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  • Open Access

    Performance anxiety among student table tennis players

    Yumna Wahyuningsih1, Ibnu Fatkhu Royana2, Galih Dwi Pradipta3
    1. Universitas PGRI Semarang , ID
    2. Universitas PGRI Semarang , ID
    3. Universitas PGRI Semarang , ID
    2025-12-18
    doi https://doi.org/10.56003/pessr.v4i3.618
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 18 December 2025
    |
    page 318-331
    Abstract

    Background: Anxiety is a common psychological factor that significantly affects athletic performance, especially in competitive settings. Student-athletes face dual pressures from academic responsibilities and athletic commitments, making them vulnerable to performance anxiety that can impair focus, concentration, and decision-making.

    Objectives: This study aims to analyze performance anxiety among table tennis athletes in the Student Activity Unit (UKM) of Universitas PGRI Semarang and to examine differences in performance evaluation outcomes based on sources from internal and external factors.

    Methods: A comparative quantitative design with a cross-sectional approach was used. Fifty athletes participated (n=25 assessed by internal factors, n=25 assessed by external factors). Anxiety/performance was measured using a self-report questionnaire consisting of 15 Likert-scale items (1-5 scale) validated by three sport psychology experts. Data were analyzed using one-way ANOVA after confirming normality (Shapiro-Wilk test) and homogeneity (Levene's test).

    Results: The internal group had a higher mean score (M = 3.64, SD = 0.86) compared to the external group (M = 3.07, SD = 0.86). ANOVA revealed a statistically significant difference, F(1,48) = 4.92, p = 0.031, η² = 0.093, with an estimated Cohen's d of approximately 0.66, indicating a medium effect size. These findings indicate that anxiety factors affect athletes' performance, with internal factors tending to score higher than external factors.

    Conclusions: This study concludes that anxiety affects the performance of table tennis athletes in the Student Activity Unit (UKM) at Universitas PGRI Semarang. Specifically, internal factors such as self-confidence and perfectionism have been proven to have a greater impact than external factors.
    APA Citation Style
    Wahyuningsih, Y. , Royana, I. F. , & Pradipta, G. D. (2025). Performance anxiety among student table tennis players. Physical Education and Sports: Studies and Research, 318-331. https://doi.org/10.56003/pessr.v4i3.618
  • Open Access

    A critical analysis of the disconnection between science and practice in weight training

    Ferdinando Cereda1
    1. The Catholic University of the Sacred Heart in Milan , IT
    2025-04-07
    doi https://doi.org/10.56003/pessr.v4i1.499
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 07 April 2025
    |
    page 46-59
    Abstract

    Background: Resistance training (RT) has emerged as a powerful tool for health promotion, with substantial scientific evidence supporting its beneficial effects across multiple physiological systems and psychological domains. Despite this robust knowledge base, a significant disconnection persists between scientific evidence and practical implementation in both clinical and everyday settings.

    Objectives: This study aims to critically examine this science-practice gap by analyzing common misconceptions surrounding RT and proposing strategies to enhance knowledge translation.

    Methods: Through a narrative review of scientific literature from PubMed, Scopus, and Google Scholar, the research synthesizes evidence regarding RT's scientifically validated benefits, prevalent myths, and effective communication approaches.

    Results: Findings show a concerning lack of scientific awareness among practitioners and end-users. Persistent misconceptions, such as "RT reduces flexibility" and "plant-based proteins are inferior for muscle hypertrophy," continue to circulate despite contradictory evidence.

    Conclusions: Improved scientific communication via targeted educational programs, digital platforms, and collaboration between researchers and policymakers is urgently needed to bridge this gap and maximize RT’s public health impact.

