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Reclaiming the value of qualitative analysis in sports performance research
Spyridon Plakias11. Department of Physical Education and Sport Science, University of Thessaly , GR2026-03-03|page 1-6AbstractQuantitative metrics and technology-driven approaches have reshaped sports performance analysis (SPA), yet they risk overshadowing the equally vital contribution of qualitative methods. This opinion paper highlights the value of qualitative analysis in capturing the complexity, context, and meaning of player and team behaviors, elements that numbers alone cannot explain. Drawing on video-based evaluations, case studies, and narrative reconstructions, qualitative approaches provide insights into tactical, psychological, and interactional dimensions of performance that are indispensable for bridging the science–practice gap. By integrating qualitative and quantitative perspectives, SPA can achieve a more balanced and applicable paradigm, ensuring that scientific research remains relevant to real-world coaching and athlete development. This paper calls for a renewed recognition of qualitative methods as a central pillar of SPA and invites further scholarly contributions to this evolving discussion.
APA Citation StylePlakias, S. (2026). Reclaiming the value of qualitative analysis in sports performance research. Physical Education and Sports: Studies and Research, 1-6. https://doi.org/10.56003/pessr.v5i1.672 -
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 Haqiyah31. Universitas Islam 45 Bekasi , ID2. Universitas Islam 45 Bekasi , ID3. Universitas Islam 45 Bekasi , ID2025-07-01|page 83-94AbstractBackground: 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 StyleNugroho , 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 -
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 Musyfiroh51. Muhammadiyah University of Surakarta , ID2. University of Technology Malaysia , MY3. Muhammadiyah University of Surakarta , ID4. Muhammadiyah University of Surakarta , ID5. Muhammadiyah University of Surakarta , ID2025-12-12|page 291-301AbstractBackground: 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 StyleFatoni, 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 -
Perceptions of the sports community toward gymnastics achievement in Semarang City
Unique Mierdha Denata Winarko1, Said Junaidi21. State University of Semarang , ID2. State University of Semarang , ID2026-01-05|page 355-362AbstractBackground: 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 StyleWinarko, 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 -
Mislabeling latent variables in factor analysis applied to football playing style research: A commentary
Spyridon Plakias11. Department of Physical Education and Sports, University of Thessaly , GR2026-03-25|page 40-46AbstractThe application of exploratory factor analysis and principal component analysis (PCA) has become increasingly prevalent in football analytics, offering a robust framework for identifying and quantifying playing styles. By condensing a large set of performance indicators into factors, these techniques provide valuable insights into tactical patterns. However, a persistent challenge lies in the subjective labeling of these factors, which can lead to ambiguous or misleading interpretations. This commentary highlights the issue of mislabeling latent variables in football playing style research, drawing on examples from recent studies to illustrate how inaccurate labels can distort both theoretical understanding and practical applications. The implications of poor labeling extend beyond academic discourse, potentially affecting coaches and analysts who rely on data-driven insights for tactical planning. To address these challenges, we propose best practice recommendations emphasizing conceptual clarity, standardized terminology, and expert validation. Accurate and consistent factor labeling is essential to ensure the reliability, comparability, and practical relevance of findings in the evolving field of football performance analysis.
APA Citation StylePlakias, S. (2026). Mislabeling latent variables in factor analysis applied to football playing style research: A commentary. Physical Education and Sports: Studies and Research, 40-46. https://doi.org/10.56003/pessr.v5i1.693 -
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 Lestari51. Universitas Negeri Surabaya , ID2. Universitas Negeri Surabaya , ID3. Universitas Negeri Surabaya , ID4. Universitas Negeri Surabaya , ID5. Universitas Negeri Surabaya , ID2025-12-15|page 302-317AbstractBackground: 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 StyleNugraha, 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 -
Impact of five-cone and ladder drill training on agility among U15 football athletes
Pupuh Harya Prembanyu1, Agus Wiyanto2, Setiyawan Setiyawan31. Universitas PGRI Semarang , ID2. Universitas PGRI Semarang , ID3. Universitas PGRI Semarang , ID2025-11-26|page 266-274AbstractBackground: Although it may seem simple, soccer has complex characteristics, which is why many children are attracted to training at soccer schools. Agility is a crucial aspect of the game, as it enables a player to move quickly, evade opponents, and control the ball effectively. At the Pemalang Regency Bina Talenta Soccer School (SSB), agility training is not conducted optimally and has not been implemented systematically with effective methods. Therefore, exercises such as the five-cone and ladder drills need to be implemented to improve player agility more effectively.
