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  • Open Access

    The relationship between limb length and lower-limb explosive power on squat-style long jump performance in junior secondary students

    Karina Octaviani1, Siti Nurrochmah2
    1. State University of Malang , ID
    2. State University of Malang , ID
    2025-07-01
    doi https://doi.org/10.56003/pessr.v4i2.561
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 01 July 2025
    |
    page 103-114
    Abstract

    Background: To determine the relationship between leg length and leg muscle explosive power with squat style long jump performance applied to junior high school students.

    Objectives: This study examines the relationship between leg length, leg muscle explosive power, and the ability to jump squatting style long.

    Methods: The method used is a quantitative descriptive design with a correlational study. The study population amounted to 60 male students in class VIII. Sampling using the Purposive Proportional Systematic Random Sampling technique amounted to 45 students. The collected data were analyzed using three prerequisite tests: data normality test, homogeneity test, and linearity test. After fulfilling the prerequisite test requirements, it can be continued with 4 hypothesis tests, product moment test, multiple correlation test, regression equation line, and practical contribution and relative contribution.

    Results: The data obtained using inferential statistics in multiple correlation analysis is complemented by multiple regression analysis. The results of the multiple correlation test obtained a coefficient = 0.687 and Sig. P = 0.001 < a = 0.05.

    Conclusions: The study concludes a positive and linear relationship between leg length and leg muscle explosive power with squat-style long jump performance. Based on these findings, further research is recommended to explore additional variables such as speed, flexibility, and confidence, which may influence squat-style long jump performance.

    APA Citation Style
    Octaviani, K. , & Nurrochmah, S. (2025). The relationship between limb length and lower-limb explosive power on squat-style long jump performance in junior secondary students. Physical Education and Sports: Studies and Research, 103-114. https://doi.org/10.56003/pessr.v4i2.561
  • 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

    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

    Examining the mediating role of perceived psychosocial support in the relationship between sport grit and psychological well-being among high school student-athletes

    Daphne Scott Fernandez1, Kahreen Lou Mondina2
    1. Saint Louis College La Union,Saint Louis College La Union , PH
    2. Saint Louis College La Union,Saint Louis College La Union , PH
    2026-08-01
    doi https://doi.org/10.56003/pessr.v5i2.725
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 01 August 2026
    |
    page 182-195
    Abstract

    Background: Psychological well-being is essential for student-athletes because they must simultaneously cope with competitive sport demands and academic responsibilities. Although both sport grit and perceived psychosocial support have been associated with positive psychological outcomes, the mediating role of psychosocial support in the relationship between sport grit and psychological well-being remains insufficiently understood.

    Objectives: This study examined whether perceived psychosocial support mediates the relationship between sport grit and psychological well-being among high school student-athletes.

    Methods: A quantitative cross-sectional correlational design with a mediation analysis framework was employed. A total of 362 high school student-athletes from the first district of La Union, Philippines, participated using total enumeration sampling. Data were collected using standardized questionnaires assessing sport grit, psychological well-being, and perceived psychosocial support. Descriptive statistics, regression analysis, and bias-corrected bootstrap mediation analysis (5,000 resamples) were performed using JASP.

    Results: Student-athletes reported high levels of sport grit, psychological well-being, and perceived psychosocial support. Sport grit significantly and positively predicted psychological well-being, whereas it did not significantly predict perceived psychosocial support. Perceived psychosocial support demonstrated a significant but negative association with psychological well-being. Furthermore, the indirect effect of sport grit on psychological well-being through perceived psychosocial support was not statistically significant, indicating the absence of a mediating effect.

    Conclusions: Sport grit is an important direct psychological resource associated with psychological well-being among high school student-athletes. Although perceived psychosocial support contributes to athletes' psychological functioning, it does not explain the relationship between sport grit and psychological well-being. These findings highlight the importance of strengthening athletes' internal psychological resources while maintaining supportive sport environments.

    APA Citation Style
    Fernandez, D. S. , & Mondina, K. L. (2026). Examining the mediating role of perceived psychosocial support in the relationship between sport grit and psychological well-being among high school student-athletes. Physical Education and Sports: Studies and Research, 182-195. https://doi.org/10.56003/pessr.v5i2.725
  • Open Access

    Unveiling the digital gym: A phenomenological dive into online physical education pedagogy

    Princes Lloyda Peralta1
    1. Saint Louis College , PH
    2025-04-04
    doi https://doi.org/10.56003/pessr.v4i1.474
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 04 April 2025
    |
    page 15-31
    Abstract

    Background: The COVID-19 pandemic necessitated a rapid shift to online learning, posing significant challenges for traditionally hands-on subjects like Physical Education (PE). Limited student engagement, digital accessibility issues, and the need for pedagogical adaptation became major concerns for PE instructors.

    Objectives: This study aims to explore the lived experiences of PE instructors in adapting to online instruction, identifying the strategies, challenges, and innovations they employed to maintain instructional effectiveness.

    Methods: A qualitative research design utilizing Interpretative Phenomenological Analysis (IPA) was adopted to gain deep insights into instructors’ experiences. Purposive sampling was used to select seven PE instructors from urban and rural institutions, ensuring diverse teaching contexts. Data were collected through semi-structured interviews, and thematic analysis was conducted to identify key adaptation strategies.

    Results: Five major themes emerged from the findings: (1) Adaptation to Online Instruction, where instructors restructured their teaching approaches to accommodate digital platforms; (2) Effective Use of Digital Tools, emphasizing the role of online resources in enhancing instructional delivery; (3) Innovative Approaches to Engagement, detailing gamification techniques and interactive pedagogies; (4) Equitable Access Strategies, addressing disparities in internet connectivity and learning resources; and (5) Assessment of Success and Progress, highlighting novel evaluation methods tailored for online PE instruction. These themes collectively form the "Navigating Instructional Delivery Through Innovation, Technology, Engagement, and Equity" framework.

