Differences in Physical Performance According to Contextual Variables in U21 Football Players
Abstract
1. Introduction
2. Materials and Methods
2.1. Design
2.2. Participants
2.3. Ethical Considerations
2.4. Procedures
2.5. Variables and Instruments
2.5.1. Rating of Perceived Exertion (RPE)
2.5.2. Global Positioning System (GPS) Monitoring
2.5.3. Competitive Performance Variables
2.5.4. Contextual Variables
2.6. Observational Structure
2.7. Statistical Analysis
3. Results
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| RPE | Rating of Perceived Exertion |
| TD | Total Distance |
| MM | Metres per Minute |
| HSR | High-Speed Running |
| PV | Peak Velocity |
| N°AC | Number of Accelerations |
| N°DC | Number of Decelerations |
| PL | Player Load |
| GPS | Global Positioning System |
| TEC/TAC | Technical and Tactical Training |
| YYIRT-L1 | Yo-Yo Intermittent Recovery Test Level 1 |
| 1RM | One-Repetition Maximum |
| pp | Per Player |
| CDs | Central Defenders |
| FBs | Full-backs |
| MFs | Midfielders |
| WGs | Wingers |
| CF | Centre-Forwards |
| ANOVA | Analysis of Variance |
| ηp2 | Partial Eta Squared |
| SD | Standard Deviation |
| M | Mean |
| au | Arbitrary Units |
| HRmax | Heart Rate Maximum |
| ANFP | Asociación Nacional de Fútbol Profesional |
| AM | Morning |
| MD | Match Day |
| MD-1/MD-2/… | Match Day minus 1/2 |
| MD + 1/MD + 2 | Match Day plus 1/2 |
References
- Barrera, J.; Sarmento, H.; Clemente, F.M.; Field, A.; Figueiredo, A.J. The effect of contextual variables on match performance across different playing positions in professional Portuguese soccer players. Int. J. Environ. Res. Public Health 2021, 18, 5175. [Google Scholar] [CrossRef] [PubMed]
- Malone, J.J.; Lovell, R.; Varley, M.C.; Coutts, A.J. Unpacking the black box: Applications and considerations for using GPS devices in sport. Int. J. Sports Physiol. Perform. 2017, 12, 18–26. [Google Scholar] [CrossRef]
- Sarmento, H.; Martinho, D.V.; Gouveia, É.R.; Afonso, J.; Chmura, P.; Field, A.; Saavedra, N.O.; Oliveira, R.; Praça, G.; Silva, R.; et al. The influence of playing position on physical, physiological, and technical demands in adult male soccer matches: A systematic scoping review with evidence gap map. Sports Med. 2024, 54, 863–885. [Google Scholar] [CrossRef]
- Bradley, P.S.; Lago-Peñas, C.; Rey, E.; Gómez Díaz, A. The effect of high and low percentage ball possession on physical and technical profiles in English FA Premier League soccer matches. J. Sports Sci. 2013, 31, 1261–1270. [Google Scholar] [CrossRef]
- Pillitteri, G.; Giustino, V.; Petrucci, M.; Rossi, A.; Leale, I.; Bellafiore, M.; Thomas, E.; Iovane, A.; Palma, A.; Battaglia, G. Match load physical demands in U-19 professional soccer players assessed by a wearable inertial sensor. J. Funct. Morphol. Kinesiol. 2023, 8, 22. [Google Scholar] [CrossRef]
- Gonçalves, L.G.; Nobari, H.; Rites, A.A.; Nakamura, F.Y.; Garcia, G.R.; Aquino, R. Influence of contextual factors on match running performance of starters and non-starters in elite youth male soccer players. Sci. Prog. 2024, 107, 00368504241239187. [Google Scholar] [CrossRef] [PubMed]
