores how this data-driven GLA will help in the development of a new generation of more effective educational games and new business models that will support their expansion. This results in additional ethical implications, which are discussed at the end of the chapter.
机译:电子游戏已成为最大的娱乐产业之一,其吸引全世界玩家注意力的能力很快就催生了使用游戏来改善教育水平的想法。但是,这些教育游戏通常被称为严肃游戏,进入教室时会面临不同的挑战,从务实的问题(例如,高昂的开发成本)到更深的教育问题,包括对学生如何与学生互动等缺乏理解。游戏以及学习过程的实际发生方式。本章探讨了数据驱动方法在提高严肃游戏的实际适用性方面的潜力。娱乐和学习行业已完成的现有工作有助于为分析严重游戏(游戏学习分析或GLA)中玩家互动所需的任务建立概念模型。本章还描述了创建参考GLA基础结构的主要举措,以及它们与教育技术领域新兴规范之间的联系。最后,它探索了这种数据驱动的GLA将如何帮助开发更有效的新一代教育游戏和新的商业模型,以支持其扩展。这导致了其他道德隐含,将在本章末尾进行讨论。

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