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Luo L, Tang Y, Li X, Sun G, Guo E, Xu H. East Asian expatriate football players and national team success: Chinese, Japanese, and South Korean players in Europe (2000-2024). Sci Rep 2025; 15:3707. [PMID: 39880881 PMCID: PMC11779897 DOI: 10.1038/s41598-024-80953-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2024] [Accepted: 11/22/2024] [Indexed: 01/31/2025] Open
Abstract
This study investigated the influence of Chinese, Japanese, and South Korean football players' participation in European leagues on their national teams' FIFA rankings from 2000 to 2024. Utilizing data from 22,972 matches featuring 392 players across 36 European leagues and 12 tournaments or cup competitions, survival and conditional process analyses were conducted to explore the relationships between expatriate player counts, appearances, playing time, and FIFA rankings. The results demonstrated a significant correlation between the number of expatriate players, particularly in top-tier leagues, and national team rankings. Notably, Japanese and South Korean players exhibited longer durations of participation and higher rates of advancement to elite European leagues compared to Chinese players. Furthermore, the conditional process analysis revealed an indirect effect of expatriate player count on FIFA rankings, mediated by increased appearances and playing time, with the strongest influence observed in the Big Five leagues. These findings underscore the importance of international exposure for advancing East Asian football and provide insights for policymakers on effectively nurturing young talents for international careers.
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Affiliation(s)
- Le Luo
- College of Humanities and Law, Beijing University of Chemical Technology, Beijing, China
| | | | - Xiaohan Li
- College of Humanities and Law, Beijing University of Chemical Technology, Beijing, China
| | - Ge Sun
- College of Humanities and Law, Beijing University of Chemical Technology, Beijing, China
| | - Enkai Guo
- College of Physical Education, Hunan Normal University, Changsha, Hunan, China
| | - Hanbing Xu
- School of Physical Education and Sport, Beijing Normal University, Beijing, China.
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2
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Gaviria Alzate SJ, Valencia-Sánchez WG, Espinal FE, Bustamante JL, Arias-Arias E. Tactical critical thinking program on the tactical efficiency index, declarative and procedural knowledge in male soccer players: a case study. Front Sports Act Living 2024; 6:1469347. [PMID: 39758555 PMCID: PMC11695347 DOI: 10.3389/fspor.2024.1469347] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2024] [Accepted: 12/11/2024] [Indexed: 01/07/2025] Open
Abstract
Introduction The purpose of this study was to explore the implications of the in-field implementation of a teaching strategy that promotes critical thinking (TPCT) on tactical ability, declarative, and procedural knowledge. The TPCT is grounded in socio-constructivist theory and aims to enhance players' analytical skills through inquiry, problem-solving, and observation. By emphasizing the socio-constructivist approach, the program fosters skills such as interpretation, analysis, inference, evaluation, explanation, and self-regulation, encouraging players' active participation in questioning and collaborative problem-solving activities. The content of the program focuses on offensive tactical principles of soccer. Methods Thirteen male U-14 soccer players (mean age: 13.54 ± 1.00 years; mean soccer-federated experience: 3.92 ± 1.00 years; mean body mass: 39.44 ± 6.09 kg; mean height: 1.61 ± 0.10 m) performed a TPCT intervention strategy over 22 sessions, three times a week. Tactical ability was assessed using the Test for Performance Assessment in Team Sports (PATS), while declarative and procedural knowledge were evaluated with the Tactical Knowledge Test in Soccer (TCTOF). These assessments were administered before and after the intervention. Results After the 8-week teaching strategy, there was a significant improvement and substantial increase in the Tactical Efficiency Index (IE) [t (12) = 2.61, p < 0.05, r = 0.73], reflecting a 41% rise from the pretest (M = 0.39, SD = 0.21) to the post-test (M = 0.55, SD = 0.24). Changes in declarative knowledge were minimal, with a 0.31% increase. Similarly, procedural knowledge showed a slight increase (3.53%) that did not reach statistical significance. Discussion The findings suggest that integrating critical thinking into sports training could be a strategy to enhance the tactical abilities of young soccer players. While the increase in tactical ability was significant, improvements in declarative and procedural knowledge were minimal. These results highlight the potential of critical thinking-focused programs to impact tactical performance but suggest that further research is needed to explore the broader effects on other types of knowledge.