- Rites, A.; Viana, D.; Merino-Muñoz, P.; Miarka, B.; Aedo-Muñoz, E.; Pérez-Contreras, J.; Salerno, V.P. Do contextual factors, tournament level, and location affect external match load in elite Brazilian youth soccer players? J. Phys. Educ. Sport 2022, 22, 2898–2903. [Google Scholar] [CrossRef]
- Augusto, D.; Brito, J.; Aquino, R.; Figueiredo, P.; Eiras, F.; Tannure, M.; Veiga, B.; Vasconcellos, F. Contextual variables affect running performance in professional soccer players: A brief report. Front. Sports Act. Living 2021, 3, 778813. [Google Scholar] [CrossRef]
- Aquino, R.; Guimarães, R.; Junior, G.O.C.; Clemente, F.M.; García-Calvo, T.; Pulido, J.J.; Nobari, H.; Praça, G.M. Effects of match contextual factors on internal and external load in elite Brazilian professional soccer players through the season. Sci. Rep. 2022, 12, 21287. [Google Scholar] [CrossRef]
- Fernandez-Navarro, J.; Fradua, L.; Zubillaga, A.; McRobert, A.P. Influence of contextual variables on styles of play in soccer. Int. J. Perform. Anal. Sport 2018, 18, 423–436. [Google Scholar] [CrossRef]
- Villaseca-Vicuña, R.; Pérez-Contreras, J.; Merino-Muñoz, P.; Morales-Acuña, F.; Giráldez, J.; Zabaloy, S. Influence of the quality of the opponent on physical, technical, and tactical performance of elite female soccer players in international competitions. Sport Sci. Health 2024, 20, 863–872. [Google Scholar] [CrossRef]
- Gonçalves, L.G.; Nobari, H.; Rites, A.A.; Nakamura, F.Y.; Garcia, G.R.; Aquino, R. Can contextual factors affect match running performance in elite youth soccer players? A case study in Brazil. Sci. Prog. 2022, 105, 1–12. [Google Scholar]
- Deprez, D.; Fransen, J.; Boone, J.; Lenoir, M.; Philippaerts, R.; Vaeyens, R. Characteristics of high-level youth soccer players: Variation by playing position. J. Sports Sci. 2015, 33, 243–254. [Google Scholar] [CrossRef] [PubMed]
- Rebelo, A.; Brito, J.; Seabra, A.; Oliveira, J.; Krustrup, P. Physical match performance of youth football players in relation to physical capacity. Eur. J. Sport Sci. 2014, 14, S148–S156. [Google Scholar] [CrossRef]
- Teixeira, J.E.; Forte, P.; Ferraz, R.; Leal, M.; Ribeiro, J.; Silva, A.J.; Barbosa, T.M.; Monteiro, A.M. Monitoring accumulated training and match load in football: A systematic review. Int. J. Environ. Res. Public Health 2021, 18, 3906. [Google Scholar] [CrossRef]
- Aquino, R.; Munhoz Martins, G.H.; Palucci Vieira, L.H.; Menezes, R.P. Influence of match location, quality of opponents, and match status on movement patterns in Brazilian professional football players. J. Strength Cond. Res. 2017, 31, 2155–2161. [Google Scholar] [CrossRef]
- World Medical Association. World Medical Association Declaration of Helsinki: Ethical principles for medical research involving human subjects. JAMA 2013, 310, 2191–2194. [Google Scholar] [CrossRef]
- Borg, G.; Hassmén, P.; Lagerström, M. Perceived exertion related to heart rate and blood lactate during arm and leg exercise. Eur. J. Appl. Physiol. Occup. Physiol. 1987, 56, 679–685. [Google Scholar] [CrossRef] [PubMed]
- Alexiou, H.; Coutts, A.J. A comparison of methods used for quantifying internal training load in women soccer players. Int. J. Sports Physiol. Perform. 2008, 3, 320–330. [Google Scholar] [CrossRef]
