Halkos, George and Tzeremes, Nickolaos (2011): Applying conditional DEA to measure football clubs’ performance: Evidence from the top 25 European clubs.
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This paper applies a probabilistic approach to investigate how the top European football clubs’ current value and debt levels influence their performance. Specifically, a bootstrapped conditional data envelopment analysis (DEA) is used in order to measure the effect of football clubs’ current value and debt levels on their obtained efficiency performances. The results indicate that football clubs’ current value levels have a positive influence up to a certain point. But as the current value increases the effect is neutral to football clubs’ performance. At the same time, the empirical evidence suggests that there is no influence on football clubs’ efficiencies associated with lower and medium football clubs’ debt levels while higher debt levels appear to have a direct negative effect.
|Item Type:||MPRA Paper|
|Original Title:||Applying conditional DEA to measure football clubs’ performance: Evidence from the top 25 European clubs|
|Keywords:||European football clubs; Data Envelopment Analysis; Nonparametric regression; Bootstrapping; Probabilistic approach|
|Subjects:||C - Mathematical and Quantitative Methods > C6 - Mathematical Methods ; Programming Models ; Mathematical and Simulation Modeling > C69 - Other
C - Mathematical and Quantitative Methods > C1 - Econometric and Statistical Methods and Methodology: General > C14 - Semiparametric and Nonparametric Methods: General
L - Industrial Organization > L8 - Industry Studies: Services > L83 - Sports ; Gambling ; Restaurants ; Recreation ; Tourism
|Depositing User:||Nickolaos Tzeremes|
|Date Deposited:||05. Jun 2011 15:03|
|Last Modified:||31. Dec 2015 01:06|
Bădin, L., Daraio, C. and Simar, L. (2010) Optimal bandwidth selection for conditional efficiency measures: A Data-driven approach, European Journal of Operational Research, 201, 633-640.
Barros, C. P. and Leach, S. (2006a). Analyzing the performance of the English F.A. Premier league with an econometric frontier model, Journal of Sports Economics, 7, 391-407.
Barros, C. P. and Leach, S. (2006b) Performance evaluation of the English premier league with data envelopment analysis, Applied Economics, 38, 1449-1458.
Barros, C. P. and Leach, S. (2007) Technical efficiency in the English football association premier league with a stochastic cost frontier, Applied Economics Letters, 14, 731-741.
Barros, C.P. and Garcia-del-Barrio, P. (2011) Productivity drivers and market dynamics in the Spanish first division football league, Journal of Productivity Analysis, 35, 5-13.
Boles, J.N. (1967) Efficiency squared—efficient computation of efficiency indexes, Western Farm Economic Association Proceedings 1966, 137–142.
Boles, J.N. (1971) The 1130 Farrell efficiency system–multiple products, multiple factors. Giannini Foundation of Agricultural Economics, University of California, Berkeley, USA.
Carmichael, F., McHale, I. and Thomas, D. (2010) Maintaining market position: team performance, revenue and wage expenditure in the English premier league, Bulletin of Economic Research, doi: 10.1111/j.1467-8586.2009.00340.x .
Charnes, A., Cooper, W.W. and Rhodes, E.L. (1978) Measuring the efficiency of decision making units, European Journal of Operational Research, 2, 429-444.
Cherchye, L., De Witte, K. and Ooghe, E. (2007) Equity and efficiency in private and public education: a nonparametric comparison. Discussions Paper Series (DPS) 07.25. Centre for Economic Studies, University of Leuven, Belgium.
Daraio, C. and Simar, L. (2005) Introducing environmental variables in nonparametric frontier models: a probabilistic approach, Journal of Productivity Analysis, 24, 93–121.
Daraio, C. and Simar, L. (2006) A robust nonparametric approach to evaluate and explain the performance of mutual funds, European Journal of Operational Research, 175, 516–542.
Daraio, C. and Simar, L. (2007a) Advanced robust and nonparametric methods in efficiency analysis, Springer, NewYork.
Daraio, C. and Simar, L. (2007b) Conditional nonparametric frontier models for convex and nonconvex technologies: a unifying approach, Journal of Productivity Analysis, 28, 13–32.
Dawson, P., Dobson, S. and Gerrard, B. (2000) Stochastic frontiers and the temporal structure of managerial efficiency in English soccer, Journal of Sport Economics, 1, pp. 341-362.
Debreu, G. (1951) The coefficient of resource utilization, Econometrics, 19, 273–292. Efron, B. (1979) Bootstrap methods: another look at the jackknife, Annals of Statistics, 7, 1-16.
Farrell, M. (1957) The measurement of productive efficiency, Journal of the Royal Statistical Society Series A, 120, 253–281.
FIFA, (2010). FIFA/Coca-Cola world ranking. Available at http://www.fifa.com/worldfootball/ranking/lastranking/gender=m/fullranking.html#confederation=27275&rank=203 (accessed 13 September 2010).
