Assessing the Validity of a Learning Analytics Expectation Instrument: A Multinational Study

Autor/inn/en	Whitelock-Wainwright, Alexander; Gaševic, Dragan; Tsai, Yi-Shan; Drachsler, Hendrik; Scheffel, Maren; Muñoz-Merino, Pedro J.; Tammets, Kairit; Delgado Kloos, Carlos
Titel	Assessing the Validity of a Learning Analytics Expectation Instrument: A Multinational Study
Quelle	In: Journal of Computer Assisted Learning, 36 (2020) 2, S.209-240 (32 Seiten)Infoseite zur Zeitschrift PDF als Volltext Verfügbarkeit
Zusatzinformation	ORCID (Whitelock-Wainwright, Alexander) ORCID (Gaševic, Dragan) ORCID (Tsai, Yi-Shan) ORCID (Drachsler, Hendrik) ORCID (Scheffel, Maren) ORCID (Muñoz-Merino, Pedro J.) ORCID (Delgado Kloos, Carlos)
Sprache	englisch
Dokumenttyp	gedruckt; online; Zeitschriftenaufsatz
ISSN	0266-4909
DOI	10.1111/jcal.12401
Schlagwörter	Questionnaires; Test Construction; Test Validity; Learning Analytics; Ethics; Privacy; Factor Structure; College Students; Foreign Countries; United Kingdom; Estonia; Spain; Netherlands + Suchen Sie Ihr Suchwort? Fragebogen; Testaufbau; Testvalidität; Ethik; Privatsphäre; Faktorenstruktur; Collegestudent; Ausland; Großbritannien; Estland; Spanien; Niederlande
Abstract	To assist higher education institutions in meeting the challenge of limited student engagement in the implementation of Learning Analytics services, the Questionnaire for Student Expectations of Learning Analytics (SELAQ) was developed. This instrument contains 12 items, which are explained by a purported two-factor structure of "Ethical and Privacy Expectations" and "Service Feature Expectations." As it stands, however, the SELAQ has only been validated with students from UK university, which is problematic on account of the interest in Learning Analytics extending beyond this context. Thus, the aim of the current work was to assess whether the translated SELAQ can be validated in three contexts (an Estonian, a Spanish, and a Dutch University). The findings show that the model provided acceptable fits in both the Spanish and Dutch samples, but was not supported in the Estonian student sample. In addition, an assessment of local fit is undertaken for each sample, which provides important points that need to be considered in future work. Finally, a general comparison of expectations across contexts is undertaken, which are discussed in relation to the General Data Protection Regulation (2018). (As Provided).
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Erfasst von	ERIC (Education Resources Information Center), Washington, DC
Update	2022/1/01