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Affiliation(s)
| | | | | | | | - Elkin Arias-Arias
- Instituto Universitario de Educación Física, Universidad de Antioquia UdeA, Medellín, Colombia
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3
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Luo L, Sun G, Guo E, Xu H, Wang Z. Impact of COVID-19 on football attacking players' match technical performance: a longitudinal study. Sci Rep 2024; 14:6057. [PMID: 38480764 PMCID: PMC10937722 DOI: 10.1038/s41598-024-56678-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Accepted: 03/09/2024] [Indexed: 03/17/2024] Open
Abstract
This study examined the impact of COVID-19 on 28 indicators of match technical performance (MTP) for football attacking players upon their return to play. Analyzing data from 100 players in the Big Five European football leagues, covering 1500 matches each before and after COVID-19 over 3 years (2020-2023), revealed significant differences in 76% of players' MTP indicators. Notably, 14 indicators, particularly the five indicators linked to scoring, significantly decreased post-COVID-19. On average, players needed 3.09 matches to regain pre-infection MTP levels. The impact varied across player groups, with those in the elite group showing a milder effect; they required an average of 2.64 matches for recovery, compared to the control group's 3.55 matches. We found that, with increasing age, the majority of players' MTP indicators did not exhibit significant changes, both before and after they contracted COVID-19. In conclusion, the study highlighted the negative impact of COVID-19 on football attacking players' MTP. Players in the elite group experienced fewer adverse effects than those in the control group. This insight assisted coaches and managers in evaluating the impact of COVID-19 and similar virus-induced illnesses on players' MTP, enabling them to formulate training regimens for recovery and specific match tactics upon players' return to play.
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Affiliation(s)
- Le Luo
- College of Humanities and Law, Beijing University of Chemical Technology, Beijing, China
| | - Ge Sun
- College of Humanities and Law, Beijing University of Chemical Technology, Beijing, China
| | - Enkai Guo
- College of Physical Education, Hunan Normal University, Changsha, Hunan, China
| | - Hanbing Xu
- College of P. E and Sports, Beijing Normal University, Beijing, China
| | - Zhaohong Wang
- College of P. E and Sports, Beijing Normal University, Beijing, China.
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Sport Performance Analysis with a Focus on Racket Sports: A Review. APPLIED SCIENCES-BASEL 2021. [DOI: 10.3390/app11199212] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
Athletes, both professional and amateur, are always looking for ways to improve their performance. With the introduction and increasing availability of modern technologies and smart devices arose the need to measure and analyze performance, but likewise, the use of these innovations as a competitive advantage also arose. Scientific publications reflect the wide range of available approaches and technologies, as well as the growing interest in various sports. As a result, we concentrated on a systematic review of publications that presented performance analysis tools and methods in all sports, with a final focus on racket sports. Clarivate Analytics’ Web of Science (WoS) and Elsevier Inc.’s SCOPUS databases were searched for 1147 studies that conducted performance analysis and sports research and were published in English. The data in the systematic review are current, up until 18 May 2021. A general review was performed on 759 items, and then 65 racket sports publications were thoroughly scrutinized. We concentrated on performance data, data collection and analysis tools, performance analysis methods, and software. We also talked about performance prediction. In performance research, we have identified specific approaches for specific sports as well as key countries. We are also considering expanding performance analysis in to E-sports in the future.
