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Factors influencing the attitude of undergraduate students towards mathematical reasoning: An approach using AMOS-structural equation modelling

Infinity Journal · Vol. 14 No. 1 (2024) · pp. 109–124

DOI
10.22460/infinity.v14i1.p109-124
ISSN
2460-9285, 2089-6867
Published
2024-10-11
Publisher
IKIP Siliwangi Bandung
License
creativecommons.org/licenses/by-sa/4.0

Abstract

Studies on mathematics achievement status show that mathematical reasoning in Malaysian education is critical, especially among university students. Students' attitude toward mathematics is affected by affective, behavioural and cognitive factors. The present research investigated the connections between these variables and their impact on individuals' attitudes towards mathematics reasoning. A statistical analysis method, namely, AMOS-Structural Equation Modelling, was used in this approach. The survey method involving 378 university education students around the Klang Valley was selected using a proportional stratified random sampling technique. The respondents must complete the mathematics reasoning assessment and answer the questionnaire consisting of three components: affective, behavioural and cognitive towards mathematics reasoning. AMOS-Structural Equation Modelling (AMOS-SEM) was applied using data obtained from questionnaires. Results demonstrated that the measurement models showed acceptable validity and reliability by removing some indications from the scales. The findings illustrate the relationship between students' attitudes and mathematical reasoning. Moreover, attitude is significantly related to students' mathematical reasoning performance in university education. The next study's recommendation involves an interview session to explore more findings that might impact their learning in mathematical reasoning.

Collaboration network of the authors

16 authors · 29 co-authorship links · 10 across different organisations

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  • University of Malaya
  • State University of Malang
  • Bina Bangsa Getsempena University
  • University of Technology Sarawak
  • Affiliation unknown
  • Different organisations
  • Same organisation
  • Affiliation unknown
  • Thicker line = more joint articles · bigger circle = more articles
Show as table
Co-authorOrganisationJoint articles
Lathiful AnwarState University of Malang2
Cholis Sa’dijahState University of Malang2
MuzakkirAffiliation unknown1
Rose Amnah Abd RaufAffiliation unknown1
SusiswoState University of Malang1
Firdha Mahrifatul ZanaState University of Malang1
Arif Sapta MandalaState University of Malang1
Shuxian ZhengUniversity of Malaya1
Tiew Mee ChienUniversity of Technology Sarawak1
Kah Heng ChuaUniversity of Malaya1
Rita NovitaBina Bangsa Getsempena University1
Fitriati FitriatiBina Bangsa Getsempena University1
Mik SalminaBina Bangsa Getsempena University1

Affiliations come from OpenAlex; journal OAI-PMH metadata carries none. Authors without an OpenAlex ID are matched by name, which can merge or split people.

This record comes from Crossref (what the publisher deposited), because the journal's own OAI-PMH endpoint could not be harvested.

Metadata source: Crossref API (cadangan, berdasarkan ISSN) https://api.crossref.org/journals/2460-9285/works, first harvested 28 Oct 2026, last seen 8 Nov 2026.
Metadata as oai_dc, converted from Crossref
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