Fizel, J.L. and D’Itri, M.P. (1996) Estimating managerial efficiency: the case of college basketball coaches, Journal of Sport Management, 10, 435–445.
Fizel, J.L. and D’Itri, M.P. (1997) Managerial efficiency, managerial succession and organizational performance, Managerial and Decision Economic, 18, 295–308.
Forbes (2010). Soccer Team Valuations, Special report. Available at http://www.forbes.com/lists/2009/34/soccer-values-09_Soccer-Team-Valuations_Rank.html (accessed 13 September 2010).
Førsund, F.R. and Sarafoglou, N. (2002) On the origins of Data Envelopment Analysis, Journal of the Productivity Analysis, 17, 23-40.
Førsund, F.R., Kittelsen, S.A.C. and Krivonozhko, V.E. (2009) Farrell revisited–Visualizing properties of DEA production frontiers, Journal of the Operational Research Society, 60, 1535-1545.
García-Rubio, M.A., Picazo-Tadeo, A.J. and González-Gómez, F. (2011) Does a red shirt improve sporting performance? Evidence from Spanish football, Applied Economics Letters, doi: 10.1080/13504851.2010.520666.
Haas, D.J. (2003a) Technical efficiency in the major league soccer, Journal of Sport Economics, 4, 203-215.
Haas, D.J. (2003b) Productive efficiency of English football teams-A data envelopment analysis approach, Managerial and Decision Economics, 24, 403-410.
Hayfield, T. and Racine, J. C. (2008) Nonparametric econometrics: The np Package, Journal of Statistical Software, 27,1-32.
Hickman, K.A., Cooper, S.M., Ampomah, S.A. (2008) Estimating the value of victory: English football, Applied Economics Letters, 4, 299-302.
Hoffman, A. J. (1957) Discussion on Mr. Farrell’s Paper, Journal of the Royal Statistical Society Series A, 120, 282-284.
Jeong, S.O., Park, B.U. and Simar, L. (2010) Nonparametric conditional efficiency measures: asymptotic properties, Annals of Operational Research, 173, 105-122.
Jones, J.C.H. (1969). The Economics of the National Hockey League, Canadian Journal of Economics, 2, 1-20.
Koopmans, T.C. (1951) An analysis of production as an efficient combination of activities, in Koopmans, T.C. (ed) Activity analysis of production and allocation. New York: Wiley, pp. 33–97.
Mardia, K.V., Kent, J.T. and Bibby, J.M. (1979) Multivariate Analysis. Academic Press, NewYork.
Nadaraya, E.A. (1965) On nonparametric estimates of density functions and regression curves, Theory of Applied Probability, 10, 186–190.
Neale, W. (1964) The peculiar economics of professional sports, Quarterly Journal of Economics, 78, 1-14.
Porter, P. and Scully, G.W. (1982) Measuring managerial efficiency: The case of baseball, Southern Economic Journal, 48, 642-650.
Racine, J.S. (2008) Nonparametric Econometrics. Foundation and Trends in Econometrics, 3, 1-88.
Rottenberg, S. (1956) The baseball player’s labor-market, Journal of Political Economy, 64, 242-258.
Scully, G.W. (1974) Pay and performance in major league baseball, American Economic Review, 64, 915-930.
Simar, L. and Wilson, P.W. (2008) Statistical interference in nonparametric frontier models: recent developments and perspectives, in The measurement of productive efficiency and productivity change, (Eds) H. Fried, C.A.K. Lovell and S. Schmidt, Oxford University Press, New York, pp. 421-522.
Simar, L. and Wilson, P.W. (2000) A general methodology for bootstrapping in non-parametric frontier models, Journal of Applied Statistics, 27, 779 -802.
Simar, L. and Wilson, P.W. (1998) Sensitivity Analysis of Efficiency Scores: How to Bootstrap in Nonparametric Frontier Models, Management Science, 44, 49–61.
Sloan, P.J. (1969) The labour market in professional football, British Journal of Industrial Relations, 7, 181-199.
Sloan, P.J. (1976) Restriction of competition in professional team sports, Bulleting of Economic Research, 28, 3-22.
Sloane, P. (1971) The economics of professional football: The football club as a utility maximiser, Scottish Journal of Political Economy, 17,121-146.
Watson, G.S. (1964) Smooth regression analysis. Sankhya 26, 359–372.
Zak, T. A., Huang, C. J. and Siegfried, J. J. (1979) Production efficiency: The case of professional basketball, Journal of Business, 52, 379-392.
Zelenyuk, V. and Zheka, V. (2006) Corporate governance and firm’s efficiency: the case of a transitional country, Ukraine, Journal of Productivity Analysis, 25, 143-157.