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Dello Iacono A, Beato M, Unnithan V. Comparative Effects of Game Profile-Based Training and Small-Sided Games on Physical Performance of Elite Young Soccer Players. J Strength Cond Res 2021; 35:2810-2817. [PMID: 31145386 DOI: 10.1519/jsc.0000000000003225] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
ABSTRACT Dello Iacono, A, Beato, M, and Unnithan, V. Comparative effects of game profile-based training and small-sided games on physical performance of elite young soccer players. J Strength Cond Res 35(10): 2810-2817, 2021-This study was designed to investigate and compare the effects of game profile-based training (GPBT) and small-sided game (SSG) training on physical performances of elite youth soccer players during the in-season period. Twenty young soccer players (18.6 ± 0.6) were randomly assigned to either GPBT or SSG protocols performed twice a week for 8 weeks. The GPBT consisted of 2 sets of 6-10 minutes of intermittent soccer-specific circuits. The SSG training consisted of 3-5 sets of 5 vs. 5 SSGs played on a 42 × 30-m pitch. Before and after the training program, the following physical performances were assessed: repeated sprint ability, change of direction (COD), linear sprinting on 10 m and 20 m, countermovement jump, and intermittent running (YYIRL1). Significant improvements were found in all the assessed variables after both training interventions (p < 0.05). The GPBT group improved more than the SSG group in the 10-m and 20-m sprint tests by 2.4% (g = 0.4; small effect) and 4% (g = 0.9; large effect), respectively. Conversely, the SSG group jumped 4% higher (g = 0.4; small effect) and resulted 6.7% quicker than the GPBT (g = 1.5; large effect) in completing the COD task. These results suggest both GPBT and SSGs to be effective for fitness development among elite young soccer players during the competitive season. More importantly, these 2 conditioning methodologies may be considered in terms of specificity for selectively improving or maintaining specific soccer fitness-related performances in the latter phase of the season.
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Affiliation(s)
- Antonio Dello Iacono
- Institute of Clinical Exercise and Health Science, University of the West of Scotland, Hamilton, United Kingdom ; and
| | - Marco Beato
- School of Science, Technology and Engineering, University of Suffolk, Ipswich, United Kingdom
| | - Viswanath Unnithan
- Institute of Clinical Exercise and Health Science, University of the West of Scotland, Hamilton, United Kingdom ; and
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Longo UG, Sofi F, Candela V, Risi Ambrogioni L, Pagliai G, Massaroni C, Schena E, Cimmino M, D'Ancona F, Denaro V. The influence of athletic performance on the highest positions of the final ranking during 2017/2018 Serie A season. BMC Sports Sci Med Rehabil 2021; 13:32. [PMID: 33766112 PMCID: PMC7992946 DOI: 10.1186/s13102-021-00259-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2020] [Accepted: 03/15/2021] [Indexed: 11/10/2022]
Abstract
Background Our previous study on the 2016/2017 Serie A season showed that a greater likelihood of reaching the top positions in the Italian league “Serie A” seemed to be mainly related to sprint activity, goal attempts, total throws, target shots and assists. Therefore, we aim to evaluate the following season data in the same league to compare, confirm, and improve these results. Methods The data of all the matches played during the “Serie A” 2017–2018 season were obtained from the Italian soccer league. The teams’ analysis was performed in terms of total distance covered in km, jogging, running and sprint activities, average speed, and match statistics (total shots, shots on target, goal attempts, assists, turnovers, and steals). Results Teams that reached the first four positions revealed a lower percentage of running (65.98 ± 1.51 vs. 66.84 ± 2.18; p < 0.001), a higher percentage of jogging (25.61 ± 1.71 vs. 25.30 ± 1.97; p = 0.037) and sprint activities (8.41 ± 1.04 vs. 7.86 ± 0.82; p < 0.001). Match statistics seem to be statistically different between the first four teams the other teams. The total goals are strongly associated both with the total score at the end of the championship (R = 0.906; p < 0.001) and with the position in the final ranking (R = 0.850; p < 0.001). Conclusions Our results suggest that high-level teams have a lower running rate and a higher percentage of jogging and sprinting than other teams.
