First to Score, First to Win? Comparing Match Outcomes and Developing a Predictive Model of Success Using Performance Metrics at the FIFA Club World Cup 2025
Abstract
1. Introduction
2. Materials and Methods
2.1. Sample
2.2. Data Collection and Analysis Procedures
2.3. Statistical Analysis
3. Results
3.1. Impact of the First Goal on Match Outcome and Temporal Analysis of Goal Scoring
3.2. Performance Indicators Comparison Between Match Outcomes
3.3. Logistic Regression Analysis
4. Discussion
4.1. Impact of Scoring the First Goal and Temporal Patterns of Goal Scoring
4.2. Offensive and Defensive Performance Indicators and Physical and Transition Metrics
4.3. Logistic Regression Insights and Predictive Value of Key Performance Variables
4.4. Practical Implications
4.5. Limitations and Future Research
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Harrop, K.; Nevill, A. Performance indicators that predict success in an English professional League One soccer team. Int. J. Perform. Anal. Sport 2014, 14, 907–920. [Google Scholar] [CrossRef]
- Kite, C.S.; Nevill, A. The predictors and determinants of inter-seasonal success in a professional soccer team. J. Hum. Kinet. 2017, 58, 157–167. [Google Scholar] [CrossRef]
- Liu, T.; García-de-Alcaraz, A.; Wang, H.; Hu, P.; Chen, Q. Impact of scoring first on match outcome in the Chinese Football Super League. Front. Psychol. 2021, 12, 662708. [Google Scholar] [CrossRef] [PubMed]
- Sánchez-Murillo, P.; Antúnez, A.; Rojas-Valverde, D.; Ibáñez, S.J. On-match impact and outcomes of scoring first in professional European female football. Int. J. Environ. Res. Public Health 2021, 18, 12009. [Google Scholar] [CrossRef]
- Parim, C.; Güneş, M.Ş.; Büyüklü, A.H.; Yıldız, D. Prediction of match outcomes with multivariate statistical methods for the group stage in the UEFA Champions League. J. Hum. Kinet. 2021, 79, 197. [Google Scholar] [CrossRef]
- Kim, J. The effects of scoring first on the match results in football matches. Kinesiology 2021, 6, 45–53. [Google Scholar] [CrossRef]
- Martínez, F.D.; González-García, H. Effect of scoring first and match period in Football World Cup and UEFA Euro. Eur. J. Hum. Mov. 2019, 42, 123–137. [Google Scholar]
- Stafylidis, A.; Mandroukas, A.; Michailidis, Y.; Metaxas, T.I. Decoding success: Predictive analysis of UEFA Euro 2024 to uncover key factors influencing soccer match outcomes. Appl. Sci. 2024, 14, 7740. [Google Scholar] [CrossRef]
- Stafylidis, A.; Michailidis, Y.; Mandroukas, A.; Gissis, I.; Metaxas, T. Analysis of goal scoring and performance indicators in the 2020–2021 Greek soccer league. J. Phys. Educ. Sport 2022, 22, 91–99. [Google Scholar]
- Lago-Peñas, C.; Gómez-Ruano, M.; Megías-Navarro, D.; Pollard, R. Home advantage in football: Examining the effect of scoring first on match outcome in the five major European leagues. Int. J. Perform. Anal. Sport 2016, 16, 411–421. [Google Scholar] [CrossRef]
- Stafylidis, A.; Mandroukas, A.; Michailidis, Y.; Vardakis, L.; Metaxas, I.; Kyranoudis, A.E.; Metaxas, T.I. Key performance indicators predictive of success in soccer: A comprehensive analysis of the Greek soccer league. J. Funct. Morphol. Kinesiol. 2024, 9, 107. [Google Scholar] [CrossRef] [PubMed]
- Vantarakis, A.; Stafylidis, A. Attributes of crosses and their impact on goal scoring in soccer leagues. J. Phys. Educ. Sport 2023, 23, 3084–3090. [Google Scholar]
- Kubayi, A. Analysis of goal scoring patterns in the 2018 FIFA World Cup. J. Hum. Kinet. 2020, 71, 205–210. [Google Scholar] [CrossRef]
