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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 -
Promoting gender responsiveness in teaching physical education
Ryan Cazel Lalog11. Batangas State University , PH2025-04-04|page 1-14AbstractBackground: 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 StyleLalog, 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 -
Teaching personal and social responsibility: An analysis of TPSR-based behaviors in physical education
Rama Adha Septiana1, Tite Juliantine21. Indonesia University of Education , ID2. Indonesia University of Education , ID2025-12-30|page 332-343AbstractBackground: The rapid growth of online gaming among students has raised concerns regarding behavioral regulation, responsibility, and social interaction in educational contexts.
Objectives: This study aims to systematically review empirical research on the Teaching Personal and Social Responsibility (TPSR) model and student behavioral outcomes, and to explore its potential implications for online gaming and digital behavior contexts.
Methods: A literature review was conducted using SAGE Journals and Taylor & Francis Online databases, selected due to their strong coverage of peer-reviewed research relevant to physical education and pedagogy. The search covered publications from 2014 to 2024 using the keywords “TPSR” AND “student” AND “behavior” AND (“online game” OR “gaming”). Inclusion criteria were: (1) peer-reviewed international journal articles, (2) empirical or review studies addressing TPSR and student behavior, (3) student populations, and (4) publication within the last ten years. Articles that did not explicitly address TPSR-based behavioral outcomes were excluded. From 43 initial records, 4 articles met the inclusion criteria and were synthesized using narrative synthesis.
Results: The included studies primarily focused on TPSR implementation in physical education contexts, emphasizing behavioral responsibility, psychosocial mechanisms, and pedagogical approaches. Of the four studies, two employed quasi-experimental designs, one used survey methods, and one adopted a literature review approach. Overall, the findings indicate that TPSR-based learning is associated with improvements in personal and social responsibility, positive behavior regulation, and supportive learning climates, although direct evidence linking TPSR to online gaming behavior remains limited.
Conclusions: The findings suggest that TPSR offers a promising pedagogical framework for fostering responsible behavior and social regulation among students in the digital era.APA Citation StyleSeptiana, R. A. , & Juliantine, T. (2025). Teaching personal and social responsibility: An analysis of TPSR-based behaviors in physical education. Physical Education and Sports: Studies and Research, 332-343. https://doi.org/10.56003/pessr.v4i3.647 -
Motor activity and foreign language learning in preschool: A review of movement-based and total physical response interventions
Manuela Valentini1, Nausicaa Simone2, Alessandro Beretta31. Department of Humanities, University of Urbino Carlo Bo , IT2. Department of Humanities, University of Urbino Carlo Bo , IT3. Department of Humanities, University of Urbino Carlo Bo , IT2026-04-02|page 93-105AbstractBackground: Movement may support early foreign-language learning through embodied learning, but the preschool evidence base is fragmented.
Objective: To review empirical studies on movement-based and Total Physical Response (TPR) interventions for foreign-language learning in preschool children.
Method: This study employed a systematic review design based on PRISMA 2020 guidelines, involving database searches and citation tracking to identify empirical studies on movement-based and Total Physical Response (TPR) interventions in preschool foreign-language learning. Studies were screened using predefined eligibility criteria and appraised using the Mixed Methods Appraisal Tool (MMAT). Data from eligible studies were extracted and synthesized narratively due to methodological heterogeneity.
Results: Eight studies met the inclusion criteria. Across stronger controlled studies, semantically integrated movement generally produced more favorable vocabulary and verbal memory outcomes than sedentary teaching or less integrated movement. Evidence focused specifically on TPR was positive in terms of engagement and short-term learning, but methodologically heterogeneous and less robust.