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Affiliation(s)
- Umile Giuseppe Longo
- Department of Orthopaedic and Trauma Surgery, Campus Bio-Medico University, Via Alvaro del Portillo, 200, Trigoria,, 00128, Rome, Italy. .,Centro Integrato di Ricerca (CIR), Campus Bio-Medico University, Rome, Italy.
| | - Francesco Sofi
- Department of Experimental and Clinical Medicine, University of Florence, Florence, Italy. .,Don Carlo Gnocchi Foundation, Onlus IRCCS, Florence, Italy.
| | - Vincenzo Candela
- Department of Orthopaedic and Trauma Surgery, Campus Bio-Medico University, Via Alvaro del Portillo, 200, Trigoria,, 00128, Rome, Italy.
| | - Laura Risi Ambrogioni
- Department of Orthopaedic and Trauma Surgery, Campus Bio-Medico University, Via Alvaro del Portillo, 200, Trigoria,, 00128, Rome, Italy.
| | - Giuditta Pagliai
- Department of Experimental and Clinical Medicine, University of Florence, Florence, Italy.
| | - Carlo Massaroni
- Unit of Measurements and Biomedical Instrumentation, Department of Engineering, Campus Bio-Medico University, Rome, Italy.
| | - Emiliano Schena
- Unit of Measurements and Biomedical Instrumentation, Department of Engineering, Campus Bio-Medico University, Rome, Italy.
| | - Matteo Cimmino
- Department of Orthopaedic and Trauma Surgery, Campus Bio-Medico University, Via Alvaro del Portillo, 200, Trigoria,, 00128, Rome, Italy.
| | - Fabrizio D'Ancona
- Department of Orthopaedic and Trauma Surgery, Campus Bio-Medico University, Via Alvaro del Portillo, 200, Trigoria,, 00128, Rome, Italy.
| | - Vincenzo Denaro
- Department of Orthopaedic and Trauma Surgery, Campus Bio-Medico University, Via Alvaro del Portillo, 200, Trigoria,, 00128, Rome, Italy. .,Centro Integrato di Ricerca (CIR), Campus Bio-Medico University, Rome, Italy.
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Castillo D, Raya-González J, Scanlan AT, Domínguez-Díez M, Madueno MC. Influence of opponent ranking on the physical demands encountered during Ultimate Frisbee match-play. Sports Biomech 2020:1-12. [PMID: 32522109 DOI: 10.1080/14763141.2020.1766101] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
There is a lack of evidence regarding the match demands encountered in elite Ultimate Frisbee (UF) overall and dependent upon opponent ranking. These data may be useful to elite UF coaches to implement optimal training loads and recovery strategies. Therefore, this study quantified the physical demands of elite UF match-play and analysed differences in demands according to opponent ranking. Twelve UF players from the same national team participated in the study. An observational design was used to compare the physical demands encountered by players between opponents carrying different rankings (1st, 3rd, 4th, and 5th) during four official matches in a 5-team competition. No significant differences (p > 0.05) in sprinting and repeated-sprinting activity were evident across UF matches between opponents. In contrast, a higher (moderate-large) quantity and greater intensities of body impacts were observed in UF matches played against higher-ranked (1st) compared to lower-ranked teams (3rd, 4th, and 5th). Additionally, greater (moderate-large) PL and metabolic power were observed in matches played against higher-ranked (1st) compared to lower-ranked teams (3rd and 4th). These findings suggest coaches may need to reduce the training loads in the next days after the matches played against higher-ranked opponents compared to when facing lower-ranked opponents.