    APA Citation Style
    Cereda, F. (2025). A critical analysis of the disconnection between science and practice in weight training. Physical Education and Sports: Studies and Research, 46-59. https://doi.org/10.56003/pessr.v4i1.499
  • Open Access

    Association between ADHD symptom severity and motor activity in preschool children: A cross-sectional study

    Adnan Faris Naufal1, Chevanya Diva Titania Davinci2, Anida Azkia Fitri3
    1. Department of Physiotherapy, Faculty of Health Science, Universitas Muhammadiyah Surakarta , ID
    2. Department of Physiotherapy, Faculty of Health Science, Universitas Muhammadiyah Surakarta , ID
    3. Department of Physiotherapy, Faculty of Health Science, Universitas Muhammadiyah Surakarta , ID
    2026-08-24
    doi https://doi.org/10.56003/pessr.v5i2.777
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 24 August 2026
    |
    page 220-232
    Abstract

    Background: Attention-deficit/hyperactivity disorder (ADHD) is a neurodevelopmental disorder characterized by inattention, hyperactivity, and impulsivity. Objective measurement of motor activity may complement parent-reported assessment of ADHD symptoms.

    Objectives: This study aimed to examine the association between ADHD Rating Scale-5 scores and step counts, used as an objective indicator of motor activity, among children aged 4–6 years.

    Methods: A cross-sectional observational study was conducted among 110 children aged 4–6 years selected through purposive sampling. ADHD symptoms were assessed using the parent-completed ADHD Rating Scale-5, while step counts were measured using a digital pedometer during a 15-minute school recess. Data normality was assessed using the Kolmogorov–Smirnov test. Pearson's product–moment correlation was used to examine the association between total ADHD Rating Scale-5 scores and step counts, whereas Spearman's rank correlation was used for the Inattention and Hyperactivity–Impulsivity domain scores.

    Results: Total ADHD Rating Scale-5 scores showed a very strong positive correlation with step counts (r = .865, p < .001). At the domain level, Inattention scores showed a strong positive correlation with step counts (ρ = .756, p < .001), while Hyperactivity–Impulsivity scores showed a very strong positive correlation (ρ = .818, p < .001).

    Conclusions: Higher ADHD symptom scores were strongly associated with higher motor activity, as indicated by step counts, among preschool children. Step-count measurement may provide a simple objective measure that complements parent-reported assessment of ADHD symptoms; however, it should not be interpreted as a diagnostic measure for ADHD.

    APA Citation Style
    Naufal, A. F. , Davinci, C. D. T. , & Fitri, A. A. (2026). Association between ADHD symptom severity and motor activity in preschool children: A cross-sectional study. Physical Education and Sports: Studies and Research, 220-232. https://doi.org/10.56003/pessr.v5i2.777
  • Open Access

    Structural relationships between service quality, communication, motivation, and athlete satisfaction in basketball Indonesia

    Fajar Gumilang H.M1, Agung Nugroho2, Rumpis Agus Sudarko3, Fauzi Fauzi4, Fajar Sriwahyuniati5
    1. Yogyakarta State University , ID
    2. Yogyakarta State University , ID
    3. Yogyakarta State University , ID
    4. Yogyakarta State University , ID
    5. Yogyakarta State University , ID
    2026-04-09
    doi https://doi.org/10.56003/pessr.v5i1.691
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 09 April 2026
    |
    page 113-124
    Abstract

    Background: Many basketball clubs aim to enhance athlete satisfaction through service quality, communication, and motivation; however, empirical evidence validating these factors as measurable constructs remains limited.

    Objectives: This study examines whether these variables function as latent constructs influencing athlete satisfaction and validates their measurement structure using confirmatory factor analysis.

    Methods: This study used a quantitative survey and included 263 basketball athletes from various clubs in Sidoarjo, comprising 110 males and 153 females. The participant characteristics focused on players still in the developmental stage who had been actively participating in club training programs for 3 to 6 months, with educational levels ranging from junior high school to college. Participants were selected using purposive sampling. Data were collected using a valid and reliable Likert-scale questionnaire and analyzed using Structural Equation Modeling (SEM) via AMOS 22.

    Results: The results demonstrate that service quality (β=0.337, ????=0.000) and communication (β=0.439, ????=0.000) significantly enhance motivation. Furthermore, motivation significantly affects athlete satisfaction (β = 0.582, ???? = 0.000). Crucially, the analysis confirms that motivation mediates the relationship between service quality (indirect effect=0.139) and communication (indirect effect=0.240) on satisfaction.