Objectives: This study aims to examine the impact of five-cone and ladder drill training on the agility of U15 football athletes.
Methods: This study used a quantitative descriptive method with a quasi-experimental approach. The experimental design was a pretest-posttest in two groups. The sampling technique used was purposive sampling with 20 players participating in a four-week training program. The instrument to measure agility was the Illinois Agility Test, with a validity level of r = 0.87. The measurement data were analyzed using a difference test with the help of SPSS software version 29.0.
Results: The five-cone drill and the ladder drill had a significant effect on agility, as both exercises had a significance value of <0.05. The five-cone drill was more effective than the ladder drill. This was due to the difference in scores between the five-cone drill, which increased by 1.04, and the ladder drill, which increased by 0.84.
Conclusions: Both training methods are effective in improving agility and can be integrated into school-based football training programs. Furthermore, the results of implementing these methods can enhance player performance and provide a valuable source of new knowledge for future researchers on agility in SSB players.
APA Citation StylePrembanyu, P. H. , Wiyanto, A. , & Setiyawan, S. (2025). Impact of five-cone and ladder drill training on agility among U15 football athletes. Physical Education and Sports: Studies and Research, 266-274. https://doi.org/10.56003/pessr.v4i3.633 -
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 Royana31. Department of Physical Education, Faculty of Social Sciences and Physical Education, Universitas PGRI Semarang , ID2. Department of Physical Education, Faculty of Social Sciences and Physical Education, Universitas PGRI Semarang , ID3. Department of Physical Education, Faculty of Social Sciences and Physical Education, Universitas PGRI Semarang , ID2026-08-31|page 233-247AbstractBackground: 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 StyleUlya, 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 -
An analysis of anxiety levels among volleyball athletes during a provincial inter-club tournament in Jakarta, Indonesia
Rea Rizkita Raga1, Yunita Lasma21. Universitas Islam 45 Bekasi , ID2. Universitas Islam 45 Bekasi , ID2025-07-27|page 175-185AbstractBackground: 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 StyleRaga, 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 -
Improving physical self-perception and health-related fitness through gamification in physical education: A cluster randomized controlled trial
Ferdinando Cereda11. The Catholic University of the Sacred Heart in Milan , IT2026-03-08|page 7-27AbstractBackground: 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 StyleCereda, 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 -
Determinants of athlete motivation and engagement in collegiate team sports: Toward a sports development framework
Teejay D. Panganiban1, Samboy Nabor21. Batangas State University TNEU JPLPC-Malvar , PH2. University of Perpetual Help System Dalta Las Piñas , PH2026-04-14|page 147-159AbstractBackground: 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 StylePanganiban, 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 -
Exploratory machine-learning classification of student performance in physical education using fitness, engagement, and academic indicators
Princes Lloyda Peralta1, Shekiro Raposas2, Reinalyn Bucsit31. General Education Department, College of Inclusive Education, Lorma Colleges , PH2. College of Computer Studies and Engineering, Lorma Colleges , PH3. General Education Department, College of Inclusive Education, Lorma Colleges , PH2026-09-09|page 276-289AbstractBackground: 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 StylePeralta, 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 -
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 Pritama21. State University of Malang , ID2. State University of Malang , ID2026-08-17|page 196-207AbstractBackground: 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 StyleZahro', 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 -
The impact of coaching communication styles and training programs on novice tennis player satisfaction: A case study from Indonesia
Mohammad Aldi Zakaria1, Limpad Nurrachmad21. State University of Semarang , ID2. State University of Semarang , ID2025-07-17|page 152-161AbstractBackground: The satisfaction of beginner tennis players is often influenced by coaches' communication styles and the structure of training programs.