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Affiliation(s)
- Daniel Castillo
- Faculty of Health Sciences, Isabel I University, Burgos, Spain
| | | | - Aaron T Scanlan
- Human Exercise and Training Laboratory, School of Health, Medical and Applied Sciences, Central Queensland University, Rockhampton, Australia
| | | | - María C Madueno
- Human Exercise and Training Laboratory, School of Health, Medical and Applied Sciences, Central Queensland University, Rockhampton, Australia
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8
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Jamil M, McErlain-Naylor SA, Beato M. Investigating the impact of the mid-season winter break on technical performance levels across European football – Does a break in play affect team momentum? INT J PERF ANAL SPOR 2020. [DOI: 10.1080/24748668.2020.1753980] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Affiliation(s)
- Mikael Jamil
- School of Health and Sports Sciences, University of Suffolk, Ipswich, UK
| | | | - Marco Beato
- School of Health and Sports Sciences, University of Suffolk, Ipswich, UK
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9
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Beato M, Drust B. Acceleration intensity is an important contributor to the external and internal training load demands of repeated sprint exercises in soccer players. Res Sports Med 2020; 29:67-76. [PMID: 32200649 DOI: 10.1080/15438627.2020.1743993] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
The aim of this study was to evaluate the effect of acceleration on the external and internal load during repeated sprint exercises (RSE). This study used a cross-over design. Sixteen soccer players were included (mean ± SDs: age 21 ± 1 years; weight 71.1 ± 7.7 kg). RSE was 3 sets of 7 × 30 m sprints with 25 s and 3 min recovery between sprints and sets, respectively. RSE was performed using two protocols requiring either 10 m maximal acceleration (2.12 m.s-2 [RSE-MA]) or 10 m submaximal acceleration (1.66 m.s-2 [RSE-SA]). Global positioning systems (10 Hz; STATSports, Viper) were utilized to collect: high speed running (HSR), dynamic stress load (DSL), Heart Rate (HR) peak, time >85% HR peak, respiratory (RPEres) and muscular (RPEmus) rating of perceived exertion. RSE-MA induced higher load than RSE-SA in HSR (p = 0.037, ES = 0.20), DSL (p = 0.027, ES = 0.43), HR peak (p = 0.025, ES = 0.47), Time >85% HR peak (p = 0.028, ES = 1.11), RPEres (p = 0.001, ES = 1.10), and RPEmus (p = 0.001, ES = 0.73). This study shows that a different acceleration intensity in a RSE (MA vs. SA) impacts external and internal training load parameters.
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Affiliation(s)
- Marco Beato
- School of Health and Sports Sciences, University of Suffolk , Ipswich, UK
| | - Barry Drust
- School of Sport, Exercise and Rehabilitation Sciences, University of Birmingham , Birmingham, UK
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10
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Abstract
Repeated-sprint training (RST) is considered a critical training method in team sports. It is well known that RST effects may depend on several variables such as the duration of the protocol and repeated-sprint methodology. Few studies have evaluated very short-term protocols and compared different RST modalities. The aim of this study was to compare the effectiveness of 2 week RST including straight sprints or changes of direction (CODs) on physical performance in a sample of soccer players. This study used a randomised pre-post parallel group trial design. The participants were assigned to either an RST group using straight sprints (RST-SS = 18 players) or an RST group using CODs (RST-COD = 18 players). The protocols were: 3 sets of 7 x 30 m sprints for the RST-SS and 7 x 20 + 20 m (one COD of 180°) for the RST-COD, with 20 s and 4 min recovery between sprints and sets, respectively. The following evaluations were performed: 10 and 20 m sprint, agility test, repeated sprint test (RSTbest and RSTmean), and Yo-Yo Recovery Level 1. After the training period, the RST-SS did not report any performance variation, while the RST-COD showed improvements in the 10 m sprint and RSTbest (effect size = 0.70 and 0.65, respectively). The between-group analysis did not report any statistical difference between the RST-SS and the RST-COD. In conclusion, this study did not support the utilisation of a very short-term RST protocol with soccer players, however, the RST-COD presented some additional benefits in sprint performance compared to the RST-SS.