    Conclusions: The study provides valuable insights into how PE instructors have innovatively adapted to online learning, ensuring student engagement and equitable access to education. The findings offer implications for policy-making, teacher training programs, and the future integration of technology in PE instruction. Future research should explore student perspectives and the long-term impact of digital PE on learning outcomes.

    APA Citation Style
    Peralta, P. L. (2025). Unveiling the digital gym: A phenomenological dive into online physical education pedagogy. Physical Education and Sports: Studies and Research, 15-31. https://doi.org/10.56003/pessr.v4i1.474
  • Open Access

    Integrating technology in physical education: The impact of TPACK-based tactical and technical approaches on football skills and student motivation

    Defri Mulyana1, Adang Suherman2, Komarudin Komarudin3, Bambang Abduljabar4, Fegie Rizkia Mulyana5
    1. Indonesia University of Education , ID
    2. Indonesia University of Education , ID
    3. Indonesia University of Education , ID
    4. Indonesia University of Education , ID
    5. Siliwangi University , ID
    2025-05-14
    doi https://doi.org/10.56003/pessr.v4i1.523
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 14 May 2025
    |
    page 71-82
    Abstract

    Background: Motivation and skill development are vital in physical education, particularly football. Tactical learning emphasizes decision-making and game understanding, while technical learning focuses on mastering fundamental skills.

    Objectives: This study aimed to analyze the impact of a TPACK-based tactical and technical learning approach on student motivation and football skill acquisition among high school students in Tasikmalaya.

    Methods: The study applied the TPACK framework—integrating Technological, Pedagogical, and Content Knowledge—in designing the learning model. Using an experimental method with a pre-test–post-test design, 30 students were divided into two groups. Motivation was assessed via a Likert-scale questionnaire, while football skills (passing, heading, dribbling, shooting, and playing ability) were evaluated through standardized tests. Data were analyzed using paired and independent t-tests with a significance level of p < 0.05.

    Results: The technical approach significantly enhanced basic football skills, notably heading (t = 8.47) and shooting (t = 8.29), proving its effectiveness in improving fundamental competencies. Conversely, the tactical approach showed a notable increase in student motivation (t = 4.98) and playing ability (t = 5.94), reflecting its strength in fostering strategic understanding and engagement. TPACK integration further reinforced both approaches through effective use of technology.

    Conclusions: The study highlights the importance of combining tactical and technical approaches to promote holistic student development. Continued research is needed to explore the long-term effects and potential of integrating diverse technological tools in physical education.

    APA Citation Style
    Mulyana, D. , Suherman, A. , Komarudin, K. , Abduljabar, B. , & Mulyana, F. R. (2025). Integrating technology in physical education: The impact of TPACK-based tactical and technical approaches on football skills and student motivation. Physical Education and Sports: Studies and Research, 71-82. https://doi.org/10.56003/pessr.v4i1.523
  • Open Access

    Predictors of cardiorespiratory endurance in martial arts athletes: A path analysis of body composition, hemoglobin, and motivation

    Novanto Ponco Nugroho 1, Dani Nur Riyadi2, Aridhotul Haqiyah3
    1. Universitas Islam 45 Bekasi , ID
    2. Universitas Islam 45 Bekasi , ID
    3. Universitas Islam 45 Bekasi , ID
    2025-07-01
    doi https://doi.org/10.56003/pessr.v4i2.559
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 01 July 2025
    |
    page 83-94
    Abstract

    Background: Cardiorespiratory endurance is vital to athletic performance, particularly in sports requiring sustained physical exertion such as martial arts.

    Objectives: This study examined the predictive roles of body composition (BMI), hemoglobin concentration, and motivation on cardiorespiratory endurance among university-level martial arts athletes.

    Methods: Using a quantitative path analysis design, data were collected from 20 purposively selected martial arts athletes who regularly trained. Cardiorespiratory endurance was assessed via the multistage fitness test, BMI was calculated using standard anthropometric measures, hemoglobin was measured using the Harenz scale, and motivation was evaluated with a validated Likert-scale questionnaire.

    Results: The analysis showed that BMI (ρ = 0.705, t = 3.071, p = 0.007) and hemoglobin concentration (ρ = 0.946, t = 4.672, p < 0.001) had significant positive effects on cardiorespiratory endurance. Motivation, however, did not have a significant direct effect (ρ = 0.087, t = 0.853, p = 0.203). Additionally, BMI correlated positively with both hemoglobin (ρ = 0.923, p < 0.001) and motivation (ρ = 0.670, p = 0.034), suggesting indirect effects through physiological mechanisms.

    Conclusions: The findings underscore that physiological indicators, specifically BMI and hemoglobin, are more critical predictors of aerobic capacity than psychological factors like motivation in this athletic population. Due to sport-specific demands, these results may not be generalizable to non-martial arts athletes. Future studies should incorporate additional mediators such as training intensity and account for potential self-report bias in motivation assessments.

