Abstract

This article presents the findings of a systematic qualitative analysis of research in the ethics of digital trace data use in learning and education. From the resulting analysis of 77 peer-reviewed studies, we (1) map the characteristics of research by study type, academic community, institutional setting, and national context; (2) identify the primary ethical concerns and related responses; and (3) highlight the research gaps. Four areas of focus are identified in this emerging area: (1) privacy, informed consent, and data ownership; (2) validity and integrity; (3) ethical decision making; and (4) governance and accountability. We highlight the lack of evidence particularly for preschool and school-aged children and the disparate communities working in this domain, and we suggest a more cohesive approach, where the wider learning and educational ecosystem is recognized, explicit engagement with ethical theory is central, and mid- to long-term ethical issues are considered alongside immediate concerns.

Highlights

  • We would like to draw attention here to two broader issues cut across all four thematic themes: transparency and power

  • From the mapping phase we can see that the two broad academic communities set out at the beginning of the article, that is, those engaged in learning analytics and EDM and those focused on digital education governance, are clearly identifiable in the data

  • We have carried out a systematic qualitative analysis of the emerging research in the ethics of digital trace data use in learning and education

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Summary

Introduction

We would like to draw attention here to two broader issues cut across all four thematic themes: transparency and power. There are discussions relating to the need for greater transparency in data privacy, access, and ownership (i.e., students knowing what data are being collected and having access to their own data), in data interrogation (having access to and understanding the processes and algorithms to which the data are subjected), and in the activities of corporate and third party actor

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