    Conclusions: Theoretically, this study confirms motivation as a vital psychological mediator linking managerial inputs to athlete satisfaction. In practice, the findings demonstrate that while high-quality physical facilities provide a necessary structural foundation, they must be integrated with effective, supportive coaching communication to optimally ignite athletes' intrinsic drive and maximize their overall club experience.
    APA Citation Style
    H.M, F. G. , Nugroho, A. , Sudarko, R. A. , Fauzi, F. , & Sriwahyuniati, F. (2026). Structural relationships between service quality, communication, motivation, and athlete satisfaction in basketball: Indonesia. Physical Education and Sports: Studies and Research, 113-124. https://doi.org/10.56003/pessr.v5i1.691
  • Open Access

    Comparative Analysis of Soccer and Futsal Extracurriculars: A Survey Study of Physical Fitness Profiles

    Didi Suryadi1, Mikkey Anggara Suganda2, Makan Sacko3, Y. Touvan Juni Samodra4, Rubiyatno Rubiyatno5, Eka Supriatna6, Isti Dwi Puspita Wati7, Ardo Okilanda8
    1. Tanjungpura University , ID
    2. Nahdlatul Ulama University Cirebon , ID
    3. Centre des Langues de Badalabougou , ML
    4. Tanjungpura University , ID
    5. Tanjungpura University , ID
    6. Tanjungpura University , ID
    7. Tanjungpura University , ID
    8. State University of Padang , ID
    2023-04-28
    doi https://doi.org/10.56003/pessr.v2i1.182
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 28 April 2023
    |
    page 59-71
    Abstract

    Background: Futsal and soccer are sports that require endurance and good physical fitness. However, the striking difference, especially in terms of the field used, causes various assumptions.

    Objectives: The purpose of this study is to compare the levels of physical fitness required for futsal and soccer as extracurricular activities.

    Methods: The Indonesian Physical Fitness Test (TKJI), In this study, a survey administered to extracurricular football and futsal players aged 13 to 15 was used as a quantitative method. Male students from two separate schools who were involved in extracurricular activities participated in this study, including soccer at State Junior High School 3 Sukadana, and futsal at Madrasah Tsanawiyah State 1 Pontianak. Applying a purposive sampling strategy to collect the sample, 20 futsal extracurricular students and 20 soccer extracurricular students were obtained. The SPSS version 26 program was used to aid in the data analysis for this investigation.

    Results: According to the study's findings, the average physical fitness score for soccer extracurricular was 15.1, while the average for futsal extracurricular was 11.75. Additionally, the significance value is 0.000 0.05, demonstrating a significant distinction between football and futsal as extracurricular activities.

    Conclusion: The study on the degree of physical fitness in extracurricular futsal and football found that there is a big gap. These preliminary results might improve understanding of student fitness developments among exercise professionals.

    APA Citation Style
    Suryadi, D. , Suganda, M. A. , Sacko, M. , Samodra, Y. T. J. , Rubiyatno, R. , Supriatna, E. , Wati, I. D. P. , & Okilanda, A. (2023). Comparative Analysis of Soccer and Futsal Extracurriculars: A Survey Study of Physical Fitness Profiles. Physical Education and Sports: Studies and Research, 59-71. https://doi.org/10.56003/pessr.v2i1.182
  • Open Access

    Determinants of athlete motivation and engagement in collegiate team sports: Toward a sports development framework

    Teejay D. Panganiban1, Samboy Nabor2
    1. Batangas State University TNEU JPLPC-Malvar , PH
    2. University of Perpetual Help System Dalta Las Piñas , PH
    2026-04-14
    doi https://doi.org/10.56003/pessr.v5i1.718
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 14 April 2026
    |
    page 147-159
    Abstract

    Background: Athlete motivation and sustained engagement are essential for retention in collegiate sports programs; however, the institutional and environmental factors that influence these outcomes remain underexplored.

    Objectives: This study aimed to examine the determinants of athlete motivation and engagement in collegiate team sports using a Self-Determination Theory perspective, with engagement serving as a proxy for retention behavior.