    APA Citation Style
    Nugroho , N. P. , Riyadi, D. N. , & Haqiyah, A. (2025). Predictors of cardiorespiratory endurance in martial arts athletes: A path analysis of body composition, hemoglobin, and motivation. Physical Education and Sports: Studies and Research, 83-94. https://doi.org/10.56003/pessr.v4i2.559
  • Open Access

    Psychosocial predictors of academic achievement in physical education among Indonesian university students: Testing the mediating role of mental toughness

    Muhad Fatoni1, Agam Akhmad Syaukani2, Pungki Indarto3, Imron Nugroho Saputro4, Ismi Husniyah Musyfiroh5
    1. Muhammadiyah University of Surakarta , ID
    2. University of Technology Malaysia , MY
    3. Muhammadiyah University of Surakarta , ID
    4. Muhammadiyah University of Surakarta , ID
    5. Muhammadiyah University of Surakarta , ID
    2025-12-12
    doi https://doi.org/10.56003/pessr.v4i3.624
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 12 December 2025
    |
    page 291-301
    Abstract

    Background: Academic performance in this context is conceptualized holistically, encompassing the integration of cognitive, affective, psychomotor, and physical achievements. Grounded in Self-Determination Theory and Social Cognitive Theory, the study posits that physical activity interest and social skills serve as predictors of both mental toughness and academic outcomes.

    Objectives: This study examines the mediating role of mental toughness in the relationship between physical activity interest, social skills, and academic performance among university students enrolled in physical education programs.

    Methods: A quantitative approach was employed, involving the administration of structured questionnaires to 235 active students. Data were analyzed using Structural Equation Modeling with a Partial Least Squares approach to assess construct validity and the relationships among variables.

    Results: The results reveal that interest in physical activity and social skills has a significant influence on both mental toughness and academic performance. However, mental toughness did not serve as a substantial mediator within the proposed model.

    Conclusions: These findings underscore the critical direct roles of affective and social factors in predicting academic success in physical education contexts. Theoretically, this study clarifies the functional position of mental toughness, while practically, it promotes the development of instructional strategies that enhance intrinsic motivation and collaborative skills within physical education curricula.
    APA Citation Style
    Fatoni, M. , Syaukani, A. A. , Indarto, P. , Saputro, I. N. , & Musyfiroh, I. H. (2025). Psychosocial predictors of academic achievement in physical education among Indonesian university students: Testing the mediating role of mental toughness. Physical Education and Sports: Studies and Research, 291-301. https://doi.org/10.56003/pessr.v4i3.624
  • Open Access

    Development and evaluation of a web-based interactive flashcard tool (Aero’Zen) for low-impact rhythmic activity instruction in physical education

    Zenny Ni'matul Ulya1, Donny Anhar Fahmi2, Ibnu Fatkhu Royana3
    1. Department of Physical Education, Faculty of Social Sciences and Physical Education, Universitas PGRI Semarang , ID
    2. Department of Physical Education, Faculty of Social Sciences and Physical Education, Universitas PGRI Semarang , ID
    3. Department of Physical Education, Faculty of Social Sciences and Physical Education, Universitas PGRI Semarang , ID
    2026-08-31
    doi https://doi.org/10.56003/pessr.v5i2.761
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 31 August 2026
    |
    page 233-247
    Abstract

    Background: Teaching rhythmic activities in physical education continues to face challenges due to the limited availability of visual learning aids that demonstrate movements systematically, repeatedly, and accessibly.

    Objectives: This study aimed to develop and evaluate Aero’Zen, a web-based interactive flashcard tool integrating movement illustrations, QR codes, and demonstration videos for basic low-impact rhythmic activities.

    Methods: This research and development study employed the ADDIE model. Following product development and expert validation, learning outcomes were evaluated using a one-group pretest–posttest pre-experimental design involving 30 tenth-grade students at SMK Negeri 2 Semarang. Product feasibility was assessed by media experts, subject matter experts, and a physical education practitioner. Pretest and posttest scores were analyzed using the Shapiro–Wilk test for normality and paired-samples t-tests, with the significance level set at α = .05.

    Results: Aero’Zen was rated highly suitable by media experts (95.75%), subject matter experts (94.50%), and a physical education practitioner (88.75%). Mean scores increased from 75.40 to 89.97 in the cognitive domain, from 28.80 to 32.77 in the affective domain, and from 19.87 to 32.00 in the psychomotor domain. Paired-samples t-tests revealed significant differences between pretest and posttest scores across all three domains (all p < .001).

    Conclusions: Aero’Zen is a highly suitable web-based learning medium with the potential to support students’ cognitive, affective, and psychomotor learning outcomes, including movement coordination and performance, in low-impact rhythmic activities. Its integrated flashcards, QR-code access, and demonstration videos provide a flexible resource for repeated and independent learning. Future studies should use randomized controlled trials with larger and more diverse samples to strengthen causal inference and generalizability.

    APA Citation Style
    Ulya, Z. N. , Fahmi, D. A. , & Royana, I. F. (2026). Development and evaluation of a web-based interactive flashcard tool (Aero’Zen) for low-impact rhythmic activity instruction in physical education. Physical Education and Sports: Studies and Research, 233-247. https://doi.org/10.56003/pessr.v5i2.761
  • Open Access

    Perceptions of the sports community toward gymnastics achievement in Semarang City

    Unique Mierdha Denata Winarko1, Said Junaidi2
    1. State University of Semarang , ID
    2. State University of Semarang , ID
    2026-01-05
    doi https://doi.org/10.56003/pessr.v4i3.609
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 05 January 2026
    |
    page 355-362
    Abstract

    Background: Gymnastics is a fundamental sport that supports physical fitness development and long-term athletic performance through complex physical demands such as strength, flexibility, balance, coordination, and explosive power. However, its development as an achievement sport often receives limited structural and institutional support at the local level.

    Objectives: : This study aimed to analyze the perceptions of the sports community toward gymnastics achievements in Semarang City and to identify discrepancies between conceptual support and perceived developmental conditions.

    Methods: A quantitative descriptive survey design was employed involving 60 respondents from the sports community, including sport science students, physical education teachers, and sports practitioners. Data were collected using a validated and reliable closed-ended questionnaire measuring three perception indicators: acceptance, understanding, and appraisal of gymnastics as an achievement sport. Responses were assessed using a four-point Likert scale. Data analysis was conducted using descriptive statistics alongside validity and reliability testing.

