Learning Management System Analytics on Arithmetic Fluency Performance: A Skill Development Case in K6 Education

dc.contributor.authorBin Qushem Umar
dc.contributor.authorChristopoulos Athanasios
dc.contributor.authorLaakso Mikko-Jussi
dc.contributor.organizationfi=kyberturvallisuusteknologia|en=Cyber Security Engineering|
dc.contributor.organizationfi=oppimisanalytiikan tutkimusinstituutti|en=Turku Research Institute for Learning Analytics|
dc.contributor.organizationfi=tietotekniikan laitos|en=Department of Computing|
dc.contributor.organization-code1.2.246.10.2458963.20.73636593326
dc.contributor.organization-code2610300
dc.contributor.organization-code2610304
dc.converis.publication-id175867419
dc.converis.urlhttps://research.utu.fi/converis/portal/Publication/175867419
dc.date.accessioned2022-10-27T11:52:21Z
dc.date.available2022-10-27T11:52:21Z
dc.description.abstract<p>Achieving fluency in arithmetic operations is vital if students are to develop mathematical creativity and critical thinking abilities. Nevertheless, a substantial body of literature has demonstrated that students are struggling to develop such skills, due to the absence of appropriate instructional support or motivation. A proposed solution to tackle this problem is the rapid evolution and widespread integration of educational technology into the modern school system. To be precise, the Learning Management System (LMS) has been found to be particularly useful in the instructional process, especially where matters related to personalised and self-regulated learning are concerned. In the present work, we explored the aforementioned topics in the context of a longitudinal study in which 720 primary education students (4th–6th grade), from United Arab Emirates (UAE), utilised an LMS, at least once per week, for one school year (nine months). The findings revealed that the vast majority (97% of the 6th graders, 83% of the 4th graders, and 76% of the 5th graders) demonstrated a positive improvement in their arithmetic fluency development. Moreover, the Multiple Linear Regression analysis revealed that students need to practice deliberately for approximately 68 days (a minimum of 3 min a day) before seeing any substantial improvement in their performance. The study also made an additional contribution by demonstrating how design practice compliance with gamification and Learning Analytics in LMS may lead children to be fluent in simple arithmetic operations. For educators interested in LMS-based intervention, research implications and directions are presented<br></p>
dc.identifier.eissn2414-4088
dc.identifier.jour-issn2414-4088
dc.identifier.olddbid172447
dc.identifier.oldhandle10024/155541
dc.identifier.urihttps://www.utupub.fi/handle/11111/36068
dc.identifier.urlhttps://doi.org/10.3390/mti6080061
dc.identifier.urnURN:NBN:fi-fe2022081153699
dc.language.isoen
dc.okm.affiliatedauthorBin Qushem, Umar
dc.okm.affiliatedauthorChristopoulos, Athanasios
dc.okm.affiliatedauthorLaakso, Mikko-Jussi
dc.okm.discipline112 Statistics and probabilityen_GB
dc.okm.discipline113 Computer and information sciencesen_GB
dc.okm.discipline516 Educational sciencesen_GB
dc.okm.discipline112 Tilastotiedefi_FI
dc.okm.discipline113 Tietojenkäsittely ja informaatiotieteetfi_FI
dc.okm.discipline516 Kasvatustieteetfi_FI
dc.okm.internationalcopublicationnot an international co-publication
dc.okm.internationalityInternational publication
dc.okm.typeA1 ScientificArticle
dc.publisherMDPI
dc.publisher.countrySwitzerlanden_GB
dc.publisher.countrySveitsifi_FI
dc.publisher.country-codeCH
dc.publisher.placeBasel
dc.relation.articlenumber61
dc.relation.doi10.3390/mti6080061
dc.relation.ispartofjournalMultimodal Technologies and Interaction
dc.relation.issue8
dc.relation.volume6
dc.source.identifierhttps://www.utupub.fi/handle/10024/155541
dc.titleLearning Management System Analytics on Arithmetic Fluency Performance: A Skill Development Case in K6 Education
dc.year.issued2022

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