- Flatt, A.A.; Esco, M.R. Smartphone-derived heart-rate variability and training load in a women’s soccer team. Int. J. Sports Physiol. Perform. 2015, 10, 994–1000. [Google Scholar] [CrossRef]
- FIFA. FIFA World Cup Russia 2018™: Technical Report; Fédération Internationale de Football Association: Zurich, Switzerland, 2018. [Google Scholar]
- Taha, T.; Ali, A.Y. Greater numbers of passes and shorter possession durations result in increased likelihood of goals in 2010 to 2018 World Cup champions. PLoS ONE 2023, 18, e0280030. [Google Scholar] [CrossRef]
- Casamichana, D.; Castellano, J. Situational variables and distance covered during the World Cup South Africa 2010. J. Sports Sci. 2014, 32, 603–611. [Google Scholar]
- Cohen, J. Statistical Power Analysis for the Behavioral Sciences, 2nd ed.; Lawrence Erlbaum Associates: Hillsdale, NJ, USA, 1988. [Google Scholar]
- Lakens, D. Calculating and reporting effect sizes to facilitate cumulative science: A practical primer for t-tests and ANOVAs. Front. Psychol. 2013, 4, 863. [Google Scholar] [CrossRef]
- Castellano, J.; Blanco-Villaseñor, A.; Álvarez, D. Contextual variables and time-motion analysis in soccer. Int. J. Sports Med. 2011, 32, 415–421. [Google Scholar] [CrossRef] [PubMed]
- Buchheit, M.; Mendez-Villanueva, A.; Simpson, B.M.; Bourdon, P.C. Match running performance and fitness in youth soccer. Int. J. Sports Med. 2010, 31, 818–825. [Google Scholar] [CrossRef]
- Lago, C. The influence of match location, quality of opposition, and match status on possession strategies in professional association football. J. Sports Sci. 2009, 27, 1463–1469. [Google Scholar] [CrossRef] [PubMed]
- Pollard, R.; Gómez, M.A. Components of home advantage in 157 national soccer leagues worldwide. Int. J. Sport Exerc. Psychol. 2014, 12, 218–233. [Google Scholar] [CrossRef]
- Bradley, P.S.; Ade, J.D. Are current physical match performance metrics in elite soccer fit for purpose or is the adoption of an integrated approach needed? Int. J. Sports Physiol. Perform. 2018, 13, 656–664. [Google Scholar] [CrossRef] [PubMed]
- Fioravanti, F.; Delbianco, F.; Tohmé, F. Source of home advantage in football. arXiv 2023, arXiv:2308.06279. [Google Scholar] [CrossRef]
- Aquino, R.; Carling, C.; Palucci Vieira, L.H.; Martins, G.; Jabor, G.; Machado, J.; Santiago, P.; Garganta, J.; Puggina, E. Influence of situational variables, team formation, and playing position on match running performance and social network analysis in Brazilian professional soccer players. J. Strength Cond. Res. 2020, 34, 808–817. [Google Scholar] [CrossRef]
| MD + 2 | MD-4 | MD-3 | MD-2 | MD-1 | MD | MD + 1 |
|---|---|---|---|---|---|---|
| Recovery Day/Compensation | Strength | Duration | Velocity | Activation | Match Day | Off |
| Physical training Core training (10′) dynamic and isometric contraction exercises Upper Body strength 3–5 sets/3–6 r 30–60%1RM Bench Press Pull-Ups TRX Pull-Ups Shoulder Push-Ups Recovery Work (>60 min players): —Aerobic continuous run or bike: 15–20′ at 60–65% HRmax —Stretching and mobility (10–15′): assisted and with foam roller Complementary Work (<60 min players): —Small-sided games (3 × 4′, 2′ rec, 6v6–8v8) —Intermittent runs: 1–2 sets × 6–8 reps of 100 m (90–120% YYIRT-L1) | Physical training