Variation of match statistics and football teams’ match performance in the group stage of the EUFA Champions league from 2010 to 2017
The aim of this study was to identify relationships between the variation of match variables and football team’s match performance. Data from all 768 matches played at the group stage of UEFA Champions League from 2009-2010 to 2016-2017 seasons were analyzed. The correlations between the coefficient of variation of twenty match variables and the points of group stage were calculated. Autocorrelation function was used to identify the relationships between coefficients of variation of variables. Moreover, a generalized linear model was employed to identify the linear relationships between coefficients of variation and the probability of qualifying to the knockout stage. Inferences were made using the non-clinical magnitude-based inferences and evaluated by the smallest worthwhile change. Results showed that qualified teams showed more stable match performance on variables related to goal scoring, attacking and passing, while non-qualified teams displayed more stable match performance on variables related to defending. The coefficients of variation of variables related to goal scoring, attacking and passing had negative relationships with match performance, while variables related to defending displayed positive relationships. Findings of this study can provide useful information about the stability of match variables, contributing to the development of specific training interventions to enhance team’s performance in key indicators.
Ali, A., & Farrally, M. (1990). An analysis of patterns of play in soccer. Science and Football, 3, 37-44.
Atkinson, G., & Nevill, A. M. (1998). Statistical methods for assessing measurement error (reliability) in variables relevant to sports medicine. Sports medicine, 26(4), 217-238.
Batterham, A. M., & Hopkins, W. G. (2006). Making meaningful inferences about magnitudes. International journal of sports physiology and performance, 1(1), 50-57.
Brockwell, P. J., & Davis, R. A. (2013). Time series: theory and methods: Springer Science & Business Media.
Bush, M., Barnes, C., Archer, D. T., Hogg, B., & Bradley, P. S. (2015). Evolution of match performance parameters for various playing positions in the English Premier League. Human movement science, 39, 1-11.
Bush, M. D., Archer, D. T., Hogg, R., & Bradley, P. S. (2015). Factors influencing physical and technical variability in the English Premier League. International journal of sports physiology and performance, 10(7), 865-872.
Carling, C., Bradley, P., McCall, A., & Dupont, G. (2016). Match-to-match variability in high-speed running activity in a professional soccer team. Journal of Sports Sciences, 34(24), 2215-2223.
Carling, C., Reilly, T., & Williams, A. M. (2008). Performance assessment for field sports: Routledge.
Carling, C., Williams, A. M., & Reilly, T. (2005). Handbook of soccer match analysis: A systematic approach to improving performance: Psychology Press.
Castellano, J., Casamichana, D., & Lago, C. (2012). The use of match statistics that discriminate between successful and unsuccessful soccer teams. Journal of human kinetics, 31, 137-147.
Drust, B., Atkinson, G., & Reilly, T. (2007). Future perspectives in the evaluation of the physiological demands of soccer. Sports Medicine, 37(9), 783-805.
Garganta, J. (2009). Trends of tactical performance analysis in team sports: bridging the gap between research, training and competition. Revista Portuguesa de Ciências do Desporto, 9(1), 81-89.
Garganta, J., Maia, J., & Basto, F. (1997). Analysis of goal-scoring patterns in European top level soccer teams. Science and football III, 246-250.
Gregson, W., Drust, B., Atkinson, G., & Salvo, V. (2010). Match-to-match variability of high-speed activities in premier league soccer. International Journal of Sports Medicine, 31(04), 237-242.
Higham, D. G., Hopkins, W. G., Pyne, D. B., & Anson, J. M. (2014). Performance indicators related to points scoring and winning in international rugby sevens. Journal of sports science & medicine, 13(2), 358.
Hopkins, W., Marshall, S., Batterham, A., & Hanin, J. (2009). Progressive statistics for studies in sports medicine and exercise science. Medicine+ Science in Sports+ Exercise, 41(1), 3.
Hopkins, W. G. (2000). Measures of reliability in sports medicine and science. Sports medicine, 30(1), 1-15.
Hopkins, W. G. (2002). A scale of magnitudes for effect statistics. A new view of statistics, 502.
Hopkins, W. G. (2007). A spreadsheet to compare means of two groups. Sportscience, 11, 22-24.
Jones, P., James, N., & Mellalieu, S. D. (2004). Possession as a performance indicator in soccer. International Journal of Performance Analysis in Sport, 4(1), 98-102.
