Top Achievers in Mathematics in the End of Upper Secondary School

dc.contributor.authorNiemi Laura
dc.contributor.authorMetsämuuronen Jari
dc.contributor.authorHannula Markku S
dc.contributor.authorLaine Anu
dc.contributor.organizationfi=oppimisanalytiikan tutkimusinstituutti|en=Turku Research Institute for Learning Analytics|
dc.contributor.organization-code1.2.246.10.2458963.20.73636593326
dc.converis.publication-id180347852
dc.converis.urlhttps://research.utu.fi/converis/portal/Publication/180347852
dc.date.accessioned2025-08-28T02:44:13Z
dc.date.available2025-08-28T02:44:13Z
dc.description.abstract<p>Important questions regarding mathematical giftedness are how and when it is possible to identify. To be identified as gifted, the student must have natural potential but also an appropriate mix of motivation, support, and challenges. This study is based on longitudinal data following students from 3rd grade in primary school to the end of upper secondary school between 2005 and 2015. We focus on top achievers (<2% of age cohort) of the national mathematics final exam at the end of upper secondary school. We investigate how accurately top achievers at the end of secondary school can be identified in 3rd, 6th, and 9th grades using national tests. We identify mathematical tasks that predict future top achievement and analyze how attitudes, gender, and parental background factors relate to high proficiency. Most top achievers had already been identified by 3rd grade and almost all of them by 9th grade. However, recognizing future top achievers was not very accurate, as they were indistinguishable from many students whose performance did not reach the same level over time. The best predictor for future top achievement was a student’s ability to solve non-routine and atypical tasks in early school years.</p><p>Keywords: giftedness; longitudinal research; mathematics; top achievers</p>
dc.identifier.jour-issn2227-7102
dc.identifier.olddbid209616
dc.identifier.oldhandle10024/192643
dc.identifier.urihttps://www.utupub.fi/handle/11111/48949
dc.identifier.urlhttps://www.mdpi.com/2227-7102/13/8/775
dc.identifier.urnURN:NBN:fi-fe2025082792435
dc.language.isoen
dc.okm.affiliatedauthorMetsämuuronen, Jari
dc.okm.discipline515 Psychologyen_GB
dc.okm.discipline516 Educational sciencesen_GB
dc.okm.discipline515 Psykologiafi_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.relation.articlenumber775
dc.relation.doi10.3390/educsci13080775
dc.relation.ispartofjournalEducation Sciences
dc.relation.issue8
dc.relation.volume13
dc.source.identifierhttps://www.utupub.fi/handle/10024/192643
dc.titleTop Achievers in Mathematics in the End of Upper Secondary School
dc.year.issued2023

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