Objectives: This study analyzed the effects of coaching communication style and training program design on player satisfaction at Club First Tennis.
Methods: A quantitative, descriptive-associative approach was used with 50 beginner players in regular training sessions. Data were collected using a Likert-scale questionnaire covering coach communication style, training program design, and player satisfaction. Statistical analyses included validity and reliability tests, normality checks, and Spearman's rank correlation due to non-parametric data.
Results: Results showed strong, significant relationships between coaching communication and player satisfaction (r = 0.615, p < 0.05), as well as between training programs and satisfaction (r = 0.620, p < 0.05). These findings indicate that supportive and adaptive communication and well-structured training enhance athlete satisfaction and engagement.
Conclusions: The study highlights the importance of integrating effective communication and program planning in coaching beginner athletes. Future studies are encouraged to explore additional influencing factors such as intrinsic motivation or external support, and to involve larger sample sizes for broader generalizability.
APA Citation StyleZakaria, M. A. , & Nurrachmad, L. (2025). The impact of coaching communication styles and training programs on novice tennis player satisfaction: A case study from Indonesia. Physical Education and Sports: Studies and Research, 152-161. https://doi.org/10.56003/pessr.v4i2.603 -
Development and validation of a table tennis serve skill assessment instrument for junior high school students: A psychometric approach
Muhammad Aliffajaruddin Alfani1, M. E. Winarno2, Siti Nurrochmah31. State University of Malang , ID2. State University of Malang , ID3. State University of Malang , ID2025-07-01|page 95-102AbstractBackground: The highest assessment weight in physical education lessons lies in psychomotor skills. In order to find out how far the competencies possessed by students, a clear and comprehensive assessment tool or instrument is needed.
Objectives: The research aims to develop a test instrument for forehand and backhand service skills in table tennis small ball games.
Methods: The development of this instrument uses a research and development scheme, with predetermined steps (1) determining objectives, (2) analyzing literature, (3) developing specifications, (4) administering, (5) conducting tests, (6) analyzing data validity, reliability, and objectivity. The cluster sampling procedure was conducted on students aged 13-15 who met the inclusion criteria, involving junior high school students (n=80), consisting of 41 female students and 39 male students. Data were analyzed using IBM SPSS Statistics version 11.0. The basis for decision-making is the Pearson correlation test. The analysis technique in the reliability test uses a test and retest external estimation approach.
Results: The forehand serve variable has a calculated r-value of 0.456> r-table 0.312, and the backhand serve variable obtained a calculated R-value of 0.352> r-table 0.312, so the table tennis skill instrument on that variable was declared valid. At the same time, the reliability test shows a value above 0.70; the instrument that has been prepared can be declared reliable.
Conclusions: The assessment instrument for forehand and backhand serve skills in table tennis games for junior high school students has met the validity and reliability criteria. This shows that the instrument is suitable for teachers as an objective and consistent measuring tool in evaluating basic table tennis skills in students. Recommendations for future studies are encouraged to expand the sample size and integrate digital features to enhance the scalability and objectivity of the assessment.