    Methods: A mixed-methods design was employed involving 75 collegiate student-athletes representing basketball, volleyball (men and women), baseball, and softball teams. Quantitative data were collected using a validated, researcher-developed questionnaire based on Self-Determination Theory and analyzed using descriptive statistics, Pearson's correlation, multiple regression, and Structural Equation Modeling (SEM). In contrast, qualitative data were analyzed using thematic analysis.

    Results: Findings revealed that organizational commitment (M = 3.42) and environmental support (M = 3.47) were rated very high, while incentives and facilities were rated high. All program components were significantly associated with athlete engagement (p < .05). Regression analysis showed that environmental support (β = .36) and perceived support (β = .31) were the strongest predictors, explaining 68% of the variance (R² = 0.68). SEM results indicated a good model fit (CFI = 0.95; RMSEA = 0.061).

    Conclusions: Qualitative findings highlighted intrinsic motivations, such as passion and belonging, as well as extrinsic motivators, including scholarships and rewards, alongside barriers, including financial delays, academic conflicts, and burnout. The study concludes that environmental and perceived support are the primary determinants of athlete engagement, emphasizing the critical role of competence-supportive environments in sustaining motivation and improving athlete retention.

    APA Citation Style
    Panganiban, T. D. , & Nabor, S. (2026). Determinants of athlete motivation and engagement in collegiate team sports: Toward a sports development framework. Physical Education and Sports: Studies and Research, 147-159. https://doi.org/10.56003/pessr.v5i1.718
  • Open Access

    An analysis of anxiety levels among volleyball athletes during a provincial inter-club tournament in Jakarta, Indonesia

    Rea Rizkita Raga1, Yunita Lasma2
    1. Universitas Islam 45 Bekasi , ID
    2. Universitas Islam 45 Bekasi , ID
    2025-07-27
    doi https://doi.org/10.56003/pessr.v4i2.605
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 27 July 2025
    |
    page 175-185
    Abstract

    Background: Competitive anxiety is a key psychological factor that can significantly affect an athlete's performance. In volleyball, high-pressure situations often lead to anxiety, potentially hindering players' ability to perform optimally.

    Objectives: This study aims to assess the levels of anxiety experienced by volleyball athletes competing in the Special Capital Region Jakarta Inter-Club Provincial Championship.

    Methods: A descriptive quantitative design was used, with data collected through a survey involving 70 volleyball athletes. The instrument used was a 35-item anxiety questionnaire categorized into two phases: before the match (18 items) and during the match (17 items). Responses were measured using a 5-point Likert scale. Validity testing confirmed all items were valid, and the instrument showed high reliability (α = 0.954), as analyzed using SPSS 23.

    Results: During the match, 35.7% of athletes experienced high anxiety, while 64.3% showed low anxiety. Prior to the match, 44.3% reported high anxiety and 55.7% reported low anxiety. Overall, 36.6% of athletes showed high anxiety levels, while 61.4% displayed low levels. These results indicate that most athletes have relatively good emotional regulation abilities in competitive situations.

    Conclusions: The study underscores the critical role of psychological readiness in athletic performance. Coaches and policymakers are encouraged to integrate structured mental training programs into athlete development. Future research should explore variables contributing to anxiety, such as playing position, competitive experience, and demographic factors like age and gender.

    APA Citation Style
    Raga, R. R. , & Lasma, Y. (2025). An analysis of anxiety levels among volleyball athletes during a provincial inter-club tournament in Jakarta, Indonesia. Physical Education and Sports: Studies and Research, 175-185. https://doi.org/10.56003/pessr.v4i2.605
  • Open Access

    The relationship between arm length and body mass index (BMI) with turbo-throwing performance in elementary school students

    Awaliyah Riskyta Putri1, Siti Nurrochmah2
    1. State University of Malang , ID
    2. State University of Malang , ID
    2025-07-01
    doi https://doi.org/10.56003/pessr.v4i2.563
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 01 July 2025
    |
    page 115-124
    Abstract

    Background: This research is motivated by insufficient scientific research that specifically examines the relationship between arm length and Body Mass Index (BMI) on turbo throwing performance in elementary school students, especially in preparation for the National Student Sports Olympics (O2SN).