Core training (10′) dynamic and isometric contraction exercises Lower Body strength 3–5 sets/3–6 r 30–60% 1RM Squat Deadlift Hip thrust TEC/TAC (~60′) Duelling actions, few players in small spaces <60 m2 pp | Physical training Core training (10′) dynamic and isometric contraction exercises Upper Body strength 3–5 sets/3–6 r 30–60% 1RM Bench Press Pull-Ups TRX Pull-Ups Shoulder Push-Ups Intermittent training 1–2 sets × 6–8 rep on 100 m 90–120% YYIRT-L1 TEC/TAC (~90′) A greater number of players in larger playing spaces >90 m2 pp | Physical training Core training (10′) dynamic and isometric contraction exercises Speed Block (20′): Unresisted sprints Linear sprints from 10 m to 30 m Change of direction and agility training from 10 m to 20 m TEC/TAC (~80′) Fewer players in larger playing spaces >90 m2 pp Fixed tactic defensive | Physical training Coordination drills (15′) Individual and collective techniques with the ball TEC/TAC (~50′) Few players in small spaces <60 m2 pp Fixed tactic offensive | Football warm up (25′) General exercises for joint mobility, control, and passing, games in reduced spaces, defensive block work, and offensive block work Competition | Recovery day |
| Cool-down (10′) | Cool-down (10′) | Cool-down (10′) | Cool-down (10′) | Cool-down (10′) | Cool-down (10′) |
| Category | Observation (n) |
|---|---|
| Playing position | |
| Central defenders (CDs) | 19 |
| Full-backs (FBs) | 17 |
| Midfielders (MFs) | 29 |
| Wingers (WGs) | 11 |
| Centre-forwards (CFs) | 6 |
| Match location | |
| Home | 42 |
| Away | 40 |
| Match result | |
| Win | 32 |
| Loss | 50 |
| Total observations | 82 |
| Variables | Central Defenders (n = 3) | Fullbacks (n = 4) | Midfielder (n = 7) | Wingers (n = 3) | Centre Forwards (n = 3) | ANOVA | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| M | SD | M | SD | M | SD | M | SD | M | SD | p | ηp2 | |
| RPE (0–10) | 6.69 b | 1.03 | 7.00 | 1.54 | 9.46 ad | 0.87 | 8.25 | 0.50 | 7.00 | 0.67 | <0.001 | 0.624 |
| TD (m) | 9440 ab | 521 | 10,004 | 1223 | 10,125 ac | 892 | 9199 | 799 | 9198 | 2233 | 0.044 | 0.126 |
| MM | 97.6 a | 2.88 | 105 | 6.28 | 106 c | 6.98 | 97.1 a | 5.26 | 101 | 26.1 | 0.015 | 0.164 |
| HSR (m) | 518 ac | 201 | 941 | 245 | 651 a | 196 | 846 | 248 | 939 | 486 | <0.001 | 0.311 |
| PV (km/h) | 30.18 | 2.06 | 30.8 | 1.07 | 28.9 ac | 1.90 | 31.2 | 1.81 | 29.5 | 2.88 | 0.005 | 0.192 |
| N°AC (#) | 49.9 a | 20.86 | 71.8 | 17.9 | 61.4 | 20.7 | 49.6 a | 24.9 | 69.7 | 39.1 | 0.038 | 0.137 |
| N°DC (#) | 48.6 ab | 20.64 | 88.4 | 23.7 | 72.8 | 29.4 | 55.6 a | 27.2 | 78.8 | 19.1 | 0.001 | 0.225 |
| PL (au) | 119 b | 10.30 | 131 | 23.5 | 139 | 21.4 | 128 | 14.6 | 126 | 33.3 | 0.049 | 0.119 |
| Variables | Home (n = 6) | Away (n = 5) | Comparison Between Groups | ||||
|---|---|---|---|---|---|---|---|
| M | ±SD | M | ±SD | Δ% | p | TE Cohen’s d | |
| RPE (0–10) | 7.50 | 1.47 | 8.50 | 1.60 | −11.8 | 0.049 | −0.657 |
| TD (m) | 9571 | 1156 | 9856 | 1075 | −2.9 | 0.285 | −0.254 |
| MM | 102 | 11.9 | 101 | 7.25 | 1.1 | 0.848 | 0.045 |
| HSR (m) | 757 | 311 | 727 | 285 | 4.1 | 0.672 | 0.100 |
| PV (km/h) | 30.2 | 2.19 | 29.8 | 1.86 | 1.3 | 0.343 | 0.225 |
| N°AC (#) | 52.8 | 26.4 | 68.5 | 31.1 | −22.9 | 0.005 | −0.680 |