Conclusion: Current preschool evidence supports the promise of integrated movement-based language teaching, particularly when movement is tightly aligned with instructional content. However, the evidence base remains small, largely limited to vocabulary-related outcomes, and further rigorous preschool trials are needed to clarify optimal implementation and the distinct contribution of TPR.APA Citation StyleValentini, M. , Simone, N. , & Beretta, A. (2026). Motor activity and foreign language learning in preschool: A review of movement-based and total physical response interventions. Physical Education and Sports: Studies and Research, 93-105. https://doi.org/10.56003/pessr.v5i1.694 -
Global trends of gamification in enhancing students’ social skills in physical education (2015–2025)
Rajip Mustafillah Rusdiyanto1, Ari Wibowo Kurniawan21. State University of Malang , ID2. State University of Malang , ID2025-07-01|page 125-138AbstractBackground: The development of digital technology has triggered a more interactive learning transformation through gamification, namely using game elements to increase students' motivation, engagement, and social skills, such as cooperation, communication, empathy, and problem solving.
Objectives: This study aims to analyze global research trends on gamification in enhancing students' social skills, particularly in physical education, through a bibliometric analysis from 2015 to 2025.
Methods: This study employed a bibliometric design. Data were retrived from the Scopus database on April 22, 2025, using specific keywords: (gamification OR gamified learning OR game-base-based learning) AND ("physical education" OR "PE class" OR "sport education") AND (social skills" OR "social competence" OR "social interaction") AND (elementary school" OR "primary school" OR "midle school" OR "junior high school" OR "high school" OR "secondary school" From an initial 120 documents, 47 met the inclusion criteria. VOSViewer was used to analyze keyword co-occurrence, visualize trends, and identify thematic clusters by completely counting on all keywords with at least two documents per author.
Results: 47 relevant articles were identified, with publication peaking in 2020. Keyword analysis revealed five main thematic clusters: gamification in education, digital game-based learning, collaborative learning, emerging technologies, and motivation. The most frequent keywords were game-based learning (n=12), gamification (n=9), and students (n=8). The University of Patras emerged as the most productive institution, while the leading journal was the International Journal of Learning, Teaching and Educational Research.
Conclusions: Although research on gamification has grown significantly, its application in physical education remains underexplored. This study reveals a gap in leveraging gamification to develop students' social skills in physical education. Future research should focus on integrating gamification in this context while considering sociocultural and technological factors to ensure inclusive and effective implementation.
APA Citation StyleRusdiyanto, R. M. , & Kurniawan, A. W. (2025). Global trends of gamification in enhancing students’ social skills in physical education (2015–2025). Physical Education and Sports: Studies and Research, 125-138. https://doi.org/10.56003/pessr.v4i2.598 -
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 -
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 -
A domain-specific peer-review checklist for sport science journals: Translating a conceptual framework into practice
Spyridon Plakias11. University of Thessaly , GR2026-08-01|page 172-181AbstractThe peer-review process plays a central role in ensuring the quality and credibility of scientific research; however, it remains characterized by variability, limited standardization, and a lack of domain-specific evaluation criteria. These limitations are particularly evident in sport science, a multidisciplinary field involving complex, context-dependent, and applied performance data. Although several guidelines for peer-review exist, they are often either generic or tailored to specific domains, limiting their applicability to sport science research. The aim of the present study was to develop a comprehensive, domain-specific reviewer checklist for sport science journals. Building on a previously proposed conceptual framework of publishable research, the checklist operationalizes key dimensions of manuscript evaluation into structured criteria, spanning editorial screening, conceptual foundation, methodological and analytical rigor, research transparency, scientific communication, and scientific and practical impact. In addition, the framework integrates both hierarchical and iterative elements of the peer-review process, conceptualizing manuscript evaluation as a cyclical process that begins and concludes with editorial decision-making. The proposed checklist provides a structured and contextually relevant tool to support reviewers in conducting more consistent and transparent evaluations, while assisting editors in decision-making and offering authors clearer expectations. Although not yet empirically validated, the proposed framework represents a step toward improving the quality, consistency, and contextual relevance of peer-review in sport science.
