Implementing Learning Analytics in Norway

Four Central Dilemmas

Authors

DOI:

https://doi.org/10.18608/jla.2024.8241

Keywords:

learning analyics practice, learning analytics policy, learning analytics implementation dilemmas, practical report

Abstract

In June 2022, the Norwegian Expert Commission on Learning Analytics delivered an interim report to the Norwegian Minister of Education and Research. Motivated by the need to establish a solid foundation upon which to regulate and promote the use of learning analytics in the Norwegian educational sector, the Ministry asked the Expert Commission to investigate the relevant pedagogical, ethical, legal, and privacy issues. Addressing primary, secondary, higher, and vocational education, the interim report surveys the field of learning analytics and the regulatory environment across the contexts and analyzes its challenges and opportunities for Norwegian education. Four dilemmas — data, learning, governance, and competence — signal where greater knowledge, awareness, and reflection are needed, as well as the nature of necessary policy and regulatory choices. In this practical report, we offer insights on the use, development, and regulation of LA in different countries, describe the Expert Commission mandate, work method, and dilemmas, and conclude with a reflection on the relationship between research on learning analytics and the challenges that arise when implementing learning analytics in practice. This practical report is relevant for those interested in developing policies or practices surrounding the use of learning analytics at the local or national level.

References

Aguerrebere, C., He, H., Kwet, M., Laakso, M.-J., Lang, C., Marconi, C., Price-Dennis, D., & Zhang, H. (2022). Global perspectives on learning analytics in K12 education. In C. Lang, A. F. Wise, A. Merceron, D. Gašević, & G. Siemens (Eds.), Handbook of learning analytics (2nd ed., pp. 223–231). Society for Learning Analytics Research. https://doi.org/10.18608/hla22.022

Alliance for Educational Excellence. (2014). Capacity enablers and barriers for learning analytics: Implications for policy and practice: An executive summary. https://all4ed.org/wp-content/uploads/2014/06/LearningAnalyticsExecSum.pdf

Arnold, K. E., Lonn, S., & Pistilli, M. D. (2014). An exercise in institutional reflection: The learning analytics readiness instrument (LARI). Proceedings of the 4th International Conference on Learning Analytics and Knowledge (LAK ʼ14), 24–28 March 2014, Indianapolis, IN, USA (pp. 163–167). ACM Press. https://doi.org/10.1145/2567574.2567621

Colvin, C., Rogers, T., Wade, A., Dawson, S., Gašević, D., Buckingham Shum, S., Nelson, K., Alexander, S., Lockyer, L., Kennedy, G., Corrin, L., & Fisher, J. (2015). Student retention and learning analytics: A snapshot of Australian practices and a framework for advancement. Australian Government, Office for Learning and Teaching. https://www.pure.ed.ac.uk/ws/portalfiles/portal/21121591/Final_Report_190615.pdf

Datatilsynet. (2022). AVT: Sluttrapport fra sand-kasseprosjektet med KS, SLATE ved UiB og Utdanningsetaten i Oslo kommune. https://www.datatilsynet.no/regelverk-og-verktoy/sandkasse-for-kunstig-intelligens/ferdige-prosjekter-og-rapporter/avt-sluttrapport

de Wit, M., van Dompseler, H., & Manderveld, J. (2017). How to start with learning analytics? Infrastructure and support. Proceedings of the 23rd Congress of European University Information Systems (EUNIS 17), 7–9 June 2017, Münster, Germany (pp. 161–168). https://www.eunis.org/download/2017/EUNIS_2017_paper_18.pdf

Drachsler, H. (2023). Towards highly informative learning analytics. Open Universiteit. https://doi.org/10.25656/01:26787

Ekspertgruppen for digital læringsanalyse. (2022). Læringsanalyse – noen sentrale dilemmaer: Delrapport fra ekspertgruppen for digital læringsanalyse [Learning analysis – some key dilemmas: Interim report from the expert group for digital learning analytics]. Kunnskapsdepartementet. https://www.regjeringen.no/no/dokumenter/laringsanalyse-noen-sentrale-dilemmaer/id2916747/

Ekspertgruppen for digital læringsanalyse. (2023). Læring, hvor ble det av deg i alt mylderet? Bruk av elev- og studentdata for å fremme læring [Learning, where did you go in all the bustle? Use of pupil and student data to promote learning]. Kunnskapsdepartementet. https://www.regjeringen.no/no/dokumenter/nou-2023-19/id2982722/