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11
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Jamil M. A case study assessing possession regain patterns in English Premier League Football. INT J PERF ANAL SPOR 2019. [DOI: 10.1080/24748668.2019.1689752] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Affiliation(s)
- Mikael Jamil
- Department of Science and Technology, University of Suffolk, Ipswich, UK
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12
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Performance Activities and Match Outcomes of Professional Soccer Teams during the 2016/2017 Serie A Season. ACTA ACUST UNITED AC 2019; 55:medicina55080469. [PMID: 31408996 PMCID: PMC6723654 DOI: 10.3390/medicina55080469] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2019] [Revised: 07/31/2019] [Accepted: 08/05/2019] [Indexed: 11/17/2022]
Abstract
Background and Objectives: Soccer is the most popular sport in the world. To describe athletic performance, match statistics, and their relationships with the probability of achieving the first positions of the final ranking in the Italian football league "Serie A", season 2016/2017. Materials and Methods: Analyses comprised all the matches played by the 20 teams of the "Serie A" championship during the season 2016-2017. Indicators of athletic performance (total distance covered in km, jogging, running and sprint activities, and average speed) and match statistics (total shots, shots on target, goal attempts, assists, turnovers, and steals) were obtained from the Italian football league. Results: Analyses of performance activities according to the final ranking showed no significant differences for the total distance covered and speed, while a statistically significant difference (p < 0.05) among teams was observed for jogging, running and sprint activities. In regard to match statistics, all the parameters investigated were significantly different among the teams. By grouping teams into four subgroups (those who qualified for the Champions League, those who qualified for the Europe League, those who ranked intermediate positions and those who relegated from the "Serie A" league), the percentage of jogging, running and sprint activities, as well as match statistics were significantly different among groups, with a downward trend for total shots, shots on target, goal attempts, assists, and turnovers. The logistic regression analysis revealed that sprint activities as well as total shots, shots on target, goal attempts, and assists higher than the 3rd tertile of their distribution were associated with a higher probability of reaching the first three positions of the final ranking. Conclusions: An increased probability to achieve the first positions of the final ranking in the Italian football league "Serie A" seemed to be mainly related to sprint activity, goal attempts, total shots, shots on target and assists.
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Gong B, Cui Y, Gai Y, Yi Q, Gómez MÁ. The Validity and Reliability of Live Football Match Statistics From Champdas Master Match Analysis System. Front Psychol 2019; 10:1339. [PMID: 31244734 PMCID: PMC6579823 DOI: 10.3389/fpsyg.2019.01339] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2019] [Accepted: 05/23/2019] [Indexed: 01/08/2023] Open
Abstract
The aim of the present study was to investigate the validity of match variables and the reliability of Champdas Master System used by trained operators in live association football match. Twenty professional football coaches voluntarily participated in the validation of match variables used in the System. Four well-trained operators divided into two groups that independently analyzed a match of Spanish La Liga. The Aiken’s V averaged at 0.84 ± 0.03 and 0.85 ± 0.03 for the validation of indicators. The high Kappa values (Operator 1: 0.92, 0.90; Operator 2: 0.91, 0.88), high intra-class correlation coefficients (varied from 0.93 to 1.00), and low typical errors (varied from 0.01 to 0.34) between the first and second data collection represented a high level of intra-operator reliability. The Kappa values for the inter-operator reliability of were 0.97 and 0.89. The intra-class correlation coefficients and typical errors ranged from 0.90 to 1.00 and ranged from 0.01 to 0.24 for two independent operators within two data collections. The results suggest that the Champdas Master system can be used validly and reliably to gather live football match statistics by well-trained operators. Therefore, the data obtained by the company can be used by coaches, managers, researchers and performance analysts as valid match statistics from players and teams during their professional tasks and investigations.
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Affiliation(s)
- Bingnan Gong
- China Football College, Beijing Sport University, Beijing, China.,Facultad de Ciencias de la Actividad Física y del Deporte, Universidad Politécnica de Madrid, Madrid, Spain
| | - Yixiong Cui
- AI Sports Engineering Lab, School of Sports Engineering, Beijing Sport University, Beijing, China
| | - Yang Gai
- Facultad de Ciencias de la Actividad Física y del Deporte, Universidad Politécnica de Madrid, Madrid, Spain
| | - Qing Yi
- Facultad de Ciencias de la Actividad Física y del Deporte, Universidad Politécnica de Madrid, Madrid, Spain
| | - Miguel-Ángel Gómez
- Facultad de Ciencias de la Actividad Física y del Deporte, Universidad Politécnica de Madrid, Madrid, Spain
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