APA Citation StyleAlfani, M. A. , Winarno, M. E. , & Nurrochmah, S. (2025). Development and validation of a table tennis serve skill assessment instrument for junior high school students: A psychometric approach. Physical Education and Sports: Studies and Research, 95-102. https://doi.org/10.56003/pessr.v4i2.525 -
The effect of peer teaching and think pair share on rhythmic gymnastics learning outcomes
Muhammad Lutfi Hasan1, Ibnu Fatkhu Royana2, Utvi Hinda Zhannisa31. Universitas PGRI Semarang , ID2. Universitas PGRI Semarang , ID3. Universitas PGRI Semarang , ID2025-08-14|page 195-203AbstractBackground: 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 StyleHasan, 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 -
Immunity to rhythm: Visual or auditory stimuli during intense aerobic exertion do not modulate the mood of young adults
Flavio de Souza Araujo1, Camila Maria Menezes Almeida2, Mariana Ferreira de Souza3, Marcelo Magalhães Sales4, José Fernando Vila Nova de Moraes51. Federal University of Vale do São Francisco , BR2. Federal University of Vale do São Francisco , BR3. Federal University of Vale do São Francisco , BR4. State University of Goiás , BR5. Universidade Federal do Vale do São Francisco (UNIVASF) , BR2026-04-26|page 160-171AbstractBackground: High-intensity aerobic exercise can promote higher energy expenditure when compared to low and moderate-intensity exercise. However, vigorous exercise can negatively influence mood responses related to adherence. Auditory and audiovisual resources have been used to improve psychological variables during and after exercise.
Objectives: To analyze the influence of listening to music and watching video clips on mood responses of young adults after a high-intensity aerobic exercise session.
Methods: This is a Cross-Sectional Randomized Controlled Study in which fourteen male participants (23.4 ± 3.1 years; 26.2 ± 3.4 kg/m²) randomly performed exercise sessions on a cyclergometer, at an intensity of 10% above anaerobic threshold, in three situations: control (C), listening to music (M), and watching video clips (VC). At the end of each session, participants underwent 30 min of passive recovery. Mood responses were measured using Brunel’s Mood Scale (BRUMS) before exercise, immediately after exercise, and after recovery. Friedman’s and Wilcoxon’s tests were used, with a significance level of 5%.
Results: No statistical differences were found between conditions (C, C, and VC) for the dimensions confusion, fatigue, anger, tension, and vigor (p>0.05). A statistically significant difference was found for depression before exercise, with M higher than C and VC (p<0.05); however, no differences were observed after exercise or recovery.
Conclusions: Listening to music and/or watching video clips does not influence mood responses in young adults after high-intensity aerobic exercise on a cyclergometer.
APA Citation StyleAraujo, F. D. S. , Almeida, C. M. M. , Souza, M. F. D. , Sales, M. M. , & Moraes, J. F. V. N. D. (2026). Immunity to rhythm: Visual or auditory stimuli during intense aerobic exertion do not modulate the mood of young adults. Physical Education and Sports: Studies and Research, 160-171. https://doi.org/10.56003/pessr.v5i1.702 -
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 Sriwahyuniati51. Yogyakarta State University , ID2. Yogyakarta State University , ID3. Yogyakarta State University , ID4. Yogyakarta State University , ID5. Yogyakarta State University , ID2026-04-09|page 113-124AbstractBackground: 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 StyleH.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 -
Association between External Load and Injury Incidence in Professional and Elite-Youth Football Players
Georgios Georgiadis1, Rainer van Gaal Appelhof2, Rick Stoop3, Jeroen Peters4, Johannes Essers51. Department of Nutrition and Movement Sciences, NUTRIM School of Nutrition and Translational Research in Metabolism, Maastricht University , NL2. Football Club Utrecht, Herculesplein 241, 3584 AA Utrecht, The Netherlands , NL3. Football Club Utrecht, Herculesplein 241, 3584 AA Utrecht, The Netherlands , NL4. Football Club Utrecht, Herculesplein 241, 3584 AA Utrecht, The Netherlands , NL5. Department of Nutrition and Movement Sciences, NUTRIM School of Nutrition and Translational Research in Metabolism, Maastricht University , NL2024-04-19|page 10-25AbstractBackground: Elite football players are monitored daily to minimize injury risks and maximize performance.