- Pratas, J.M.; Volossovitch, A.; Carita, A.I. Analysis of scoring sequences in matches of the Portuguese premier league. J. Hum. Kinet. 2018, 64, 255–263. [Google Scholar] [CrossRef] [PubMed]
- Stafylidis, A.; Mandroukas, A.; Papadopoulou, S.D.; Michailidis, Y.; Kyranoudis, A.; Gissis, I.; Metaxas, T. Analysis of game-related performance indicators in the Greek soccer league: Insights from the 2020–2021 season. Trends Sport Sci. 2024, 31, 37–44. [Google Scholar]
- Yi, Q.; Liu, H.; Nassis, G.P.; Gómez, M.Á. Evolutionary trends of players’ technical characteristics in the UEFA Champions League. Front. Psychol. 2020, 11, 1032. [Google Scholar] [CrossRef] [PubMed]
- Yi, Q.; Groom, R.; Dai, C.; Liu, H.; Gómez Ruano, M.Á. Differences in technical performance of players from ‘the big five’ European football leagues in the UEFA Champions League. Front. Psychol. 2019, 10, 2738. [Google Scholar] [CrossRef]
- Merckx, S.; Robberechts, P.; Euvrard, Y.; Davis, J. Measuring the effectiveness of pressing in soccer. In Proceedings of the 8th Workshop on Machine Learning and Data Mining for Sports Analytics, Bilbao, Spain, 12 July 2021. [Google Scholar]
- Nazarudin, M.N.; Okilanda, A.; Ockta, Y.; Nugraha, R.; Septian, R.D. Evaluating defensive strategies in football: Analysing the impact of defensive metrics on match outcomes. J. Phys. Educ. Sport 2025, 25, 1051–1059. [Google Scholar]
- Iván-Baragaño, I.; Casal, C.A.; Maneiro, R.; Losada, J.L. Comparative study of positioning and technical-tactical indicators between teams of different performance levels in the Qatar 2022 FIFA World Cup. Kinesiology 2024, 56, 101–116. [Google Scholar] [CrossRef]
- Deb, B.; Fernandez-Navarro, J.; McRobert, A.P.; Jarman, I. Finding repeatable progressive pass clusters and application in international football. J. Sports Anal. 2024, 9, 289–303. [Google Scholar] [CrossRef]
- Ma, S. Technical performance in the English Premier League. J. Hum. Sport Exerc. 2025, 20, 918–931. [Google Scholar] [CrossRef]
- Rossi, G.; Goossens, D.; Di Tanna, G.L.; Addesa, F. Football team performance efficiency and effectiveness in a corruptive context: The Calciopoli case. Eur. Sport Manag. Q. 2019, 19, 583–604. [Google Scholar] [CrossRef]
- Errekagorri, I.; Castellano, J.; Echeazarra, I.; López-Del Campo, R.; Resta, R. A longitudinal analysis of technical-tactical and physical performance of the teams in the Spanish LaLiga Santander: An eight-season study. Biol. Sport 2022, 39, 389–396. [Google Scholar] [CrossRef]
- Plakias, S.; Tsatalas, T.; Armatas, V.; Tsaopoulos, D.; Giakas, G. Tactical situations and playing styles as key performance indicators in soccer. J. Funct. Morphol. Kinesiol. 2024, 9, 88. [Google Scholar] [CrossRef] [PubMed]
- González-Jarrín, P.; Fernández-Fernández, J.; García-López, J.; García-Tormo, J.V. Finishing patterns and goalkeeper interventions: A notational study of shot effectiveness in Europe’s top football leagues. Appl. Sci. 2025, 15, 6002. [Google Scholar] [CrossRef]
- Fernandez-Navarro, J.; Fradua, L.; Zubillaga, A.; Ford, P.R.; McRobert, A.P. Attacking and defensive styles of play in soccer: Analysis of Spanish and English elite teams. J. Sports Sci. 2016, 34, 2195–2204. [Google Scholar] [CrossRef]
- Nouraie, M.; Eslahchi, C. Positioning soccer players for success: A data-driven machine learning approach. Comput. Math. Comput. Model. Appl. 2023, 2, 24–33. [Google Scholar]
- Perl, J.; Grunz, A.; Memmert, D. Tactics analysis in soccer: An advanced approach. Int. J. Comput. Sci. Sport 2013, 12, 33–44. [Google Scholar]
