隐私和分析:这是一个微妙的问题,值得信赖的学习分析的清单

H. Drachsler, W. Greller
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引用次数: 219

摘要

学习分析(LA)和教育数据挖掘(EDM)的广泛采用最近有些停滞不前,在一些突出的案例中,由于政府、利益相关者和民权组织对个人数据处理中适用的隐私和道德的担忧,甚至出现了逆转。在这个正在进行的讨论中,恐惧和现实常常难以区分地混淆在一起,导致学习分析的潜在受益者产生不确定的气氛,也导致机构管理者犹豫不决,他们的目标是通过实施数据和分析来创新他们机构的学习支持,以提高学生的成功。在本文中,我们试图通过分析最常见的观点和洛杉矶社区提出的解决这些问题的建议来触及问题的核心。我们总结了一个名为DELICATE的8点清单,研究人员、政策制定者和机构管理者可以应用它来促进可信的学习分析实施。
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Privacy and analytics: it's a DELICATE issue a checklist for trusted learning analytics
The widespread adoption of Learning Analytics (LA) and Educational Data Mining (EDM) has somewhat stagnated recently, and in some prominent cases even been reversed following concerns by governments, stakeholders and civil rights groups about privacy and ethics applied to the handling of personal data. In this ongoing discussion, fears and realities are often indistinguishably mixed up, leading to an atmosphere of uncertainty among potential beneficiaries of Learning Analytics, as well as hesitations among institutional managers who aim to innovate their institution's learning support by implementing data and analytics with a view on improving student success. In this paper, we try to get to the heart of the matter, by analysing the most common views and the propositions made by the LA community to solve them. We conclude the paper with an eight-point checklist named DELICATE that can be applied by researchers, policy makers and institutional managers to facilitate a trusted implementation of Learning Analytics.
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