APA Citation StylePlakias, S. (2026). A domain-specific peer-review checklist for sport science journals: Translating a conceptual framework into practice. Physical Education and Sports: Studies and Research, 172-181. https://doi.org/10.56003/pessr.v5i2.741 -
Improving martial arts education through gamified learning: The case of Pencak Silat with Quizizz
M. Gusti Ariadi1, Wahyu Indra Bayu2, Soleh Solahuddin31. Sriwijaya University , ID2. Sriwijaya University , ID3. Sriwijaya University , ID2025-08-09|page 186-194AbstractBackground: The use of digital media in learning is an innovative effort to improve the quality of the teaching and learning process, including in physical education, particularly in the subject of Pencak Silat
Objectives: This study aims to determine the effect of using the Quizizz application on the learning outcomes of Pencak Silat among students at Public Senior High School 1 Indralaya Selatan.
Methods: This research was conducted using a quantitative approach. The design used is a one-group pretest-posttest design. In this design, students are given a pretest before treatment, followed by a learning treatment using Quizizz media. After the treatment is completed, a posttest is administered. The population in this study consists of all 11th-grade students at Senior High School 1 Indralaya Selatan, totaling 149 students. From that population, a simple random sample of 30 students will be taken to serve as the research sample. The research instruments include a cognitive test in the form of multiple-choice questions and a psychomotor test in the form of basic pencak silat technique practice. Then the data were analyzed using the Shapiro-Wilk normality test to ensure data distribution, followed by a paired sample t-test using IBM SPSS Statistics version 30.0.0.0 (172) software.
Results: The analysis shows a significant increase in pretest to posttest scores, both in cognitive aspects (from an average of 37.87 to 58.83) and psychomotor aspects (from an average of 5.43 to 8.70). In the paired sample t-test, the significance value showed <0.001, indicating a significant effect of Quizizz media on students' learning outcomes.
Conclusions: This research concludes that the Quizizz application effectively enhances the understanding of concepts and fundamental movement skills of pencak silat in a fun and interactive way.
APA Citation StyleAriadi, M. G. , Bayu, W. I. , & Solahuddin, S. (2025). Improving martial arts education through gamified learning: The case of Pencak Silat with Quizizz. Physical Education and Sports: Studies and Research, 186-194. https://doi.org/10.56003/pessr.v4i2.579 -
Out-of-Field Public Senior High School Teachers: Competencies in Teaching Physical Education
John Clark Martos Mesias11. Burauen Comprehensive National High School, Leyte Division , PH2022-10-28|page 123-135AbstractBackground: Making sure that Physical Education (PE) classes are staffed with qualified and trained PE teacher is the most indispensable ingredient to a quality PE program. Only certified PE teachers should be given the accountability of teaching the skills and giving instruction that our young people need to adopt and maintain a physically active routine.
Objectives: The purpose of this qualitative study was to draw out the lived experiences of out-of-field public Senior High School teachers on teaching Physical Education, identify the trainings and seminars’ relevant to their professional development and advancement.
Methods: Through the descriptive narrative method, 22 out-of-field public senior high school teachers who were teaching PE from Areas 2A and 2B in Leyte Division served as participants and results derived from the interviews were coded and transcribed to come up with themes and sub-themes that follows: content knowledge with sub-themes; mastery of skills taught, sports-related trainings and dance pedagogy; pedagogical skills with sub-themes promotion of cooperative learning, stimulation of assigning leaders per group activities, inclusion of appropriate assessment tool or rubrics, and assurance of learners’ safety.
Results: The study confirms that mastery of subject discipline is essential to a teacher. Teaching PE subjects is more than the theory; it delves more on skills demonstration and acquisition. If teachers are expert in the field they teach, they can demonstrate the skills, clearly answer students’ questions, and lessen the workload as they have but minor adjustment as far as the subject matter is concerned.
Conclusion: This study confirms that mastery of the content is essential in the teaching-learning process. Teaching PE subjects is not all about imparting the content of the subject theoretically; it more on skills demonstration and acquisition.
