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dc.contributor.authorKarimov, Ayaz
dc.contributor.authorSaarela, Mirka
dc.contributor.authorKärkkäinen, Tommi
dc.contributor.editorPaaßen, Benjamin
dc.contributor.editorDemmans Epp, Carrie
dc.date.accessioned2024-08-12T07:21:57Z
dc.date.available2024-08-12T07:21:57Z
dc.date.issued2024
dc.identifier.citationKarimov, A., Saarela, M., & Kärkkäinen, T. (2024). Ethical Educational Data Processing Differences of Students with Special Needs in Post-Soviet Countries. In B. Paaßen, & C. Demmans Epp (Eds.), <i>Proceedings of the 17th International Conference on Educational Data Mining</i> (pp. 898-902). International Educational Data Mining Society. <a href="https://doi.org/10.5281/zenodo.12729991" target="_blank">https://doi.org/10.5281/zenodo.12729991</a>
dc.identifier.otherCONVID_233343571
dc.identifier.urihttps://jyx.jyu.fi/handle/123456789/96573
dc.description.abstractCountries adopt different strategies and policies to ensure the implementation of ethical data processing and within this framework, they may encounter challenges. In this paper, we analyze the main issues regarding ethical data governance of students with special needs in post-Soviet countries and compare them. The reason why we selected post-Soviet countries as our case study region is that these countries went through different education and data privacy-related policies after the collapse of the Soviet Union. The recent Programme for International Student Assessment (PISA) results indicate that these differences can be tremendous. For example, Estonia positioned itself as the best of all non-Asian countries and economies participating in PISA, and in seventh place in the overall ranking. However, students from countries like Uzbekistan, Georgia, and Azerbaijan performed lower than average PISA scores of the Organisation for Economic Co-operation and Development (OECD) countries. This disparity highlights the important role ethical data governance plays, not only in education but also in broader socio-economic outcomes. It emphasizes the necessity of understanding these countries' various ethical educational data processing practices. Our findings show that the main challenge is bias in the data collection, where certain groups of learners are not involved. The second main challenge is about the accountability and transparency of data where most of the collected data by different organizations do not alignen
dc.format.mimetypeapplication/pdf
dc.language.isoeng
dc.publisherInternational Educational Data Mining Society
dc.relation.ispartofProceedings of the 17th International Conference on Educational Data Mining
dc.rightsCC BY-NC-ND 4.0
dc.subject.otherdata fairness
dc.subject.otherdata ethics
dc.subject.othereducational data
dc.subject.otherpost-soviet countries
dc.subject.othergem report
dc.titleEthical Educational Data Processing Differences of Students with Special Needs in Post-Soviet Countries
dc.typeconferenceObject
dc.identifier.urnURN:NBN:fi:jyu-202408125449
dc.contributor.laitosInformaatioteknologian tiedekuntafi
dc.contributor.laitosFaculty of Information Technologyen
dc.type.urihttp://purl.org/eprint/type/ConferencePaper
dc.relation.isbn978-1-7336736-5-5
dc.type.coarhttp://purl.org/coar/resource_type/c_5794
dc.description.reviewstatuspeerReviewed
dc.format.pagerange898-902
dc.type.versionpublishedVersion
dc.rights.copyright© 2024 Copyright is held by the author(s)
dc.rights.accesslevelopenAccessfi
dc.relation.conferenceInternational conference on educational data mining
dc.relation.grantnumber356314
dc.subject.ysokansainväliset tilastot
dc.subject.ysoerityisoppilaat
dc.subject.ysoetiikka
dc.subject.ysotiedonsaanti
dc.subject.ysotiedonhallinta
dc.subject.ysokoulut
dc.subject.ysooppilaat
dc.subject.ysotietorekisterit
dc.subject.ysooppimistulokset
dc.format.contentfulltext
jyx.subject.urihttp://www.yso.fi/onto/yso/p3155
jyx.subject.urihttp://www.yso.fi/onto/yso/p12623
jyx.subject.urihttp://www.yso.fi/onto/yso/p3166
jyx.subject.urihttp://www.yso.fi/onto/yso/p2776
jyx.subject.urihttp://www.yso.fi/onto/yso/p5521
jyx.subject.urihttp://www.yso.fi/onto/yso/p386
jyx.subject.urihttp://www.yso.fi/onto/yso/p8131
jyx.subject.urihttp://www.yso.fi/onto/yso/p14561
jyx.subject.urihttp://www.yso.fi/onto/yso/p8587
dc.rights.urlhttps://creativecommons.org/licenses/by-nc-nd/4.0/
dc.relation.doi10.5281/zenodo.12729991
dc.relation.funderResearch Council of Finlanden
dc.relation.funderSuomen Akatemiafi
jyx.fundingprogramAcademy Research Fellow, AoFen
jyx.fundingprogramAkatemiatutkija, SAfi
jyx.fundinginformationThe collaborative efforts of the Swiss Cyber Institute are gratefully acknowledged, as their support significantly enhanced the quality and depth of this research. The work was also supported by the Academy of Finland (grant no. 356314).
dc.type.okmA4


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