ET 2020 Working Group on Digital Skills and Competences. (2016). Learning analytics: Key messages. European Commission. https://wikis.ec.europa.eu/display/EAC/ET+2020+Digital?preview=%2F44165766%2F80969907%2F2016-pla-learning-analytics_en+%281%29.pdf

Fasting, M. L. (2013). Vi leker ute! En fenomenologisk hermeneutisk tilnærming til barns lek og lekesteder. Novus forlag. https://novus.no/products/102587

Ferguson, R., Brasher, A., Clow, D., Cooper, A., Hillaire, G., Mittelmeier, J., Rienties, B., Ullmann, T., & Vuorikari, R. (2016). Research evidence on the use of learning analytics: Implications for education policy. In R. Vuorikari & J. Castaño Muñoz (Eds.), JRC Science for Policy Report. European Commission. https://data.europa.eu/doi/10.2791/955210

Ferguson, R., Macfadyen, L. P., Clow, D., Tynan, B., Alexander, S., & Dawson, S. (2014). Setting learning analytics in context: Overcoming the barriers to large-scale adoption. Journal of Learning Analytics, 1(3), 120–144. https://doi.org/10.18608/jla.2014.13.7

Hilliger, I., Ortiz-Rojas, M., Pesántez-Cabrera, P., Scheihing, E., Tsai, Y. S., Muñoz-Merino, P. J., Broos, T., Whitelock-Wainwright, A., & Pérez-Sanagustín, M. (2020). Identifying needs for learning analytics adoption in Latin American universities: A mixed-methods approach. Internet and Higher Education, 45, 100726. https://doi.org/10.1016/j.iheduc.2020.100726

Kunnskapsdepartementet. (2017). Framtid, fornyelse og digitalisering: Digitaliseringsstrategi for grunnopplæringen 2017–2021 [Future, renewal and digitization: Digitization strategy for basic education 2017–2021]. Kunnskapsdepartementet. https://www.regjeringen.no/contentassets/dc02a65c18a7464db394766247e5f5fc/kd_framtid_fornyelse_digitalisering_nett.pdf

Laakso, M.-J., Kaila, E., & Rajala, T. (2018). ViLLE—collaborative education tool: Designing and utilizing an exercise-based learning environment. Education and Information Technologies, 23(4), 1655–1676. https://www.learntechlib.org/p/191715/

Loebbecke, C., & Picot, A. (2015). Reflections on societal and business model transformation arising from digitization and big data analytics: A research agenda. The Journal of Strategic Information Systems, 24(3), 149–157. https://doi.org/10.1016/j.jsis.2015.08.002

Long, P., Siemens, G., Conole, G., & Gašević, D. (Eds.). (2011). Proceedings of the 1st International Conference on Learning Analytics and Knowledge: Connecting the technical, pedagogical, and social dimensions of learning analytics (LAK ʼ11), 27 February–1 March 2011, Banff, AB, Canada. ACM Press. https://dl.acm.org/doi/proceedings/10.1145/2090116

Macfadyen, L. P., & Dawson, S. (2012). Numbers are not enough: Why e-learning analytics failed to inform an institutional strategic plan. Educational Technology & Society, 15(3), 149–163.

Macfadyen, L. P., Dawson, S., Pardo, A., & Gašević, D. (2014). Embracing big data in complex educational systems: The learning analytics imperative and the policy challenge. Research & Practice in Assessment, 9, 17–28.

Morlandstø, N. I., Hansen, C. J. S., Wasson, B., & Bull, S. (2019). Aktivitetsdata for vurdering og tilpasning: Sluttrapport [Activity data for assessment and adaptation: Final report]. Centre for the Science of Learning & Technology (SLATE). https://bora.uib.no/bora-xmlui/handle/1956/20825

NOKUT. (2013). Learning analytics — automatisert kvalitetssikring av utdanning [Learning analytics — Automated quality-assurance of education]. https://kudos.dfo.no/documents/31148/files/27570.pdf

Opplæringslovutvalget. (2014). MOOC til Norge: Nye digitale læringsformer i høyere utdanning [MOOC to Norway: New digital learning forms in higher education.]. Kunnskapsdepartementet. https://www.regjeringen.no/no/dokumenter/NOU-2014-5/id762916/