- Rumpf, M.C.; Silva, J.R.; Hertzog, M.; Farooq, A.; Nassis, G. Technical and physical analysis of the 2014 FIFA World Cup Brazil: Winners vs. losers. J. Sports Med. Phys. Fitness 2017, 57, 1338–1343. [Google Scholar] [CrossRef]
- Armatas, V.; Plakias, S.; Drikos, S.; Mitrotasios, M. Tactical indicators and situational variables affecting goal-scoring opportunities in the UEFA Youth League 2023–2024. Appl. Sci. 2025, 15, 4532. [Google Scholar] [CrossRef]
- Clemente, F. Study of successful teams on FIFA World Cup 2010 through notational analysis. Pamukkale J. Sport Sci. 2012, 3, 90–103. [Google Scholar]
- Biswas, A.; Bandyopadhyay, N. Goal statistics and scoring attributes of FIFA World Cup 2018. In World Congress on Multi-Disciplinary Cohesion for Positive Health and Well Being; BS Publications: Hyderabad, India, 2018; pp. 172–180. [Google Scholar]
- Huang, K.; Zhou, F.; Zhou, C. The impact of performance indicators on match outcomes in the 22nd FIFA World Cup: Technical-tactical and physical indicators in post-pandemic football competition at the 2022 FIFA World Cup. In Proceedings of the 2024 International Conference on Sports Technology and Performance Analysis, Guangzhou, China, 13–15 December 2024; pp. 156–163. [Google Scholar]
- Lepschy, H.; Woll, A.; Wäsche, H. Success factors in the FIFA 2018 World Cup in Russia and FIFA 2014 World Cup in Brazil. Front. Psychol. 2021, 12, 638690. [Google Scholar] [CrossRef]
- Moura, F.A.; Santana, J.E.; Vieira, N.A.; Santiago, P.R.P.; Cunha, S.A. Analysis of soccer players’ positional variability during the 2012 UEFA European Championship: A case study. J. Hum. Kinet. 2015, 47, 225–236. [Google Scholar] [CrossRef] [PubMed]
- IBM Corporation. IBM SPSS Statistics for Windows, Version 29.0.2.0; IBM Corporation: Armonk, NY, USA, 2025. Available online: https://www.ibm.com/analytics/spss-statistics-software (accessed on 2 July 2025).
- The Jamovi Project. Jamovi, Version 2.6; The Jamovi Project: Sydney, Australia, 2025. Available online: https://www.jamovi.org (accessed on 2 July 2025).
- JASP Team. JASP, Version 0.19.3.0; JASP Team: Amsterdam, The Netherlands, 2025. Available online: https://jasp-stats.org (accessed on 2 July 2025).
- Cohen, J. Statistical Power Analysis for the Behavioral Sciences; Routledge: London, UK, 2013. [Google Scholar]
- R Core Team. R: A Language and Environment for Statistical Computing, Version 4.4. 2024. (R packages retrieved from CRAN snapshot 7 August 2024). Available online: https://cran.r-project.org (accessed on 2 July 2025).
- Lenth, R. Emmeans: Estimated Marginal Means, Aka Least-Squares Means. [R Package]. 2023. Available online: https://cran.r-project.org/package=emmeans (accessed on 2 July 2025).
- Sing, T.; Sander, O.; Beerenwinkel, N.; Lengauer, T.; Unterthiner, T.; Ernst, F.G.M. ROCR: Visualizing the Performance of Scoring Classifiers. [R Package]. 2020. Available online: https://cran.r-project.org/package=ROCR (accessed on 2 July 2025).
- Pessina, A.L.R. Deval: Diagnostic Test Evaluation, Version 0.1.3. [Jamovi Module]. 2025. Available online: https://github.com/apessina/jamovi-deval (accessed on 2 July 2025).
- Robin, X.; Turck, N.; Hainard, A.; Tiberti, N.; Lisacek, F.; Sanchez, J.-C. pROC: An open-source package for R and S+ to analyze and compare ROC curves. BMC Bioinform. 2011, 12, 77. [Google Scholar] [CrossRef] [PubMed]
- Robin, X.; Turck, N.; Hainard, A.; Tiberti, N.; Lisacek, F.; Sanchez, J.C.; Müller, M.; Siegert, S.; Doering, M.; Billings, Z. pROC: Display and Analyze ROC Curves. [R Package]. 2023. Available online: https://cran.r-project.org/package=pROC (accessed on 2 July 2025).
