Modeling the Factors Affecting the Career Planning Process of Sports Science Faculty Student-Athletes in Türkiye: Principal Component Analysis Approach

Seda Nur Uysal; Oğuzhan Dalkıran; Hüseyin Şahin Uysal; Cain Clark; Andrea Zammitti

doi:10.54141/psbd.1697937

Modeling the Factors Affecting the Career Planning Process of Sports Science Faculty Student-Athletes in Türkiye: Principal Component Analysis Approach

Abstract

Career planning has a complex structure that begins during childhood. Therefore, many internal and external factors can affect career planning. This study aimed to model the potential factors affecting the career planning of sports science faculty students using principal component analysis (PCA). In this study, the opinions of 273 university students from three departments regarding the career planning process were assessed using a scale comprising five sub-dimensions (career awareness, faith in career, accuracy of selection, professional awareness, and education proficiency). Potential factors affecting the career planning process (sex, faculty department, grade level, employment status, and coaching certificate) were determined, and 2730 data points were obtained. While the data were modeled using PCA, data preprocessing, standardization, and suitability tests were performed. The KMO test was used to assess sample adequacy. Components with eigenvalues ≥1 that explained at least 60% of the variance were interpreted. Those with factor loadings >0.7 were retained. Thirteen PCA models were created in this study. Career awareness had a positive effect on students with a coaching certificate (λ = 0.50), men (λ = 0.53), and sports management students (λ = 0.50). It had a negative impact on those who were not certified (λ = -0.51), unemployed (λ = -0.53), in the first three grade levels (λ = -0.51 to -0.54), and coaching education students (λ = -0.53). Additionally, professional awareness negatively affected the physical education department (λ = -0.51) and employed students (λ = 0.49). This study can provide valuable insights for educational institutions and policymakers by deepening understanding of the factors affecting career planning in the sports sciences

Keywords

Ethical Statement

The study protocol was approved by Burdur Mehmet Akif Ersoy University Non-invasive Clinical Research Ethics Committee (Code: 2023/01).

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Details

Primary Language

English

Subjects

Sociology of Sports

Journal Section

Research Article

Authors

Seda Nur Uysal ^*
0000-0003-2267-114X
Türkiye

Oğuzhan Dalkıran
0000-0001-9688-4573
Türkiye

Hüseyin Şahin Uysal
0000-0002-3595-8812
Türkiye

Cain Clark
0000-0002-6610-4617
United Kingdom

Andrea Zammitti
0000-0002-1666-638X
Italy

Early Pub Date

December 16, 2025

Publication Date

December 26, 2025

Submission Date

May 12, 2025

Acceptance Date

November 18, 2025

Published in Issue

Year 2025 Volume: 16 Number: 3

DOI

https://doi.org/10.54141/psbd.1697937

IZ

https://izlik.org/JA25TZ24KW

Cite

RIS / Bibtex

APA

Uysal, S. N., Dalkıran, O., Uysal, H. Ş., Clark, C., & Zammitti, A. (2025). Modeling the Factors Affecting the Career Planning Process of Sports Science Faculty Student-Athletes in Türkiye: Principal Component Analysis Approach. Pamukkale Journal of Sport Sciences, 16(3), 731-755. https://doi.org/10.54141/psbd.1697937

AMA

1.Uysal SN, Dalkıran O, Uysal HŞ, Clark C, Zammitti A. Modeling the Factors Affecting the Career Planning Process of Sports Science Faculty Student-Athletes in Türkiye: Principal Component Analysis Approach. Pamukkale J Sport Sci. 2025;16(3):731-755. doi:10.54141/psbd.1697937

Chicago

Uysal, Seda Nur, Oğuzhan Dalkıran, Hüseyin Şahin Uysal, Cain Clark, and Andrea Zammitti. 2025. “Modeling the Factors Affecting the Career Planning Process of Sports Science Faculty Student-Athletes in Türkiye: Principal Component Analysis Approach”. Pamukkale Journal of Sport Sciences 16 (3): 731-55. https://doi.org/10.54141/psbd.1697937.

EndNote

Uysal SN, Dalkıran O, Uysal HŞ, Clark C, Zammitti A (December 1, 2025) Modeling the Factors Affecting the Career Planning Process of Sports Science Faculty Student-Athletes in Türkiye: Principal Component Analysis Approach. Pamukkale Journal of Sport Sciences 16 3 731–755.

IEEE

[1]S. N. Uysal, O. Dalkıran, H. Ş. Uysal, C. Clark, and A. Zammitti, “Modeling the Factors Affecting the Career Planning Process of Sports Science Faculty Student-Athletes in Türkiye: Principal Component Analysis Approach”, Pamukkale J Sport Sci, vol. 16, no. 3, pp. 731–755, Dec. 2025, doi: 10.54141/psbd.1697937.

ISNAD

Uysal, Seda Nur - Dalkıran, Oğuzhan - Uysal, Hüseyin Şahin - Clark, Cain - Zammitti, Andrea. “Modeling the Factors Affecting the Career Planning Process of Sports Science Faculty Student-Athletes in Türkiye: Principal Component Analysis Approach”. Pamukkale Journal of Sport Sciences 16/3 (December 1, 2025): 731-755. https://doi.org/10.54141/psbd.1697937.

JAMA

1.Uysal SN, Dalkıran O, Uysal HŞ, Clark C, Zammitti A. Modeling the Factors Affecting the Career Planning Process of Sports Science Faculty Student-Athletes in Türkiye: Principal Component Analysis Approach. Pamukkale J Sport Sci. 2025;16:731–755.

MLA

Uysal, Seda Nur, et al. “Modeling the Factors Affecting the Career Planning Process of Sports Science Faculty Student-Athletes in Türkiye: Principal Component Analysis Approach”. Pamukkale Journal of Sport Sciences, vol. 16, no. 3, Dec. 2025, pp. 731-55, doi:10.54141/psbd.1697937.

Vancouver

1.Seda Nur Uysal, Oğuzhan Dalkıran, Hüseyin Şahin Uysal, Cain Clark, Andrea Zammitti. Modeling the Factors Affecting the Career Planning Process of Sports Science Faculty Student-Athletes in Türkiye: Principal Component Analysis Approach. Pamukkale J Sport Sci. 2025 Dec. 1;16(3):731-55. doi:10.54141/psbd.1697937