    Objectives: This study examines the relationship between arm length and BMI and the turbo-throwing performance of sixth-grade students of State Elementary School Bunulrejo 1 Malang in preparation for the National Student Sports Olympics (O2SN) in 2025.

    Methods: The method used is a quantitative descriptive design with a correlational study. The study population comprised 71 male students, with a sample of 45 male students. The research instrument was a turbo-throwing basic motion performance test, arm length measurement, and Body Mass Index (BMI) measurement. The analysis technique uses inferential statistics in the form of multiple correlation analysis, which is complemented by multiple regression analysis.

    Results: The results were obtained using inferential statistics through multiple correlation analysis. The results of the multiple correlation test obtained a coefficient value = 0.723 and Sig. P = 0.001 < a = 0.05, and the contribution of the variable effectiveness of arm's length to turbo-throwing performance is 46.3%, while BMI is 5.9%, so the variables arm length and BMI provide an effective contribution of 52.2%.

    Conclusions: Arm length and BMI significantly influence turbo-throwing performance. Arm length is the most dominant factor. These results can be a reference for teachers and coaches when selecting O2SNs and coaching athletes at the basic education level. Future researchers are expected to examine other variables that have not been studied to provide a more comprehensive picture of turbo-throwing performance.

    APA Citation Style
    Putri, A. R. , & Nurrochmah, S. (2025). The relationship between arm length and body mass index (BMI) with turbo-throwing performance in elementary school students. Physical Education and Sports: Studies and Research, 115-124. https://doi.org/10.56003/pessr.v4i2.563
  • Open Access

    Teachers’ Management in Implementation of CHED Memorandum Order (CMO) 39, Series of 2021 towards the Achievement of Students’ Learning Outcomes in Physical Education

    John Michael Aquino1
    1. Laguna State Polytechnic University , PH
    2023-04-20
    doi https://doi.org/10.56003/pessr.v2i1.190
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 20 April 2023
    |
    page 26-43
    Abstract

    Background: The Commission on Higher Education (CHED) has issued Memorandum Order (CMO) No. 39, Series of 2021 that strengthens the management of physical education teachers and promotes the achievement of students’ learning outcomes. Higher education institutions will guarantee that they are adhering to the requirements of the CMO to ensure the quality of instruction in physical education and the improvement of the students’ learning outcomes.

    Objectives: This research aims to investigate the process of implementation of the CMO 39, Series of 2021 and its contribution to the improvement of student learning outcomes in Physical Education (PE).

    Methods: Through a qualitative research design based on a phenomenological approach, the researchers employed a purposive sampling method to select 9 male and 3 female PE teachers from Higher Learning Institution in the Philippines. A non-test instrument consisting of an interview guide was used to collect data from the study participants. The data was then analyzed to identify themes and patterns that emerged from the responses.

    Results: The study revealed the effectiveness of physical education in terms of student motivation, class orientation, students’ participation, and the application of the Physical Activity Towards Health and Fitness (PATHFIT) program. The findings show that physical education is an important part of the educational process and has a direct influence on the students' learning outcomes. Furthermore, the study also highlights the importance of providing students with the necessary knowledge and skills to succeed, and of assessing the students' abilities from their performance to achieve course objective with good behavior and attitude.

    Conclusion: It showed potential areas of improvement in the implementation process to ensure that the objectives of the memorandum are achieved, which is necessary for teachers to be aware of the competencies that need to be developed for students. This research will contribute to the existing literature on the importance of quality assurance programs, particularly in the area of physical education.