- Lago-Peñas, C.; Gómez-López, M. How important is it to score a goal? The influence of the scoreline on match performance in elite soccer. Percept. Mot. Skills 2014, 119, 774–784. [Google Scholar] [CrossRef] [PubMed]
- Lago-Ballesteros, J.; Lago-Peñas, C. Performance in team sports: Identifying the keys to success in soccer. J. Hum. Kinet. 2010, 25, 85–91. [Google Scholar] [CrossRef]
- Prieto-González, P.; Martín, V.; Pacholek, M.; Salde-Rellán, A.; Marcelino, R. Impact of offensive team variables on goal scoring in the first division of the Spanish soccer league: A comprehensive 10-year study. Sci. Rep. 2024, 14, 25231. [Google Scholar] [CrossRef]
- De-la-Cruz-Torres, B.; Navarro-Castro, M.; Ruiz-de-Alarcón-Quintero, A. Analysis of Shots Trajectory and Effectiveness in Women’s and Men’s Football European Championship Matches. Big Data Cogn. Comput. 2025, 9, 157. [Google Scholar] [CrossRef]
- Mitrotasios, M.; Plakias, S.; Armatas, V.; Kubayi, A.; Larkin, P. Strategic Insights into One-Touch Finishing in Soccer: Analyzing Play during Copa America 2021. Percept. Mot. Ski. 2025, 132, 567–584. [Google Scholar] [CrossRef]
- Sarmento, H.; Afonso, J.; Clemente, F.M.; Gouveia, É.R.; Ordoñez-Saavedra, N.; Silva, J.R.; Barrera, J.; Martinho, D.V. Unlocking the Power of Set Pieces in Men’s Professional Football–A Scoping Review. Int. J. Sports Med. 2025, 46, 537–561. [Google Scholar] [CrossRef]
- Armatas, V. Predicting Offensive Sector Entry during Transition Moments in Soccer. Proc. Inst. Mech. Eng. Part P J. Sports Eng. Technol. 2024, 17543371241279576. [Google Scholar] [CrossRef]
- Plakias, S.; Armatas, V.; Giakas, G. The Effect of Corner Kick Delivery Type on Goal Scoring and Final Attempts: A Meta-Analytic Approach. J. Coach. Sports Sci. 2024, 4, 47–57. [Google Scholar] [CrossRef]
- Michailidis, Y.; Stafylidis, A.; Vardakis, L.; Kyranoudis, A.E.; Mittas, V.; Leftheroudis, V.; Plakias, S.; Mandroukas, A.; Metaxas, T.I. The Running Performance of Elite Youth Football Players in Matches with a 1-4-3-3 Formation in Relation to Their Playing Position. Appl. Sci. 2025, 15, 3984. [Google Scholar] [CrossRef]
- Vardakis, L.; Koutsokosta, M.; Michailidis, Y.; Mandroukas, A.; Stafylidis, A.; Kanaras, V.; Bamplekis, C.; Fousekis, A.; Stamatelos, K.; Metaxas, I.; et al. Differences in Physical Indexes between Football Players of Different Playing Positions and Correlation to the Weekly Training Load. Appl. Sci. 2024, 14, 4469. [Google Scholar] [CrossRef]
- Michailidis, Y.; Kanaras, V.; Mandroukas, A.; Stafylidis, A.; Bamplekis, C.; Fousekis, A.; Vardakis, L.; Stamatelos, K.; Metaxas, I.; Kyranoudis, A.E.; et al. External load of different length microcycles and relationships with match running performance in youth football. Res. Q. Exerc. Sport 2025, 96, 309–315. [Google Scholar] [CrossRef]
- Kanaras, V.; Michailidis, Y.; Mandroukas, A.; Stafylidis, A.; Vardakis, L.; Kyranoudis, A.E.; Christoulas, K.; Gissis, I.; Metaxas, T.I. Weekly External Load Correlation in Season Microcycles with Game Running Performance and Training Quantification in Elite Young Soccer Players. Sensors 2024, 24, 4523. [Google Scholar] [CrossRef]
- Pan, P.; Lago-Peñas, C.; Lorenzo-Martinez, M. Interaction Effects between Possession Status and Percentage: Insights from Modeling Match-Running Performance across Possession Status in Male Soccer. Biol. Sport 2026, 43, 35–44. [Google Scholar] [CrossRef]
- Lorenzo-Martinez, M.; Kalén, A.; Rey, E.; López-Del Campo, R.; Resta, R.; Lago-Peñas, C. Do Elite Soccer Players Cover Less Distance When Their Team Spent More Time in Possession of the Ball? Sci. Med. Football 2021, 5, 310–316. [Google Scholar] [CrossRef] [PubMed]