Kempton, T., Sirotic, A. C., & Coutts, A. J. (2014). Between match variation in professional rugby league competition. J Sci Med Sport, 17(4), 404-407. doi:10.1016/j.jsams.2013.05.006
Kempton, T., Sullivan, C., Bilsborough, J. C., Cordy, J., & Coutts, A. J. (2015). Match-to-match variation in physical activity and technical skill measures in professional Australian Football. J Sci Med Sport, 18(1), 109-113. doi:10.1016/j.jsams.2013.12.006
Lago-Peñas, C., Lago-Ballesteros, J., Dellal, A., & Gómez, M. (2010). Game-related statistics that discriminated winning, drawing and losing teams from the Spanish soccer league. Journal of sports science & medicine, 9(2), 288.
Lago-Peñas, C., Lago-Ballesteros, J., & Rey, E. (2011). Differences in performance indicators between winning and losing teams in the UEFA Champions League. Journal of human kinetics, 27, 135-146.
Liu, H., & Gómez, M.-A. (2014). Relationships between match performance indicators and match outcome in 2014 Brazil FIFA world cup. Paper presented at the VIII Congreso Intemacional de la Asociacion Espano-la de Ciencias del Deporte.
Liu, H., Gómez, M.-A., Gonçalves, B., & Sampaio, J. (2016). Technical performance and match-to-match variation in elite football teams. Journal of Sports Sciences, 34(6), 509-518.
Liu, H., Gomez, M.-Á., Lago-Peñas, C., & Sampaio, J. (2015). Match statistics related to winning in the group stage of 2014 Brazil FIFA World Cup. Journal of Sports Sciences, 33(12), 1205-1213.
Liu, H., Hopkins, W., Gómez, A. M., & Molinuevo, S. J. (2013). Inter-operator reliability of live football match statistics from OPTA Sportsdata. International Journal of Performance Analysis in Sport, 13(3), 803-821.
Liu, H., Hopkins, W. G., & Gómez, M.-A. (2016). Modelling relationships between match events and match outcome in elite football. European Journal of Sport Science, 16(5), 516-525.
Liu, H., Yi, Q., Giménez, J.-V., Gómez, M.-A., & Lago-Peñas, C. (2015). Performance profiles of football teams in the UEFA Champions League considering situational efficiency. International Journal of Performance Analysis in Sport, 15(1), 371-390.
Mackenzie, R., & Cushion, C. (2013). Performance analysis in football: A critical review and implications for future research. Journal of Sports Sciences, 31(6), 639-676.
Mateus, N., Gonçalves, B., Abade, E., Liu, H., Torres-Ronda, L., Leite, N., & Sampaio, J. (2015). Game-to-game variability of technical and physical performance in NBA players. International Journal of Performance Analysis in Sport, 15(3), 764-776.
Nelson-Wong, E., Howarth, S., Winter, D. A., & Callaghan, J. P. (2009). Application of autocorrelation and cross-correlation analyses in human movement and rehabilitation research. journal of orthopaedic & sports physical therapy, 39(4), 287-295.
Oberstone, J. (2009). Differentiating the Top English Premier League Football Clubs from the Rest of the Pack: Identifying the Keys to Success. Journal of Quantitative Analysis in Sports, 5(3). doi:10.2202/1559-0410.1183
Prieto, J., Gómez, M.-Á., & Sampaio, J. (2016). Game-scoring coordination in handball according to situational variables using time series analysis methods. International Journal of Performance Analysis in Sport, 16(1), 40-52.
Prieto, J., García, J., & Ibáñez, S. J. (2017). Scoring coordination patterns in basketball international championships of national teams. Revista de psicología del deporte, 26(1), 27-32.
Rampinini, E., Coutts, A. J., Castagna, C., Sassi, R., & Impellizzeri, F. M. (2007). Variation in top level soccer match performance. Int J Sports Med, 28(12), 1018-1024. doi:10.1055/s-2007-965158
Shafizadeh, M., Taylor, M., & Peñas, C. L. (2013). Performance consistency of international soccer teams in Euro 2012: A time series analysis. Journal of human kinetics, 38, 213-226.
Yue, Z., Broich, H., & Mester, J. (2014). Statistical analysis for the soccer matches of the first Bundesliga. International Journal of Sports Science & Coaching, 9(3), 553-560.
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