    APA Citation Style
    Aquino, J. M. (2023). Teachers’ Management in Implementation of CHED Memorandum Order (CMO) 39, Series of 2021 towards the Achievement of Students’ Learning Outcomes in Physical Education. Physical Education and Sports: Studies and Research, 26-43. https://doi.org/10.56003/pessr.v2i1.190
  • Open Access

    A Study on the Impact of Various Motor Fitness Characteristics on Performing Ability in High and Low-Performing Divisional Women Cricket Players

    Farjana Akter Boby1
    1. Jashore University of Science & Technology , BD
    2023-04-26
    doi https://doi.org/10.56003/pessr.v2i1.179
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 26 April 2023
    |
    page 44-58
    Abstract

    Background: Motor fitness has a big impact on the cricket performance pyramid.

    Objectives: The research concentrates on certain motor fitness components to improve playing competency in both high- and low-performing Divisional women cricket players.

    Methods: For this study, 36 female players were randomly selected as subjects from the Bangladesh Women's National Cricket League held in Sylhet in 2022-23. They ranged in age from 16 to 27 years. Three equal groups of twelve people each were formed from the chosen subjects. Khulna, Sylhet, and Dhaka teams were represented by Group I, Group II, and Group III, respectively. Regular exercises and training were provided to enhance the player's performance in the game. Our research scholar additionally prepared the questionnaires with the help of the literature review. The researcher reported the following motor fitness factors: explosive leg power, speed, agility, and cardiovascular endurance. The generated data were gathered during the competition and statistically evaluated after the competition by applying ANOVA and Post Hoc Test (Tukey HSD). The researcher used the statistical software package SPSS version 26 for data analysis.

    Results: The results of the study showed that there were significant differences in motor fitness characteristics between high and low-performing Divisional women cricket players. High-performing players had significantly better scores on cardiovascular endurance (p=.000), explosive leg power (p=.013), speed (p=.002), and agility (p=.000) than low-performing players. The Champion Team (Sylhet) of the league was discovered to be more successful than other teams in achieving high-level performance.

    Conclusion The study concluded that to execute the best gaming plan, playing skill exclusively depends on physical condition and a stress-free mind. The study highlights the importance of motor fitness characteristics in cricket performance. The findings may have implications for developing training programs tailored to improve specific motor fitness characteristics for players at different performance levels.

    APA Citation Style
    Boby, F. A. (2023). A Study on the Impact of Various Motor Fitness Characteristics on Performing Ability in High and Low-Performing Divisional Women Cricket Players. Physical Education and Sports: Studies and Research, 44-58. https://doi.org/10.56003/pessr.v2i1.179
  • Open Access

    Functional movement patterns and bilateral asymmetry in badminton athletes: A Functional Movement Screen analysis at the Malang Regional Training Center

    Avi Kholifatuz Zahro'1, Muhammad Atiq Noviudin Pritama2
    1. State University of Malang , ID
    2. State University of Malang , ID
    2026-08-17
    doi https://doi.org/10.56003/pessr.v5i2.756
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 17 August 2026
    |
    page 196-207
    Abstract

    Background: Badminton involves repetitive unilateral overhead movements, rapid changes of direction, and explosive actions that may contribute to side-to-side differences in functional movement patterns.

    Objectives: This study aimed to describe functional movement patterns and bilateral asymmetry among badminton athletes at the Malang Regional Training Center using the Functional Movement Screen (FMS).

    Methods: This cross-sectional study involved 16 sub-elite badminton athletes aged 15–20 years selected through purposive sampling. Functional movement was assessed using the seven-component FMS. Total scores were classified as high (≤14), moderate (15–17), or low (18–21) injury risk. Bilateral asymmetry was identified from differences between right- and left-side scores in five bilateral FMS components. Data were analyzed descriptively using means, standard deviations, frequencies, and percentages.

    Results: Most athletes (62.5%, n = 10) were classified as having moderate injury risk, while 18.75% (n = 3) were classified as high risk and 18.75% (n = 3) as low risk. Shoulder Mobility showed the highest prevalence of bilateral asymmetry (100%, n = 16), followed by the In-Line Lunge and Rotary Stability (62.5%, n = 10 each), Hurdle Step (50.0%, n = 8), and Active Straight Leg Raise (43.75%, n = 7).

    Conclusions: Bilateral functional movement asymmetry was common among badminton athletes, particularly in shoulder mobility, while most athletes were classified within the moderate injury-risk category. These findings support functional movement screening to identify movement limitations and inform individualized corrective exercise strategies.