    Results: Item-level analysis indicated positive perceptions, with mean scores ranging from 3.05 to 3.79, reflecting strong recognition of gymnastics’ value and potential. However, classification of total perception scores showed that 58.33% of respondents rated the current condition of gymnastics development as very poor. This contrast highlights a clear gap between conceptual appreciation and perceived realities, particularly regarding infrastructure availability, coaching quality, and competition opportunities.

    Conclusions: The sports community in Semarang City demonstrates strong conceptual support for gymnastics as an achievement sport, yet perceives substantial limitations in its practical development. Strengthening facilities, coaching systems, and competitive structures is essential to transform positive perceptions into sustainable athletic performance.
    APA Citation Style
    Winarko, U. M. D. , & Junaidi, S. (2026). Perceptions of the sports community toward gymnastics achievement in Semarang City. Physical Education and Sports: Studies and Research, 355-362. https://doi.org/10.56003/pessr.v4i3.609
  • Open Access

    A comparison of VO₂max response of 15-year-old soccer athletes based on training time in the tropical climate of Bima

    Firdaus Firdaus1, Taty Hartati2, Rabwan Satriawan3, Shutan Arie Shandi4, Nor Fazila Abd Malek5
    1. Department of Physical Education, STKIP Taman Siswa Bima , ID
    2. Department of History, STKIP Taman Siswa Bima , ID
    3. Department of Physical Education, STKIP Taman Siswa Bima , ID
    4. Department of Physical Education, STKIP Taman Siswa Bima , ID
    5. Faculty of Sports Science and Coaching, Sultan Idris Education University , MY
    2026-04-14
    doi https://doi.org/10.56003/pessr.v5i1.709
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 14 April 2026
    |
    page 125-134
    Abstract

    Background: VO₂max is the primary indicator of a soccer athlete's aerobic capacity, but in tropical climates like Bima, high temperatures and humidity can affect VO₂max achievement. Hence, the timing of training is an important factor to consider.

    Objectives: This study aims to analyze differences in VO₂max across training times (morning and afternoon) in 15-year-old youth soccer athletes from the Bima Football Association (PERSSEBI).

    Methods: The study used a quantitative, comparative, cross-sectional observational design. The study subjects were 45 athletes (age 15.31±0.46; height 163.12±4.35 cm; weight 55.28±3.67 kg; and body mass index (BMI) 20.78±1.18 kg/m²) from the Bima Football Association (PERSEBI), selected by purposive sampling, and divided into morning (n=23) and afternoon (n=22) training groups. VO₂max was measured using a multistage fitness test (Bleep Test). Data analysis included descriptive statistics, the Shapiro–Wilk normality test, the Levene homogeneity test, and the independent-samples t-test at a significance level of 0.05, using IBM SPSS 25.

    Results: The descriptive analysis showed that the average VO₂max of the morning group was 43.78 ± 2.34 ml/kg/minute, higher than that of the afternoon group (42.91 ± 2.29 ml/kg/minute). The results of the independent sample t-test showed that there was a significant difference in VO₂max between the two groups with a t value = 2.14 with df = 43 and a significant p value = 0.04 (p < 0.05) with an average difference of 0.87 ml/kg/minute indicating that the morning exercise group had a higher Vo2max value than the afternoon exercise group.

    Conclusions: These findings suggest that training time contributes to differences in athletes' VO₂max values in tropical environments, with morning training resulting in higher performance than afternoon training. Therefore, scheduling training that accounts for environmental conditions is crucial for optimizing athletes' VO₂max.

    APA Citation Style
    Firdaus, F. , Hartati, T. , Satriawan, R. , Shandi, S. A. , & Malek, N. F. A. (2026). A comparison of VO₂max response of 15-year-old soccer athletes based on training time in the tropical climate of Bima. Physical Education and Sports: Studies and Research, 125-134. https://doi.org/10.56003/pessr.v5i1.709
  • Open Access

    Weightlifting coaches' and athletes' understanding of injury prevention programs: a case study of Lumajang and Malang

    Muhammad Izzan Atmagara1, Yulingga Nanda Hanief2
    1. State University of Malang , ID
    2. State University of Malang , ID
    2025-09-21
    doi https://doi.org/10.56003/pessr.v4i2.601
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 21 September 2025
    |
    page 222-235
    Abstract

    Background: Weightlifting is a high-intensity sport with a high risk of injuries due to improper technique, insufficient warm-up, and excessive training loads.

    Objectives: This study explores the understanding, strategies, and barriers of weightlifting coaches and athletes in Lumajang District and Malang City related to implementing injury prevention programs in performance sports.

    Methods: This study used a qualitative case study approach. Participants were selected using purposive sampling, consisting of weightlifting coaches with at least one year of experience and athletes who had trained and competed at the regional level. Data were collected through interviews, observations, and document analysis, while data were analyzed using the Miles and Huberman model, including reduction, presentation, and conclusion.

    Results: The results showed that coaches and athletes emphasized dynamic warm-ups, core and back strengthening exercises, and correct lifting techniques as the main strategies to prevent injuries. However, limitations in facilities, literature access, and training variety were identified as barriers to implementing optimal injury prevention programs.