Opplæringslovutvalget. (2019). Ny opplæringslov [New education act]. Kunnskapsdepartementet. https://www.regjeringen.no/no/dokumenter/nou-2019-23/id2682434/

Sanagustín, M. P., Hilliger, I., Maldonado, J., Pérez, R., Ramírez, L., Muñoz-Merino, P. J., Tsai, Y.-S., Ortiz, M., Broos, T., Zúñiga-Prieto, M., Sheihing, E., & Whitelock-Wainright, A. (2019). LALA: Building capacity to use learning analytics to improve higher education in Latin America. LALA Project. https://research.monash.edu/files/324504028/324503712_oa.pdf

Scheffel, M., Tsai, Y.-S., Gašević, D., & Drachsler, H. (2019) Policy matters: Expert recommendations for learning analytics policy. Proceedings of the 14th European Conference on Technology Enhanced Learning (EC-TEL 2019), 16–19 September 2019, Delft, The Netherlands (pp. 510–524). Lecture Notes in Computer Science, Springer. https://doi.org/10.1007/978-3-030-29736-7_38

Sclater, N., & Bailey, P. (2015). Code of practice for learning analytics: Setting out the responsibilities of educational institutions to ensure that learning analytics is carried out responsibly, appropriately and effectively. Jisc. https://repository.jisc.ac.uk/6985/1/Code_of_Practice_for_learning_analytics.pdf

Sclater, N., Peasgood, A., & Mullan, J. (2016). Learning analytics in higher education: A review of UK and international practice. Jisc. https://analytics.jiscinvolve.org/wp/2016/04/19/learning-analytics-in-higher-education-a-review-of-uk-and-international-practice/

Søby, M. (2014). Learning analytics. Nordic Journal of Digital Literacy, 9(2), 89–91. https://doi.org/10.18261/ISSN1891-943X-2014-02-01

Tore, H., Mason, J., & Chen, W. (2015). Data sharing for learning analytics — Questioning the risks and benefits. Proceedings of the 23rd International Conference on Computers in Education (ICCE 2015), 30 November–4 December 2015, Hangzhou, China (pp. 228–237). Asia-Pacific Society for Computers in Education.

Tsai, Y.-S., Gašević, D., Whitelock-Wainwright, A., Muñoz-Merino, P. J., Moreno-Marcos, P. M., Fernández, A. R., Kloos, C. D., Scheffel, M., Jivet, I., Drachsler, H., Tammets, K., Calleja, A. R., & Kollom, K. (2018). Supporting higher education to integrate learning analytics research report. SHEILA Project. https://sheilaproject.eu/2018/11/30/sheila-final-research-report/.

Tsai, Y.-S., Moreno-Marcos, P. M., Jivet, I., Scheffel, M., Tammets, K., Kollom, K., & Gašević, D. (2018). The SHEILA framework: Informing institutional strategies and policy processes of learning analytics. Journal of Learning Analytics, 5(3), 5–20. https://doi.org/10.18608/jla.2018.53.2

Tsai, Y.-S., Rates, D., Moreno-Marcos, P. M., Muñoz-Merino, P. J., Jivet, I., Scheffel, M., Drachsler, H., Kloos, C. D., & Gašević, D. (2020). Learning analytics in European higher education — Trends and barriers. Computers & Education, 155, 103933. https://doi.org/10.1016/j.compedu.2020.103933

US Department of Education. (2012). Enhancing teaching and learning through educational data mining and learning analytics: An issue brief. https://tech.ed.gov/wp-content/uploads/2014/03/edm-la-brief.pdf

Wasson, B., Morlandstø, N. I., & Hansen, C. J. S. (2019). Summary of SLATE report 2019-1: Activity data for assessment and activity (AVT). Centre for the Science of Learning & Technology (SLATE). https://bora.uib.no/bora-xmlui/handle/1956/20187

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Published

2024-07-25

How to Cite

Wasson, B., Giannakos, M., Blikstad-Balas, M., Uppstad, P. H., Langford, M., & Bøhn, E. D. (2024). Implementing Learning Analytics in Norway: Four Central Dilemmas. Journal of Learning Analytics, 11(2), 268-280. https://doi.org/10.18608/jla.2024.8241

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Section

Practical Reports