Objectives: The aim of the study was to investigate injury incidence differences between competition and training and differences in key external load indicators during 1-, 2-, 3- or 4-weeks prior to the injury (WPI) with respect to the season average week (SAW).
Methods: Data of 224 unique players of five teams (1st, under-23, under-18, under-17, and under-16) were collected during 3.5 seasons of competition and training resulting in 467 player records in total. Collected data included kinematics from Global Positioning System tracking units (Viper Units, STATSports) and 528 injury incident records. External load was expressed in terms of acceleration counts (ACC), deceleration counts (DEC), total training time (TT), total distance (TD), and distance covered in high-speed zones: 14.4-19.7 km/h (Z4), 19.7-25.1 km/h (Z5), and >25.1 km/h (Z6). Injury incidence was derived as number of injuries per 1000 hours of exposure.
Results: Incidence rate was on average 4-11 times higher during competition than training for all teams except under-16 (incidence rate: 2.5, p=.153). In the 1st Team, external load (i.e. ACC, TT, and TD) were significantly different between 1-, 2-, 3-, and 4-WPI and SAW (p=.041, p=.037, and p=.049 respectively). For ACC and TT, the 3-WPI loads, were significantly higher than during SAW (p=.044 and p=.038, respectively).
Conclusion: These findings can assist professionals and scientists to improve their understanding of the relationship between external load indicators and injury incidence and consequently improve player health and performance.
APA Citation StyleGeorgiadis, G. , van Gaal Appelhof, R. , Stoop, R. , Peters, J. , & Essers, J. (2024). Association between External Load and Injury Incidence in Professional and Elite-Youth Football Players. Physical Education and Sports: Studies and Research, 10-25. https://doi.org/10.56003/pessr.v3i1.316 -
The association between healthy dietary habits and physical fitness among junior high school students: A rural school case study
Moch. Yunus1, Yulingga Nanda Hanief2, Muhammad Putra Ramadhan3, Erika Ayu Sylvianingrum41. State University of Malang , ID2. State University of Malang , ID3. State University of Malang , ID4. State University of Malang , ID2025-12-30|page 344-354AbstractBackground: The health conditions of the community, particularly in relation to the physical fitness of junior high school students, require serious attention, especially in rural areas that differ significantly from urban areas. Previous research findings on dietary patterns and physical fitness still show inconsistent results.
Objectives: This study aims to investigate the relationship between healthy eating habits and physical fitness among junior high school students residing in rural areas.
Methods: This study used a quantitative design with a cross-sectional approach. The research subjects consisted of 27 students from public junior high schools in rural areas, selected through a balanced stratified random sampling process that involved all grade levels. Eating habits were measured using a 24-hour food recall, as it is an effective method for monitoring food intake over a short period. Physical fitness was measured using the Nusantara Student Fitness Test (TKPN), a national standard instrument. Data analysis was performed using descriptive statistics, Spearman's correlation, and linear regression.
Results: Most of the study participants were underweight with varied eating patterns. The analysis results showed no significant relationship between physical fitness and healthy eating patterns, as indicated by a correlation coefficient of 0.061 and a p-value of 0.764. The small effect size suggests that eating patterns did not have a significant impact on fitness levels in this group of participants.
Conclusions: The study shows that rural junior high school students achieve their physical fitness through exercise and their exercise-rest patterns and their inherited characteristics rather than their diet.APA Citation StyleYunus, M. , Hanief, Y. N. , Ramadhan, M. P. , & Sylvianingrum, E. A. (2025). The association between healthy dietary habits and physical fitness among junior high school students: A rural school case study. Physical Education and Sports: Studies and Research, 344-354. https://doi.org/10.56003/pessr.v4i3.665 -
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 Wibisana31. Universitas PGRI Semarang , ID2. Universitas PGRI Semarang , ID3. Universitas PGRI Semarang , ID2025-07-23|page 162-174AbstractBackground: 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 StylePujiyanto, 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
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