The longitudinal association between engagement and achievement varies by time, students’ profiles, and achievement state: A full program study

dc.contributor.authorSaqr Mohammed
dc.contributor.authorLópez-Pernas Sonsoles
dc.contributor.authorHelske Satu
dc.contributor.authorHrastinski Stefan
dc.contributor.organizationfi=INVEST tutkimuskeskus ja lippulaiva|en=INVEST Research Flagship Centre|
dc.contributor.organization-code1.2.246.10.2458963.20.11531668876
dc.converis.publication-id179211982
dc.converis.urlhttps://research.utu.fi/converis/portal/Publication/179211982
dc.date.accessioned2025-08-28T00:26:41Z
dc.date.available2025-08-28T00:26:41Z
dc.description.abstract<p>There is a paucity of longitudinal studies in online learning across courses or throughout programs. Our study intends to add to this emerging body of research by analyzing the longitudinal trajectories of interaction between student engagement and achievement over a full four-year program. We use learning analytics and life-course methods to study how achievement and engagement are intertwined and how such relationship evolves over a full program for 106 students. Our findings have indicated that the association between engagement and achievement varies between students and progresses differently between such groups over time. Our results showed that online engagement at any single time-point is not a consistent indicator for high achievement. It takes more than a single point of time to reliably forecast high achievement throughout the program. Longitudinal high grades, or longitudinal high levels of engagement (either separately or combined) were indicators of a stable academic trajectory in which students remained engaged —at least on average— and had a higher level of achievement. On the other hand, disengagement at any time point was consistently associated with lower achievement among low-engaged students. Improving to a higher level of engagement was associated with —at least— acceptable achievement levels and rare dropouts. Lack of improvement or “catching up” may be a more ominous sign that should be proactively addressed.<br></p>
dc.identifier.eissn1873-782X
dc.identifier.jour-issn0360-1315
dc.identifier.olddbid205716
dc.identifier.oldhandle10024/188743
dc.identifier.urihttps://www.utupub.fi/handle/11111/56895
dc.identifier.urlhttps://doi.org/10.1016/j.compedu.2023.104787
dc.identifier.urnURN:NBN:fi-fe2023050340412
dc.language.isoen
dc.okm.affiliatedauthorHelske, Satu
dc.okm.discipline516 Educational sciencesen_GB
dc.okm.discipline516 Kasvatustieteetfi_FI
dc.okm.internationalcopublicationinternational co-publication
dc.okm.internationalityInternational publication
dc.okm.typeA1 ScientificArticle
dc.publisherElsevier
dc.publisher.countryUnited Statesen_GB
dc.publisher.countryYhdysvallat (USA)fi_FI
dc.publisher.country-codeUS
dc.relation.articlenumber104787
dc.relation.doi10.1016/j.compedu.2023.104787
dc.relation.ispartofjournalComputers and Education
dc.relation.volume199
dc.source.identifierhttps://www.utupub.fi/handle/10024/188743
dc.titleThe longitudinal association between engagement and achievement varies by time, students’ profiles, and achievement state: A full program study
dc.year.issued2023

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