    Conclusions: This study concludes that effective injury prevention in weightlifting requires structured warm-up routines, individualized training programs, and adequate supporting equipment. Strengthening coaches’ knowledge and providing better facilities are crucial to minimize injuries and enhance athlete performance.
    APA Citation Style
    Atmagara, M. I. , & Hanief, Y. N. (2025). Weightlifting coaches' and athletes' understanding of injury prevention programs: a case study of Lumajang and Malang. Physical Education and Sports: Studies and Research, 222-235. https://doi.org/10.56003/pessr.v4i2.601
  • Open Access

    The effect of championship participation on training intensity and motivation of Pencak Silat student athletes at Semarang State University, Indonesia

    Achmad Alif Firmansyah1, Nanang Indardi2
    1. State University of Semarang , ID
    2. State University of Semarang , ID
    2025-08-15
    doi https://doi.org/10.56003/pessr.v4i2.620
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 15 August 2025
    |
    page 204-211
    Abstract

    Background: Consistent training and high enthusiasm are the keys to an athlete's success in achieving optimal performance. However, among Pencak Silat athletes at Semarang State University (UNNES), there is a decrease in training intensity and enthusiasm when there is no championship agenda.

    Objectives: The purpose of this study is to analyze the effect of participation in a championship on the training intensity and motivation of Semarang State University Pencak Silat athletes.

    Methods: This study used a pre-post design with the same subjects (n = 30) and an explanatory quantitative approach to determine the effect of championship participation on training intensity and motivation. Data were collected using a Likert scale questionnaire that has been tested for validity and reliability (α = 0.872). Data analysis was performed using a paired t-test using SPSS.

    Results: The results showed a significant increase in training intensity from a mean ± SD of 3.12 ± 0.54 (pre) to 3.78 ± 0.49 (post), and training motivation from 3.05 ± 0.61 (pre) to 3.85 ± 0.55 (post), with t(29) = 5.62 and 6.03, respectively, p = 0.004. Cohen's d effect sizes of 1.03 (intensity) and 1.10 (motivation) indicate significant effects.

    Conclusions: These findings indicate that participation in championships is a significant external motivator in improving the quality of athletes' training. Therefore, championships can be a coaching strategy to maintain sustainable training motivation, a practical implication that this study has clearly demonstrated.

    APA Citation Style
    Firmansyah, A. A. , & Indardi, N. (2025). The effect of championship participation on training intensity and motivation of Pencak Silat student athletes at Semarang State University, Indonesia. Physical Education and Sports: Studies and Research, 204-211. https://doi.org/10.56003/pessr.v4i2.620
  • 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

    Impact of plyometric training using step-up and lateral box jumps on the improvement of leg muscle power in youth school futsal athletes

    Risky Sandy Kurniawan1, Donny Anhar Fahmi2, Setiyawan Setiyawan3
    1. Universitas PGRI Semarang , ID
    2. Universitas PGRI Semarang , ID
    3. Universitas PGRI Semarang , ID
    2025-08-15
    doi https://doi.org/10.56003/pessr.v4i2.611
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 15 August 2025
    |
    page 212-221
    Abstract

    Background: Futsal is a high-intensity sport that requires leg muscle power, especially in aerial duels, anticipating the ball, and performing powerful kicks. Limited jumping ability can reduce leg muscle power and overall performance.

    Objectives: This study aims to test the impact of plyometric training using step-up and lateral box jumps on the improvement of leg muscle power in youth school futsal athletes.

    Methods: A quasi-experimental single-group pretest-posttest design was conducted with 40 male participants over a four-week plyometric training program. Leg muscle power was measured using a vertical jump test before and after the intervention. Data were analyzed using a t-test with the assistance of SPSS.

    Results: Both step-up and lateral box jumps significantly increased leg muscle power (p < 0.05). The step-up group showed an average increase of 4.20 cm, while the lateral box jump group showed an average increase of 3.45 cm, with no statistically significant difference (p = 0.326).

    Conclusions: Both training methods effectively enhance leg muscle power and can be integrated into school-based futsal training programs to improve performance.

    APA Citation Style
    Kurniawan, R. S. , Fahmi, D. A. , & Setiyawan, S. (2025). Impact of plyometric training using step-up and lateral box jumps on the improvement of leg muscle power in youth school futsal athletes. Physical Education and Sports: Studies and Research, 212-221. https://doi.org/10.56003/pessr.v4i2.611
  • Open Access

    Optimising physiological recovery after high-intensity training: A combined approach of hydrotherapy, contrast bath, and full-body massage in futsal players

    Afif Dwi Nugraha1, Laily Mita Andriana2, Muhamad Fauzi Antoni3, Muhammad Labib Siena Ar Rasyid4, Bhekti Lestari5
    1. Universitas Negeri Surabaya , ID
    2. Universitas Negeri Surabaya , ID
    3. Universitas Negeri Surabaya , ID
    4. Universitas Negeri Surabaya , ID
    5. Universitas Negeri Surabaya , ID
    2025-12-15
    doi https://doi.org/10.56003/pessr.v4i3.655
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 15 December 2025
    |
    page 302-317
    Abstract

    Background: Efficient recovery after high-intensity interval training (HIIT) is crucial for maintaining optimal performance and minimizing the risk of injury.

    Objectives: This study aims to analyze the effectiveness of combining hydrotherapy contrast baths and full-body massage in accelerating physiological recovery after a HIIT session, compared to the application of a single method.

    Methods: This study employed a pre–post quasi-experimental design with three parallel groups (n = 45; 15 participants per group) to analyze the effectiveness of hydrotherapy combined with whole-body massage compared with each method applied separately. Participants were assigned to one of three conditions: (1) hydrotherapy contrast bath only, (2) full-body massage only, and (3) a combined intervention using both techniques. Physiological recovery was assessed using validated instruments, including heart rate monitors for heart rate recovery (HRR), portable lactate analysers for blood lactate concentration, and a visual analogue scale (VAS) for perceived muscle soreness. Data were analysed using the Shapiro–Wilk test, paired-sample t-test, and One-Way ANOVA.

