Ethical use of learning analytics for student support, not surveillance
DOI:
https://doi.org/10.11575/cpai.v5i1.75107Keywords:
academic integrity, learning analytics, student support, ethical data, digital pedagogiesAbstract
The move to online education necessitated by the COVID-19 pandemic has greatly increased institutional use of learning management systems, contributing to vast amounts of educational data, ranging from information on admissions and retention, to the minutiae of course activities. These vast amounts of learner data are collected, measured, analyzed, and reported on to understand learning, learners and the learning environment and can be defined as learning analytics (LA). LA are intended to support students and assist with their success; however, most instructors and students are unaware of how learning analytics can be used in their courses and are consequently unfamiliar with the ethical implications arising from that use. Contributing to this gap is the lack of literature examining the use of LA at the instructor and course level, rather than at the level of the institution.
This lack of familiarity with the use of, and ethical principles related to, LA has created, for many faculty, a default to using analytics for performance management, surveillance, and evidence of academic misconduct rather than to support learning. This presentation will address this gap by examining the ethical issues associated with the use of learning analytics specifically for instructors, and provide recommended best practices, resources, and tips to better support students, particularly in online or blended learning contexts. The intent of this research is to provide a guiding framework for the ethical use of LA to promote robust pedagogical practices, transparency between instructors and students so the focus is on academic integrity rather than misconduct.
References
Brown, M. (2020). Seeing students at scale: how faculty in large lecture courses act upon learning analytics dashboard data. Teaching in Higher Education, 25:4, 384-400. https://doi.org/10.1080/13562517.2019.1698540
Cerratto Pargman, T. & McGrath, C. (2021). Mapping the ethics of learning analytics in higher education: A systematic literature review of empirical research. Journal of Learning Analytics 8(2), 123-139. https://doi.org/10.18608/jla.2021.1
Clow, D. (2013). An overview of learning analytics. Teaching in Higher Education, 18(6), 683-695. : https://doi.org/10.1080/13562517.2013.827653
D2L. (n.da). Brightspace Core. https://www.d2l.com/higher-education/products/core/
D2Lb. (n.db). Track course progress with the Class Progress tool. https://documentation.brightspace.com/EN/le/user_progress/instructor/class_progress_overview.htm?tocpath=Instructors%7CMeasure%20and%20guide%20performance%20and%20engagement%7CTrack%20course%20progress%20with%20the%20Class%20Progress%20tool%7C_____0
D2La. (2021a). The Ultimate Guide to Learning Data and Analytics. https://www.d2l.com/resources/assets/learning-data-and-analytics-guide/
D2Lb. (2021b, March 11). Customer Success Data Series - Easy Analytics for Instructors Resources. Brightspace Community. Retrieved February 27, 2022, from https://community.brightspace.com/s/article/000015962
D2L. (2022). Brightspace Core Analytics: Administrator Guide.
Eastern Illinois University. (n.d.). EIU D2L Solutions: How to Track User Progress. https://www.eiu.edu/d2lsolutions/htd2l_clm_trackprogress.php
Ferguson, R. (2019). Ethical challenges for learning analytics. Journal of Learning Analytics, 6(3), 25-30. http://dx.doi.org/10.1860//ja.2019.63.5
Ferguson, R., Griffiths, D. & Brasher, D. (2019). Moving forward with learning analytics: Expert views. Journal of Learning Analytics, 6(3), 43-59. https://doi.org/10.18608/jla.2019.63.8
Howell, J., Roberts, L., Seaman, K. & Gibson, D. (2018. Are we on our way to becoming a “helicopter university”? Academics’ views on learning analytics. Tech Know Learn, 23, 1-20. https://doi.org/10.1007/s10758-017-9329-9
Jarke, J. & Macgilchrist, F. (2021). Dashboard stories: How narratives told by predictive analytics reconfigure roles, risk and sociality in education. Big Data & Society, 8(1): 1-15.
Jones. (2019). Learning analytics and higher education: a proposed model for establishing informed consent mechanisms to promote student privacy and autonomy. International Journal of Educational Technology in Higher Education, 16(1), 1–22. https://doi.org/10.1186/s41239-019-0155-0
Kitto, K. & Knight, S. (2019). Practical ethics for building learning analytics. British Journal of Educational Technology, 50(6), 2855-2870. DOI: 10.1111/bjet.12868
Prinsloo, P., & Slade, S. (2013). An evaluation of policy frameworks for addressing ethical considerations in learning analytics. Proceedings of the Third International Conference on Learning Analytics and Knowledge, 240–244. https://doi.org/10.1145/2460296.2460344
Regan, P., & Jesse, J. (2019). Ethical challenges of edtech, big data and personalized learning: Twenty-first century student sorting and tracking. Ethics and Information Technology, 21(3), 167-179. doi.org/10.1007/s10676-018-9492-2 https://link-springer-com.ezproxy.lib.ucalgary.ca/article/10.1007/s10676-018-9492-2
Reyes, J. (2015). The skinny on big data in education: Learning analytics simplified. TechTrends, 59(2), 75–80. https://doi.org/10.1007/s11528-015-0842-1
Ryerson University. (n.d.). LMS Support: The Progress Tool. https://www.ryerson.ca/courses/students/tutorials/grades/
Selwyn, M. (2019). What’s the problem with learning analytics? Journal of Learning Analytics, 6(3), 11-19. https://dx/doi.org/10.18608/jla.2019.63.3
Slade, S., & Prinsloo, P. (2013). Learning Analytics. The American Behavioral Scientist (Beverly Hills), 57(10), 1510–1529. https://doi.org/10.1177/0002764213479366
Tzimas, D. & Demetriadis, S. (2021). Ethical issues in learning analytics: A review of the field. Education Tech Research Development, 69, 1101-1133. https://doi.org/s11423-021-09977-4
Wang, & Han, H. (2021). Applying learning analytics dashboards based on process‐oriented feedback to improve students' learning effectiveness. Journal of Computer Assisted Learning, 37(2), 487–499. https://doi.org/10.1111/jcal.12502
West, D., Luzeckyj, A., Toohey, D., Vanderlelie, J., & Searle, B. (2020). Do academics and university administrator really know better? The ethics of positioning student perspectives in learning analytics. Australasian Journal of Educational Technology, 36(2), 60-70. https://doi.org/10.14742/ajet.4653
West, D., Huijser, H., & Heath, D. (2016). Putting an ethical lens on learning analytics. Education Tech Research Dev, 64, 903–922. DOI 10.1007/s11423-016-9464-3
Wilson, A., Watson, C., Thompson, T.L., Drew, V., & Doyle, S. (2017). Learning analytics: challenges and limitations. Teaching in Higher Education, 22:8, 991-1007. https://doi.org/10.1080/13562517.2017.1332026
Wintrup, J. (2017). Higher education's panopticon? Learning analytics, ethics and student engagement. Higher Education Policy, 30, 87-103. DOI: 10.1057/s41307-016-0030-8