    APA Citation Style
    Zahro', A. K. , & Pritama, M. A. N. (2026). Functional movement patterns and bilateral asymmetry in badminton athletes: A Functional Movement Screen analysis at the Malang Regional Training Center. Physical Education and Sports: Studies and Research, 196-207. https://doi.org/10.56003/pessr.v5i2.756
  • Open Access

    Exploratory machine-learning classification of student performance in physical education using fitness, engagement, and academic indicators

    Princes Lloyda Peralta1, Shekiro Raposas2, Reinalyn Bucsit3
    1. General Education Department, College of Inclusive Education, Lorma Colleges , PH
    2. College of Computer Studies and Engineering, Lorma Colleges , PH
    3. General Education Department, College of Inclusive Education, Lorma Colleges , PH
    2026-09-09
    doi DOI not yet available
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 09 September 2026
    |
    page 276-289
    Abstract

    Background: Physical Education (PE) performance is multidimensional and may be associated with fitness, engagement, attendance, motivation, and prior achievement. Machine learning can identify classification patterns across these indicators, but predictive claims require clear temporal ordering and rigorous validation.

    Objective: This study compared four machine-learning classifiers for categorizing student PE performance while minimizing target leakage and addressing class imbalance.

    Methods: An exploratory, leakage-controlled classification analysis used a public Kaggle dataset of uncertain provenance. The dataset contained 500 records, 19 substantive variables, and one identifier, with Performance categorized as Low, Average, or High Performer. Because the label-construction rule was undocumented, Performance was treated as an inherited categorical outcome. Overall PE Performance Score, Improvement Rate, and Final Grade were excluded because they could contain current, change-based, or outcome-related information. Categorical predictors were one-hot encoded, numeric predictors were standardized, and preprocessing was performed within training folds. Random Forest, Decision Tree, Support Vector Machine, and Logistic Regression were evaluated using stratified five-fold cross-validation with class-weighted learning.

    Results: Random Forest achieved the highest accuracy (0.856), whereas Logistic Regression achieved the highest balanced accuracy (0.749) and macro-F1 (0.645). Its out-of-fold recall was 0.759 for Low, 0.720 for Average, and 0.750 for High Performers, indicating that accuracy alone may inadequately reflect performance in an imbalanced multiclass setting.

    Conclusion: Leakage-controlled, class-aware evaluation is essential in machine-learning classification of student performance. These findings are exploratory and should not be interpreted as validated prospective predictions. Future studies should use documented data, explicit temporal ordering, larger balanced samples, and independent external validation.

    APA Citation Style
    Peralta, P. L. , Raposas, S. , & Bucsit, R. (2026). Exploratory machine-learning classification of student performance in physical education using fitness, engagement, and academic indicators. Physical Education and Sports: Studies and Research, 276-289. https://journal.rezkimedia.or.id/pes/article/view/790
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CV. Rezki Media

CV. Rezki Media is an academic publishing institution dedicated to disseminating scholarly knowledge through quality peer-reviewed journals, ethical publishing practices, and open access scholarly communication.

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License & Access

Creative Commons Attribution-ShareAlike 4.0

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License .

Open Access Journal

This journal provides immediate open access to its content on the principle that making research freely available to the public supports a greater global exchange of knowledge.

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Jl. Raya Bendorejo, RT.18/RW.09, Nglembu, Bendorejo, Kec. Pogalan, Trenggalek Regency, East Java 66371, Indonesia.

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+62 856-1778-812

Email:
support@rezkimedia.or.id

Website:
www.rezkimedia.or.id

CV. Rezki Media

  • ✦ Physical Education and Sports: Studies and Research (PESSR)
  • ✦ Darmabakti: Jurnal Pengabdian kepada Masyarakat
  • ✦ Public Health and Occupational Safety Journal (PHOSJ)
  • ✦ Sport, Exercise, and Injury (SEI)
  • ✦ Journal of Artificial Intelligence in Education & Learning Innovation (JAIELI)

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