Vol. 8 No. 2 (2026): Edisi Juni
Open Access
Peer Reviewed

Analysis of Civil Engineering Students' Mathematical Thinking Skills in Calculus Based on Personality Type

Authors

Intan Sari , Defry Basrin , Fazrina Saumi , Mawarni , Fairuz , Fitra Muliani

DOI:

10.29303/jm.v8i2.11902

Published:

2026-05-26

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Abstract

Mathematical thinking skills are crucial competencies for civil engineering students in dealing with increasingly complex infrastructure problems, one of the foundations of which is laid by basic calculus. However, students show varying abilities, indicating the influence of internal factors such as personality. This study aims to describe the relationship between students' personality types, as measured by the Myers–Briggs Type Indicator (MBTI) framework, and the mathematical thinking abilities of civil engineering students in calculus learning. This study uses a descriptive qualitative approach involving civil engineering students at Samudra University. Personality types were determined using the MBTI questionnaire, while mathematical thinking skills were measured by analyzing students' written answers to calculus problems compiled based on mathematical thinking indicators. Data were analyzed descriptively and qualitatively to identify patterns in mathematical thinking skills across personality types. The results of the study indicate that students with ESFJ or SFJ tendencies tend to show strength in applying concrete procedures (specializing), while students with ENFJ or NFJ tendencies tend to demonstrate greater flexibility in developing intuitive ideas. This study suggests that students' personalities should be taken into account when designing calculus learning. The application of adaptive and differentiated learning strategies tailored to individual personality characteristics may be considered.

Keywords:

mathematical thinking myers–briggs type indicator (MBTI) calculus learning

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Author Biographies

Intan Sari, Universitas Samudra

Author Origin : Indonesia

Defry Basrin, Universitas Samudra

Author Origin : Indonesia

Fazrina Saumi, Universitas Samudra

Author Origin : Indonesia

Mawarni, Universitas Samudra

Author Origin : Indonesia

Fairuz, Universitas Samudra

Author Origin : Indonesia

Fitra Muliani, Universitas Samudra

Author Origin : Indonesia

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How to Cite

Sari, I., Basrin, D., Saumi, F., Mawarni, Fairuz, & Muliani, F. (2026). Analysis of Civil Engineering Students’ Mathematical Thinking Skills in Calculus Based on Personality Type. Mandalika Mathematics and Educations Journal, 8(2), 888–907. https://doi.org/10.29303/jm.v8i2.11902

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