When anxiety grows with knowledge: The role of the natural number bias

dc.contributor.authorVan Hoof, Jo
dc.contributor.authorHalme, Hilma
dc.contributor.authorHannula-Sormunen, Minna
dc.contributor.authorMcMullen, Jake
dc.contributor.organizationfi=opettajankoulutuslaitos (Turku)|en=Department of Teacher Education (Turku)|
dc.contributor.organizationfi=oppimisanalytiikan tutkimusinstituutti|en=Turku Research Institute for Learning Analytics|
dc.contributor.organization-code1.2.246.10.2458963.20.17986072860
dc.contributor.organization-code1.2.246.10.2458963.20.73636593326
dc.converis.publication-id506451854
dc.converis.urlhttps://research.utu.fi/converis/portal/Publication/506451854
dc.date.accessioned2026-01-21T13:35:32Z
dc.date.available2026-01-21T13:35:32Z
dc.description.abstract<p>An important source for the difficulties students face with fractions is the natural number bias (NNB), which refers to the phenomenon of applying natural number properties in fraction tasks, even when this is inappropriate (e.g., 1/4+1/3 = 2/7). The present longitudinal study investigates whether this misconception is related to the development of mathematics state anxiety in the domain of fractions. The results indicated that, when a group of students with a clear NNB profile (n = 38) improved their fraction arithmetic understanding they showed an increase in state anxiety measured after the fraction arithmetic task. These results complement previous research by showing that a clear misconception, namely the natural number bias, might influence the development of students’ fraction state anxiety. Importantly, the increase in fraction state anxiety in the low-performing NNB group is not a characteristic of low performing students in general, as a significant decrease in fraction state anxiety was found in low-performing students without signs of the NNB (n = 37). The study highlights the importance of looking at different subgroups of students, as different developmental patterns can be found within qualitatively different groups of students.<br></p>
dc.identifier.eissn2363-8761
dc.identifier.olddbid213135
dc.identifier.oldhandle10024/196153
dc.identifier.urihttps://www.utupub.fi/handle/11111/54823
dc.identifier.urlhttps://jnc.psychopen.eu/index.php/jnc/article/view/14075
dc.identifier.urnURN:NBN:fi-fe202601217189
dc.language.isoen
dc.okm.affiliatedauthorVan Hoof, Jo
dc.okm.affiliatedauthorHalme, Hilma
dc.okm.affiliatedauthorHannula-Sormunen, Minna
dc.okm.affiliatedauthorMcMullen, Jake
dc.okm.discipline111 Mathematicsen_GB
dc.okm.discipline515 Psychologyen_GB
dc.okm.discipline516 Educational sciencesen_GB
dc.okm.discipline111 Matematiikkafi_FI
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.publisherLeibniz Institute for Psychology (ZPID)
dc.publisher.countryGermanyen_GB
dc.publisher.countrySaksafi_FI
dc.publisher.country-codeDE
dc.relation.articlenumbere14075
dc.relation.doi10.5964/jnc.14075
dc.relation.ispartofjournalJournal of Numerical Cognition
dc.relation.volume11
dc.source.identifierhttps://www.utupub.fi/handle/10024/196153
dc.titleWhen anxiety grows with knowledge: The role of the natural number bias
dc.year.issued2025

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