    Results: The findings demonstrated that the combined hydrotherapy–massage protocol resulted in greater improvements than the single-method groups, particularly in lactate reduction (e.g., -3.1 ± 0.8 mmol/L vs. - 1.9 ± 0.7 mmol/L and - 2.0 ± 0.6 mmol/L; p<0.05) and faster HRR. Participants in the combined group also reported significantly lower muscle soreness (p<0.05).

    Conclusions: This suggests that integrating contrast bath hydrotherapy with full-body massage enhances circulation, accelerates metabolic waste clearance, and improves subjective recovery following HIIT. Future studies are recommended to include larger samples, compare different hydrotherapy temperatures, or examine long-term adaptations from repeated recovery sessions.
    APA Citation Style
    Nugraha, A. D. , Andriana, L. M. , Antoni, M. F. , Rasyid, M. L. S. A. , & Lestari, B. (2025). Optimising physiological recovery after high-intensity training: A combined approach of hydrotherapy, contrast bath, and full-body massage in futsal players. Physical Education and Sports: Studies and Research, 302-317. https://doi.org/10.56003/pessr.v4i3.655
  • Open Access

    Improving physical self-perception and health-related fitness through gamification in physical education: A cluster randomized controlled trial

    Ferdinando Cereda1
    1. The Catholic University of the Sacred Heart in Milan , IT
    2026-03-08
    doi https://doi.org/10.56003/pessr.v5i1.677
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 08 March 2026
    |
    page 7-27
    Abstract

    Background: The global decline in adolescent physical activity necessitates pedagogical innovation to counter disengagement. Traditional norm-referenced physical education (PE) often alienates less skilled students, whereas gamification offers a promising criterion-referenced strategy to enhance motivation and learning.

    Objectives: This study investigated the efficacy of a 12-week gamified didactic intervention on perceived physical self-concept, health-related fitness, and physical activity enjoyment among high school students.

    Methods: A two-arm, parallel-group, cluster randomized controlled trial (Cluster-RCT) was conducted with 210 Italian adolescents (mean age 15.4 ± 0.9 years) nested within 10 intact classes (average cluster size = 21). Intact classes were randomised to an experimental group (gamified ‘MoveQuest’ module, k = 5) or a control group (traditional direct instruction, k = 5). Data were collected using the Revised Physical Self-Perception Profile (PSPP-R-IT), the ALPHA-FIT test battery, and the Physical Activity Enjoyment Scale (PACES). Following a per-protocol analytical approach, Linear mixed models (LMMs) were employed to analyse the data, accounting for the nested structure of the educational setting and handling cluster-level variance intraclass correlation coefficients (ICCs). Significance levels were interpreted considering the multiplicity of outcomes.

    Results: Significant group × time interactions were observed, with the gamified group demonstrating superior improvements in sports competence (d = 0.65), physical self-worth (d = 0.58), and enjoyment (d = 0.82) compared to the control group. Physiologically, the experimental group showed significantly greater gains in cardiorespiratory fitness (V̇O₂ max) and agility, while body attractiveness remained stable in both groups.

    Conclusions: Gamified didactics significantly enhance psychological engagement and specific motor performance parameters by prioritising individual progress over social comparison. This approach represents a valuable pedagogical tool for fostering physical literacy in secondary PE.
    APA Citation Style
    Cereda, F. (2026). Improving physical self-perception and health-related fitness through gamification in physical education: A cluster randomized controlled trial. Physical Education and Sports: Studies and Research, 7-27. https://doi.org/10.56003/pessr.v5i1.677
  • Open Access

    The effect of game-based learning variations on elementary school students’ straddle jump gymnastics skills

    Fadhilah Nurwahid1, Rizal Ahmad Fauzi2, Adang Sudrazat3
    1. Indonesian University of Education , ID
    2. Indonesian University of Education , ID
    3. Indonesian University of Education , ID
    2026-04-01
    doi https://doi.org/10.56003/pessr.v5i1.705
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 01 April 2026
    |
    page 57-67
    Abstract

    Background: Physical education in primary schools is essential for the development of students' motor skills, including gymnastic abilities such as the straddle leap. In fact, numerous students continue to struggle to execute these movements accurately because of repetitive teaching approaches that fail to engage them actively. Consequently, a more stimulating and diverse educational methodology, including game-based activities, is required.

    Objectives: This study examines the impact of fluctuations in game-based learning on the enhancement of straddle jump gymnastics skills among primary school students.

    Methods: This research employed a quantitative methodology using a pre-experimental framework, namely the One-Group Pretest–Posttest Design. The study population comprised all 40 fourth-grade students at Citungku Elementary School, who were sampled using a total sampling technique. Data were gathered via a practical examination of straddle jump movement proficiency, adhering to the Australian Gymnastic Federation's evaluation criteria, which encompass four components: the initiation, propulsion, suspended posture, and landing. The intervention lasted four weeks and included eight sessions featuring activities such as frog leaps, mirror jumps, rope jumping, and hopscotch, all aimed at training the elements of the straddle jump. The Shapiro-Wilk normality test and paired-samples t-test were conducted in SPSS version 27 for data analysis.

    Results: The study found an improvement in students' capabilities following the implementation of game-based learning modifications. The mean pretest score of 58.00 rose to 74.76 in the posttest. The paired-samples t-test yielded a t value of -9.894 and a p-value of 0.001 (< 0.05), indicating a significant difference between pre- and post-treatment outcomes. This demonstrates that the executed game activities facilitated improvements in students' motor coordination, push-off strength, body control during floating, and landing methods during the straddle jump movement.

    Conclusions: Variations of game-based learning, including frog jumping, mirror jumping, rope jumping, and hopscotch, have demonstrated efficacy in enhancing straddle jumping gymnastics skills among elementary school students while fostering a more dynamic and pleasurable physical learning experience.