| N°DC (#) | 58.9 | 31.5 | 80.1 | 26.3 | −26.1 | 0.003 | −0.722 |
| PL (au) | 124 | 19.8 | 137 | 20.7 | −9.5 | 0.008 | −0.640 |
| # Goals scored | 2.29 | 2.13 | 1.68 | 0.82 | 36.3 | 0.134 | 0.358 |
| # Goals conceded | 0.95 | 0.97 | 2.06 | 1.39 | −53.9 | <0.001 | −0.947 |
| Variables | Win (n = 6) | Lose (n = 5) | Comparison Between Groups | ||||
|---|---|---|---|---|---|---|---|
| M | ±SD | M | ±SD | Δ% | p | TE Cohen’s d | |
| RPE (0–10) | 7.31 | 1.66 | 8.27 | 1.42 | −11.6 | 0.043 | −0.629 |
| TD (m) | 9803 | 848 | 9626 | 1276 | 1.8 | 0.514 | 0.157 |
| MM | 102 | 7.04 | 101 | 11.7 | 1.2 | 0.628 | 0.116 |
| HSR (m) | 712 | 55.5 | 765 | 299 | −6.9 | 0.459 | −0.178 |
| PV (km/h) | 30.0 | 2.10 | 30.0 | 2.04 | 0.0 | 0.957 | 0.013 |
| N°AC (#) | 69.0 | 19.7 | 53.6 | 25.2 | 28.7 | 0.007 | 0.663 |
| N°DC (#) | 74.0 | 26.2 | 64.5 | 33.5 | 14.7 | 0.203 | 0.307 |
| PL (au) | 127 | 15.7 | 132 | 23.8 | −3.8 | 0.265 | −0.268 |
| Goals scored (#) | 3.55 | 1.59 | 1.02 | 0.79 | 247.1 | <0.001 | 0.331 |
| Goals conceded (#) | 0.27 | 0.45 | 2.20 | 1.06 | −87.7 | <0.001 | −2.192 |
| Variables | Higher Ranked (n = 5) | Lower Ranked (n = 6) | Comparison Between Groups | ||||
|---|---|---|---|---|---|---|---|
| M | ±SD | M | ±SD | Δ% | p | Cohen’s d | |
| RPE (0–10) | 8.66 | 1.43 | 7.50 | 1.53 | 15.5 | 0.032 | 0.777 |
| TD (m) | 9456 | 1431 | 9800 | 959 | −3.5 | 0.233 | −0.307 |
| MM | 102 | 15.4 | 102 | 6.87 | 0.0 | 0.952 | 0.015 |
| HSR (m) | 865 | 315 | 692 | 278 | 25.1 | 0.022 | 0.597 |
| PV (km/h) | 30.1 | 2.23 | 30.0 | 1.99 | 0.3 | 0.815 | 0.060 |
| N°AC (#) | 43.9 | 29.2 | 66.5 | 18.3 | −34.6 | <0.001 | −1.025 |
| N°DC (#) | 57.3 | 37.6 | 73.0 | 26.7 | −21.5 | 0.037 | −0.516 |
| PL (au) | 130 | 26.0 | 130 | 18.8 | 0.0 | 0.955 | −0.014 |
| # Goals scored | 0.90 | 0.81 | 2.51 | 1.77 | −64.1 | <0.001 | −1.033 |
| # Goals conceded | 1.90 | 0.81 | 1.23 | 1.40 | 54.5 | 0.040 | 0.534 |
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Villaseca-Vicuña, R.; Merino-Muñoz, P.; Cortes-Rocco, G.; Escobar, N.; Lara, M.M.; Sepúlveda, R.Y.; Barrera-Díaz, J.; Pérez-Contreras, J. Differences in Physical Performance According to Contextual Variables in U21 Football Players. Physiologia 2026, 6, 8. https://doi.org/10.3390/physiologia6010008
Villaseca-Vicuña R, Merino-Muñoz P, Cortes-Rocco G, Escobar N, Lara MM, Sepúlveda RY, Barrera-Díaz J, Pérez-Contreras J. Differences in Physical Performance According to Contextual Variables in U21 Football Players. Physiologia. 2026; 6(1):8. https://doi.org/10.3390/physiologia6010008
Chicago/Turabian StyleVillaseca-Vicuña, Rodrigo, Pablo Merino-Muñoz, Guillermo Cortes-Rocco, Natalia Escobar, Marcelo Muñoz Lara, Rodrigo Yañez Sepúlveda, Joel Barrera-Díaz, and Jorge Pérez-Contreras. 2026. "Differences in Physical Performance According to Contextual Variables in U21 Football Players" Physiologia 6, no. 1: 8. https://doi.org/10.3390/physiologia6010008
APA StyleVillaseca-Vicuña, R., Merino-Muñoz, P., Cortes-Rocco, G., Escobar, N., Lara, M. M., Sepúlveda, R. Y., Barrera-Díaz, J., & Pérez-Contreras, J. (2026). Differences in Physical Performance According to Contextual Variables in U21 Football Players. Physiologia, 6(1), 8. https://doi.org/10.3390/physiologia6010008