- Modric, T.; Versic, S.; Alexe, D.I.; Gilic, B.; Mihai, I.; Drid, P.; Radulovic, N.; Saavedra, J.M.; Menjibar, R.B. Decline in Running Performance in Highest-Level Soccer: Analysis of the UEFA Champions League Matches. Biology 2022, 11, 1441. [Google Scholar] [CrossRef]
- Modric, T.; Versic, S.; Sekulic, D. Position Specific Running Performances in Professional Football (Soccer): Influence of Different Tactical Formations. Sports 2020, 8, 161. [Google Scholar] [CrossRef]
- Modric, T.; Versic, S.; Stojanovic, M.; Chmura, P.; Andrzejewski, M.; Konefał, M.; Sekulic, D. Factors affecting match running performance in elite soccer: Analysis of UEFA Champions League matches. Biol. Sport 2022, 40, 409–416. [Google Scholar] [CrossRef] [PubMed]
- Modric, T.; Versic, S.; Morgans, R.; Sekulic, D. Match running performance characterizing the most elite soccer match-play. Biol. Sport 2023, 40, 949–958. [Google Scholar] [CrossRef] [PubMed]
Predictor | B | SE | Odds Ratio | 95% CI Lower | 95% CI Upper | Wald | p |
---|---|---|---|---|---|---|---|
Attempts at Goal on Target | 0.333 | 0.118 | 1.395 | 1.102 | 1.754 | 8.001 | 0.005 * |
Defensive Pressures | −0.019 | 0.008 | 0.982 | 0.966 | 0.997 | 5.443 | 0.020 * |
Total Passes (Complete) | 0.009 | 0.003 | 1.009 | 1.003 | 1.015 | 8.624 | 0.003 * |
Total Distance Covered (km) | 0.140 | 0.067 | 1.150 | 1.008 | 1.268 | 4.333 | 0.037 * |
Receptions in Final Third | −0.015 | 0.006 | 0.985 | 0.973 | 0.998 | 5.376 | 0.020 * |
Predictor | AUC | 95% CI | p | Cutoff | Sensitivity (%) | Specificity (%) | Accuracy (%) | PPV (%) | NPV (%) |
---|---|---|---|---|---|---|---|---|---|
Attempts at Goal on Target | 0.74 | 0.65–0.84 | 0.001 * | ≥3.5 | 80.0 | 60.7 | 67.7 | 53.9 | 84.1 |
Total Passes (Complete) | 0.76 | 0.66–0.87 | 0.001 * | ≥478.5 | 62.9 | 83.6 | 76.0 | 68.7 | 79.7 |
Receptions in Final Third | 0.71 | 0.61–0.82 | 0.001 * | ≥89.5 | 82.9 | 52.5 | 63.5 | 50.0 | 84.2 |
Defensive Pressures | 0.70 | 0.59–0.81 | 0.001 * | ≤245 | 77.1 | 57.4 | 64.6 | 50.9 | 81.4 |
Total Distance Covered (km) | 0.58 | 0.47–0.70 | 0.169 | ≥105.9 | 88.6 | 31.2 | 52.1 | 42.5 | 82.6 |
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Stafylidis, A.; Chatzinikolaou, K.; Mandroukas, A.; Stafylidis, C.; Michailidis, Y.; Metaxas, T.I. First to Score, First to Win? Comparing Match Outcomes and Developing a Predictive Model of Success Using Performance Metrics at the FIFA Club World Cup 2025. Appl. Sci. 2025, 15, 8471. https://doi.org/10.3390/app15158471
Stafylidis A, Chatzinikolaou K, Mandroukas A, Stafylidis C, Michailidis Y, Metaxas TI. First to Score, First to Win? Comparing Match Outcomes and Developing a Predictive Model of Success Using Performance Metrics at the FIFA Club World Cup 2025. Applied Sciences. 2025; 15(15):8471. https://doi.org/10.3390/app15158471
Chicago/Turabian StyleStafylidis, Andreas, Konstantinos Chatzinikolaou, Athanasios Mandroukas, Charalampos Stafylidis, Yiannis Michailidis, and Thomas I. Metaxas. 2025. "First to Score, First to Win? Comparing Match Outcomes and Developing a Predictive Model of Success Using Performance Metrics at the FIFA Club World Cup 2025" Applied Sciences 15, no. 15: 8471. https://doi.org/10.3390/app15158471
APA StyleStafylidis, A., Chatzinikolaou, K., Mandroukas, A., Stafylidis, C., Michailidis, Y., & Metaxas, T. I. (2025). First to Score, First to Win? Comparing Match Outcomes and Developing a Predictive Model of Success Using Performance Metrics at the FIFA Club World Cup 2025. Applied Sciences, 15(15), 8471. https://doi.org/10.3390/app15158471