APA Citation StyleMesias, J. C. M. (2022). Out-of-Field Public Senior High School Teachers: Competencies in Teaching Physical Education. Physical Education and Sports: Studies and Research, 123-135. https://doi.org/10.56003/pessr.v1i2.137 -
A Modern Pedagogical Approach in The Subject of Physical Education
Ferdinando Cereda11. The Catholic University of the Sacred Heart in Milan , IT2023-10-31|page 126-141AbstractBackground: The pedagogical paradigm (PP) is a complex framework encompassing various pedagogical elements integral to the instructional and educational process. These paradigms manifest in diverse forms without entirely replacing their precursor frameworks, as they are built upon established principles and concepts. Understanding the architectural structure of each paradigm is crucial in distinguishing these pedagogical models.
Objective: This exposition aims to provide a rationale for the integration of the pedagogical paradigm within the realm of PE.
Methods: In the literature review, the EBSCO database was utilized via SPORTDiscus. This theoretical review draws upon various scholarly sources, including Taylor and Francis, ERIC, Scopus, Google Scholar These repositories provide a global perspective, with the majority of references selected from the decade leading up to the onset of the pandemic.
Results: The literature analysis reveals the intricate nature of pedagogical paradigms and their importance in the field of PE. It underscores the need for instructors to adapt their teaching approaches to meet the specific needs of students based on their age and developmental stage. The integration of the pedagogical paradigm within PE is proposed as a valuable concept to enhance the quality of physical education programs.
Conclusion: The incorporation of the PP into the domain of PE holds promise for improving the effectiveness of PE instruction. This review, based on a thorough examination of pertinent literature, highlights the relevance of PP in adapting teaching methodologies to suit the diverse needs of students. While this study does not provide empirical evidence, it lays the theoretical groundwork for future research and practical applications in the field of PE. Further investigations and practical implementations are warranted to assess the feasibility and benefits of incorporating PP within PE instruction.
APA Citation StyleCereda, F. (2023). A Modern Pedagogical Approach in The Subject of Physical Education. Physical Education and Sports: Studies and Research, 126-141. https://doi.org/10.56003/pessr.v2i2.265 -
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 -
Analyzing the promotion of social skills and values in physical education texts and programmes
Loubna Belabbes1, Omar Ben Rakaa2, Moulay Smail Hafidi Alaoui31. Mohammed-V University , MA2. Hassan II University of Casablanca , MA3. Mohammed-V University , MA2025-12-12|page 275-290AbstractBackground: Global education systems increasingly emphasize holistic development by integrating social skills and ethical values into curricula, with physical education playing a central role in shaping students' cognitive, emotional, and civic competencies.
Objectives: This study examines how educational programs and policy documents promote social skills (e.g., empathy, communication, collaboration, autonomy) and ethical principles, with particular attention to the contribution of physical education in fostering academic achievement and responsible citizenship.
Methods: A structured literature review was conducted, applying predefined eligibility criteria and guided by socio-emotional learning and self-determination theory. Forty-five academic and institutional texts (published between 2013 and 2023), including frameworks from UNESCO and the Moroccan Ministry of Education, as well as programs such as PATHS and Second Step, were analyzed across diverse linguistic and cultural contexts, with a primary focus on Morocco.
Results: Communication (11.11%; 5/45), autonomy (8.89%; 4/45), and cooperation (8.89%; 4/45) emerged as the most frequently emphasized competencies in both Moroccan and international curricula. Physical education was found to reinforce resilience, leadership, and collaborative skills, whereas empathy (4.44%; 2/45) remained underrepresented—reflecting the prevailing prioritization of technical rather than socio-emotional competencies. Implementation remains constrained by structural barriers, including limited resources and cultural misalignment, despite the legislative support of Morocco's framework law 51-17.
Conclusions: Embedding social skills within physical education supports students' holistic development. Achieving meaningful implementation requires: (1) short-term alignment of system-level policies and teacher training, and (2) long-term cultural adaptation of programs supported by measurable monitoring indicators.APA Citation StyleBelabbes, L. , Ben Rakaa, O. , & Alaoui, M. S. H. (2025). Analyzing the promotion of social skills and values in physical education texts and programmes. Physical Education and Sports: Studies and Research, 275-290. https://doi.org/10.56003/pessr.v4i3.493 -
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
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