Students’ manifestations of adaptive expertise in mathematics [Author Accepted Manuscript]
Author(s) / Creator(s)
Salonen, Pauliina
Hannula-Sormunen, Minna
Määttä, Saku
Halme, Hilma
McMullen, Jake
Abstract / Description
Mathematics is not only relevant in formal situations such as in a classroom, but students use mathematical knowledge and pay attention to mathematical features even in situations that are not explicitly mathematical. Adaptive expertise in mathematics is required to apply mathematical skills to novel and everyday problems. Situations in everyday life may also provide opportunities to develop adaptive expertise in mathematics. We suggest that Spontaneous Focusing On quantitative Relations (SFOR), Spontaneous Focusing on Numerosity (SFON), and Adaptive rational Number Knowledge (ArNK) are different manifestations of adaptive expertise in mathematics. Thus, we investigated how adaptive expertise in mathematics manifests in general upper secondary school students (n=106). We also examined whether these skills are related and differ if a student chooses an advanced or basic mathematics syllabus track. The results showed individual differences in how adaptive expertise in mathematics manifests in general upper secondary school students. Furthermore, ArNK was found to have a positive correlation with SFOR and SFON. However, there were task-based differences. In addition, students in the advanced mathematics syllabus track had a higher ArNK than those in the basic mathematics track, but there were no consistent differences in SFOR or SFON. This research furthers our understanding of individual differences in mathematics learning outcomes and adaptive expertise in mathematics at the start of upper secondary education.
Keyword(s)
Spontaneous Focusing on Relations (SFOR) Spontaneous Focusing on Numerosity (SFON) Adaptive rational Number Knowledge (ArNK) adaptive expertise general upper secondary schoolPersistent Identifier
Date of first publication
2026-06-04
Journal title
Journal of Numerical Cognition
Publisher
PsychArchives
Publication status
acceptedVersion
Review status
reviewed
Is version of
Citation
Salonen, P., Hannula-Sormunen, M., Määttä, S., Halme, H., & McMullen, J. (in press). Students’ manifestations of adaptive expertise in mathematics [Author Accepted Manuscript]. Journal of Numerical Cognition. https://doi.org/10.23668/psycharchives.22171
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Salonen_et_al_2026_Manifestations_of_adaptive_expertise_in_math_JNC_AAM.pdfAdobe PDF - 852.9KBMD5 : 0649936d0784bad80777dd4d0d60627aDescription: Accepted Manuscript
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Author(s) / Creator(s)Salonen, Pauliina
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Author(s) / Creator(s)Hannula-Sormunen, Minna
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Author(s) / Creator(s)Määttä, Saku
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Author(s) / Creator(s)Halme, Hilma
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Author(s) / Creator(s)McMullen, Jake
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PsychArchives acquisition timestamp2026-06-04T08:17:52Z
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Made available on2026-06-04T08:17:52Z
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Date of first publication2026-06-04
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Abstract / DescriptionMathematics is not only relevant in formal situations such as in a classroom, but students use mathematical knowledge and pay attention to mathematical features even in situations that are not explicitly mathematical. Adaptive expertise in mathematics is required to apply mathematical skills to novel and everyday problems. Situations in everyday life may also provide opportunities to develop adaptive expertise in mathematics. We suggest that Spontaneous Focusing On quantitative Relations (SFOR), Spontaneous Focusing on Numerosity (SFON), and Adaptive rational Number Knowledge (ArNK) are different manifestations of adaptive expertise in mathematics. Thus, we investigated how adaptive expertise in mathematics manifests in general upper secondary school students (n=106). We also examined whether these skills are related and differ if a student chooses an advanced or basic mathematics syllabus track. The results showed individual differences in how adaptive expertise in mathematics manifests in general upper secondary school students. Furthermore, ArNK was found to have a positive correlation with SFOR and SFON. However, there were task-based differences. In addition, students in the advanced mathematics syllabus track had a higher ArNK than those in the basic mathematics track, but there were no consistent differences in SFOR or SFON. This research furthers our understanding of individual differences in mathematics learning outcomes and adaptive expertise in mathematics at the start of upper secondary education.en
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Publication statusacceptedVersion
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Review statusreviewed
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SponsorshipThis study was funded by a Jacobs Foundation Fellowship awarded to JM and Research Council of Finland grant number 331772 awarded to MH-S and grant number 363159 awarded to JM. PS was supported by EDUCA Flagship funded by the Research Council of Finland (#358924, #358947) and the EDUCA-Doc Doctoral Education Pilot funded by the Ministry of Education and Culture (Doctoral school pilot #VN/3137/2024-OKM-4).
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CitationSalonen, P., Hannula-Sormunen, M., Määttä, S., Halme, H., & McMullen, J. (in press). Students’ manifestations of adaptive expertise in mathematics [Author Accepted Manuscript]. Journal of Numerical Cognition. https://doi.org/10.23668/psycharchives.22171
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ISSN2363-8761
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Persistent Identifierhttps://hdl.handle.net/20.500.12034/17530
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Persistent Identifierhttps://doi.org/10.23668/psycharchives.22171
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Language of contenteng
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PublisherPsychArchives
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Is version ofhttps://doi.org/10.5964/jnc.15891
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Keyword(s)Spontaneous Focusing on Relations (SFOR)
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Keyword(s)Spontaneous Focusing on Numerosity (SFON)
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Keyword(s)Adaptive rational Number Knowledge (ArNK)
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Keyword(s)adaptive expertise
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Keyword(s)general upper secondary school
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Dewey Decimal Classification number(s)150
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TitleStudents’ manifestations of adaptive expertise in mathematics [Author Accepted Manuscript]en
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DRO typearticle
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Journal titleJournal of Numerical Cognition
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Visible tag(s)PsychOpen GOLD
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Visible tag(s)Accepted Manuscript