    APA Citation Style
    Nurwahid, F. , Fauzi, R. A. , & Sudrazat, A. (2026). The effect of game-based learning variations on elementary school students’ straddle jump gymnastics skills. Physical Education and Sports: Studies and Research, 57-67. https://doi.org/10.56003/pessr.v5i1.705
  • 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 effect of peer teaching and think pair share on rhythmic gymnastics learning outcomes

    Muhammad Lutfi Hasan1, Ibnu Fatkhu Royana2, Utvi Hinda Zhannisa3
    1. Universitas PGRI Semarang , ID
    2. Universitas PGRI Semarang , ID
    3. Universitas PGRI Semarang , ID
    2025-08-14
    doi https://doi.org/10.56003/pessr.v4i2.619
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 14 August 2025
    |
    page 195-203
    Abstract

    Background: Rhythmic gymnastics plays a vital role in developing students' motor skills, coordination, and rhythm, yet many still face challenges in mastering movement concepts.

    Objectives: This study compared the effectiveness of Peer Teaching and Think Pair Share (TPS) cooperative learning models in improving rhythmic gymnastics learning outcomes.

    Methods: A quasi-experimental design with a two-group pretest–posttest was conducted on 68 eighth-grade students (male and female) at State Junior High School 4 Semarang, divided into Peer Teaching (n=34) and TPS (n=34) groups. Learning outcomes were assessed using a validated rhythmic gymnastics performance test, and data were analyzed descriptively with gain score calculation.

    Results: The TPS group achieved a greater improvement in posttest scores (from 67.21 to 79.59; +18.41%) compared to the Peer Teaching group (from 79.18 to 79.85; +0.85%). These results indicate that TPS enhances students' understanding, coordination, and engagement in rhythmic gymnastics learning.

    Conclusions: TPS is recommended for physical education teachers to improve performance, particularly for students with lower initial skills. Further studies should explore its long-term effects and retention.

    APA Citation Style
    Hasan, M. L. , Royana, I. F. , & Zhannisa, U. H. (2025). The effect of peer teaching and think pair share on rhythmic gymnastics learning outcomes. Physical Education and Sports: Studies and Research, 195-203. https://doi.org/10.56003/pessr.v4i2.619
  • Open Access

    Development and evaluation of an Android-based multimedia application to promote healthy lifestyles in physical education: A study at State Junior High School 29 Semarang

    Galang Yusuf Pujiyanto1, Ibnu Fatkhu Royana2, Muh. Isna Nurdin Wibisana3
    1. Universitas PGRI Semarang , ID
    2. Universitas PGRI Semarang , ID
    3. Universitas PGRI Semarang , ID
    2025-07-23
    doi https://doi.org/10.56003/pessr.v4i2.607
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 23 July 2025
    |
    page 162-174
    Abstract

    Background: The integration of interactive, technology-based media in Physical Education, particularly for teaching health-related content, remains limited despite its potential to enhance student engagement and learning outcomes.

    Objectives: This study aims to address this gap by developing and evaluating the effectiveness of an Android-based multimedia learning application, "Healthy Habits," designed to support the delivery of healthy lifestyle materials in Physical Education, Sports, and Health (Physical Education) subjects at the junior high school level.

    Methods: The research employed a research and development (R&D) approach, involving expert validation from media and content specialists and usability trials with teachers and students.

    Results: Validation results indicated a "Good" rating from the material expert (average score: 4.05) and a "Very Good" rating from the media expert (average score: 4.24), confirming the application's content quality and technical feasibility. Teacher evaluations also yielded a "Good" rating (average score: 4.07). Student trials produced positive responses, with small group testing receiving a "Very Good" rating (average score: 3.29), which increased to 4.23 ("Very Good") in large group testing. An effectiveness test assessing cognitive, affective, and psychomotor learning outcomes showed an average score of 85.6%, categorized as "Very Good." These findings demonstrate the feasibility and effectiveness of "Healthy Habits" as a digital learning tool for promoting healthy lifestyles in secondary school students.

    Conclusions: The application offers practical value for educators and curriculum developers seeking to integrate mobile technology into Physical Education. Future studies are encouraged to explore the implementation of this application in varied educational contexts and its potential integration across other subject areas.

    APA Citation Style
    Pujiyanto, G. Y. , Royana, I. F. , & Wibisana, M. I. N. (2025). Development and evaluation of an Android-based multimedia application to promote healthy lifestyles in physical education: A study at State Junior High School 29 Semarang. Physical Education and Sports: Studies and Research, 162-174. https://doi.org/10.56003/pessr.v4i2.607
  • Open Access

    Promoting gender responsiveness in teaching physical education

    Ryan Cazel Lalog1
    1. Batangas State University , PH
    2025-04-04
    doi https://doi.org/10.56003/pessr.v4i1.392
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 04 April 2025
    |
    page 1-14
    Abstract

    Background: Implementing gender policies in physical education at Batangas State University remains moderate, with challenges in ensuring gender-responsive and equitable activities for male and female students. Issues such as students' self-confidence, self-perception, and limited gender mainstreaming strategies and resources hinder the development of a more inclusive learning environment.

    Objectives: This study examined gender policy implementation, the use of strategies and resources in various physical education activities, differences in male and female instructors' assessments, challenges in gender mainstreaming, and the development of gender-responsive activities.

    Methods: A descriptive research method was used, collecting data from 105 university physical education instructors (77 males, 28 females) through a researcher-made survey questionnaire.

    Results: Findings revealed that gender policies were moderately implemented (mean score: 3.47), while both male (3.67) and female (3.63) instructors highly utilized strategies and resources in physical fitness, rhythmic activities, individual and dual sports, and team sports. No significant differences were observed in male and female educators' assessments, indicating shared perspectives on gender mainstreaming.

    Conclusions: The study emphasizes the need for more vigorous policy enforcement and improvements in sports-related content to enhance gender inclusivity. Addressing self-confidence, self-perception, and individual differences is crucial for fostering equitable learning experiences. Universities should provide continuous professional development for PE instructors on gender-sensitive teaching strategies. Future research should explore the long-term impact of gender-responsive approaches on student engagement, performance, and overall well-being in physical education.

    APA Citation Style
    Lalog, R. C. (2025). Promoting gender responsiveness in teaching physical education. Physical Education and Sports: Studies and Research, 1-14. https://doi.org/10.56003/pessr.v4i1.392
  • 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
  • Open Access

    Associations between physical activity intensity and motor balance in elementary school students: A sequential explanatory mixed-methods study

    Fahrurrohman Firdaus1, Indra Safari2, Rizal Ahmad Fauzi3
    1. Indonesian University of Education , ID
    2. Indonesian University of Education , ID
    3. Indonesian University of Education , ID
    2026-04-01
    doi https://doi.org/10.56003/pessr.v5i1.706
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 01 April 2026
    |
    page 47-56
    Abstract

    Background: Children in primary school are becoming more sedentary due to advances in digital technology, which may reduce their physical activity levels. The development of motor skills, especially balance, which is an essential feature of children's motor abilities, can be impacted by a lack of physical activity.

    Objectives: This study aimed to examine the association between physical activity intensity and motor balance in elementary school students.

    Methods: This study used a sequential explanatory mixed-methods design. The quantitative phase involved 50 students selected using saturated sampling, while the qualitative phase involved teachers and students selected purposively. Physical activity intensity was measured using the Physical Activity Questionnaire for Older Children (PAQ-C), while motor balance was assessed using the Balance Beam Test. Quantitative data were analyzed using Spearman's rank correlation, and qualitative data were analyzed using thematic analysis in NVivo.

    Results: With a correlation coefficient of r = 0.687 and p < 0.05, the analysis demonstrated a strong, substantial positive link between motor balance levels and physical activity intensity. The intensity of physical activity accounted for 47.2% of motor balance. Qualitative research revealed that students with high levels of physical activity were more likely to engage in active play, such as running outside, cycling, and soccer, which, in turn, indirectly improve balance and postural stability.

    Conclusions: This study demonstrates that physical activity intensity plays an important role in the development of motor balance among elementary school students. These findings highlight the importance of integrating active movement-based learning strategies in physical education programs.

    APA Citation Style
    Firdaus, F. , Safari, I. , & Fauzi, R. A. (2026). Associations between physical activity intensity and motor balance in elementary school students: A sequential explanatory mixed-methods study. Physical Education and Sports: Studies and Research, 47-56. https://doi.org/10.56003/pessr.v5i1.706
  • Open Access

    Effect of High Heeled Shoe Sole to the Vertical Jump Performance of Volleyball Women Student Athletes

    Arjay Maiquez Olivar1, Jomel Nasayao Reyes2, John Paul Taguba Balisi3, Teejay Dela Cueva Panganiban4
    1. Batangas State University TNEU JPLPC-Malvar, 4233, Philippines , PH
    2. Batangas State University TNEU JPLPC-Malvar, 4233, Philippines , PH
    3. Batangas State University TNEU JPLPC-Malvar, 4233, Philippines , PH
    4. Batangas State University TNEU JPLPC-Malvar Campus , PH
    2024-10-25
    doi https://doi.org/10.56003/pessr.v3i2.369
    Creative Commons Attribution-ShareAlike License OPEN ACCESS
    Published Online: 25 October 2024
    |
    page 116-125
    Abstract

    Background: The study investigates the effect of wearing high heeled shoe soles on the vertical jump performance of volleyball women student athletes compared to their performance in standard footwear. This research aims to address the problem of whether high heeled shoe soles negatively affect vertical jump ability, which is a critical factor in their sport performance.

    Objectives: This study investigated the influence of high heeled shoe soles on female volleyball athletes' vertical leap performance.

    Methods: Using a quasi-experimental design, the study included 15 female volleyball student-athletes from Batangas State University TNEU JPLPC-Malvar Campus in 2023-2024. Participants performed vertical jump tests under two conditions—wearing high heeled shoe soles and standard footwear—over two weeks, with three attempts per condition. Paired t-tests assessed performance differences between the two footwear types.

    Results: Results indicated that wearing high heeled shoe soles significantly improved jump heights, with average increases of 2.13 inches initially and 3.6 inches in post-tests. Statistical analysis yielded t-test values of 35.87 for pre-performance and 697.14 for post-performance, both showing significant gains.

    Conclusion: The study concludes that high heeled shoe soles positively influence vertical jump performance in female volleyball athletes, suggesting that this footwear could enhance athletic outcomes.

    APA Citation Style
    Olivar, A. M. , Reyes, J. N. , Balisi, J. P. T. , & Panganiban, T. D. C. (2024). Effect of High Heeled Shoe Sole to the Vertical Jump Performance of Volleyball Women Student Athletes. Physical Education and Sports: Studies and Research, 116-125. https://doi.org/10.56003/pessr.v3i2.369
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Publisher

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.

Secretariat

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

Phone:
+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)

Content is professionally managed by the respective Journal Editorial Teams. 
The User Interface (UI/UX) is customized and enhanced by CV. Rezki Media .
The journals are powered by Open Journal Systems - Public Knowledge Project (OJS PKP).

More information about the publishing system, Platform and Workflow by OJS/PKP.