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Evaluating professional tennis players’ career performance: A Data Envelopment Analysis approach

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  • Halkos, George
  • Tzeremes, Nickolaos

Abstract

This paper by applying a sporting production function evaluates 229 professional tennis players’ career performance. By applying Data Envelopment Analysis (DEA) the paper produces a unified measure of nine performance indicators into a single career performance index. In addition bootstrap techniques have been applied for bias correction and the construction of confidence intervals of the efficiency estimates. The results reveal a highly competitive environment among the tennis players with thirty nine tennis players appearing to be efficient.

Suggested Citation

  • Halkos, George & Tzeremes, Nickolaos, 2012. "Evaluating professional tennis players’ career performance: A Data Envelopment Analysis approach," MPRA Paper 41516, University Library of Munich, Germany.
    • Handle: RePEc:pra:mprapa:41516
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    File URL: https://mpra.ub.uni-muenchen.de/41516/1/MPRA_paper_41516.pdf
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    References listed on IDEAS

    as
    1. Carlos P. Barros, 2003. "Incentive Regulation and Efficiency in Sport Organisational Training Activities," Sport Management Review, Taylor & Francis Journals, vol. 6(1), pages 33-52, January.
    2. Scott E. Atkinson & Linda R. Stanley & John Tschirhart, 1988. "Revenue Sharing as an Incentive in an Agency Problem: An example from the National Football League," RAND Journal of Economics, The RAND Corporation, vol. 19(1), pages 27-43, Spring.
    3. McHale, Ian & Morton, Alex, 2011. "A Bradley-Terry type model for forecasting tennis match results," International Journal of Forecasting, Elsevier, vol. 27(2), pages 619-630, April.
    4. Léopold Simar & Paul Wilson, 2000. "Statistical Inference in Nonparametric Frontier Models: The State of the Art," Journal of Productivity Analysis, Springer, vol. 13(1), pages 49-78, January.
    5. Walter C. Neale, 1964. "The Peculiar Economics of Professional Sports," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 78(1), pages 1-14.
    6. Hyndman, R.J. & Yao, Q., 1998. "Nonparametric Estimation and Symmetry Tests for Conditional Density Functions," Monash Econometrics and Business Statistics Working Papers 17/98, Monash University, Department of Econometrics and Business Statistics.
    7. J. C. H. Jones, 1969. "The Economics of the National Hockey League," Canadian Journal of Economics, Canadian Economics Association, vol. 2(1), pages 1-20, February.
    8. Carlos Pestana Barros & Albert Assaf & Fabio Sá-Earp, 2010. "Brazilian Football League Technical Efficiency: A Simar and Wilson Approach," Journal of Sports Economics, , vol. 11(6), pages 641-651, December.
    9. Kellett, Pamm, 1999. "Organisational Leadership: Lessons from Professional Coaches," Sport Management Review, Elsevier, vol. 2(2), pages 150-171, November.
    10. Scheibehenne, Benjamin & Broder, Arndt, 2007. "Predicting Wimbledon 2005 tennis results by mere player name recognition," International Journal of Forecasting, Elsevier, vol. 23(3), pages 415-426.
    11. Bernd Frick & Robert Simmons, 2008. "The impact of managerial quality on organizational performance: evidence from German soccer," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 29(7), pages 593-600.
    12. Dieter J. Haas, 2003. "Technical Efficiency in the Major League Soccer," Journal of Sports Economics, , vol. 4(3), pages 203-215, August.
    13. Scully, Gerald W, 1974. "Pay and Performance in Major League Baseball," American Economic Review, American Economic Association, vol. 64(6), pages 915-930, December.
    14. Simon Rottenberg, 1956. "The Baseball Players' Labor Market," Journal of Political Economy, University of Chicago Press, vol. 64(3), pages 242-242.
    15. Pamm Kellett, 1999. "Organisational Leadership: Lessons from Professional Coaches," Sport Management Review, Taylor & Francis Journals, vol. 2(2), pages 150-171, July.
    16. Klaassen, Franc J. G. M. & Magnus, Jan R., 2003. "Forecasting the winner of a tennis match," European Journal of Operational Research, Elsevier, vol. 148(2), pages 257-267, July.
    17. Finn Førsund & Nikias Sarafoglou, 2002. "On the Origins of Data Envelopment Analysis," Journal of Productivity Analysis, Springer, vol. 17(1), pages 23-40, January.
    18. Brouwers, Jessie & De Bosscher, Veerle & Sotiriadou, Popi, 2012. "An examination of the importance of performances in youth and junior competition as an indicator of later success in tennis," Sport Management Review, Elsevier, vol. 15(4), pages 461-475.
    19. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    20. Sotiriadou, Kalliopi (Popi) & Shilbury, David, 2009. "Australian Elite Athlete Development: An Organisational Perspective," Sport Management Review, Elsevier, vol. 12(3), pages 137-148, August.
    21. Carlos Pestana Barros & Stephanie Leach, 2006. "Analyzing the Performance of the English F.A. Premier League With an Econometric Frontier Model," Journal of Sports Economics, , vol. 7(4), pages 391-407, November.
    22. Førsund, Finn R. & Kittelsen, Sverre A. & Krivonozhko, Vladimir E., 2007. "Farrell Revisited: Visualising the DEA Production Frontier," Memorandum 15/2007, Oslo University, Department of Economics.
    23. Boulier, Bryan L. & Stekler, H. O., 1999. "Are sports seedings good predictors?: an evaluation," International Journal of Forecasting, Elsevier, vol. 15(1), pages 83-91, February.
    24. Peter Dawson & Stephen Dobson & Bill Gerrard, 2000. "Stochastic Frontiers and the Temporal Structure of Managerial Efficiency in English Soccer," Journal of Sports Economics, , vol. 1(4), pages 341-362, November.
    25. Fare, Rolf & Knox Lovell, C. A., 1978. "Measuring the technical efficiency of production," Journal of Economic Theory, Elsevier, vol. 19(1), pages 150-162, October.
    26. Simar, Leopold & Wilson, Paul W., 2007. "Estimation and inference in two-stage, semi-parametric models of production processes," Journal of Econometrics, Elsevier, vol. 136(1), pages 31-64, January.
    27. Charles E. Zech, 1981. "An Empirical Estimation of a Production Function: The Case of Major League Baseball," The American Economist, Sage Publications, vol. 25(2), pages 19-23, October.
    28. Carlos Pestana Barros & Stephanie Leach, 2006. "Performance evaluation of the English Premier Football League with data envelopment analysis," Applied Economics, Taylor & Francis Journals, vol. 38(12), pages 1449-1458.
    29. Douglas Coate & Donijo Robbins, 2001. "The Tournament Careers of Top-Ranked Men and Women Tennis Professionals: Are the Gentlemen More Committed than the Ladies?," Journal of Labor Research, Transaction Publishers, vol. 22(1), pages 185-193, January.
    30. del Corral, Julio & Prieto-Rodríguez, Juan, 2010. "Are differences in ranks good predictors for Grand Slam tennis matches?," International Journal of Forecasting, Elsevier, vol. 26(3), pages 551-563, July.
    31. McHale, Ian & Morton, Alex, 2011. "A Bradley-Terry type model for forecasting tennis match results," International Journal of Forecasting, Elsevier, vol. 27(2), pages 619-630.
    32. Kalliopi (Popi) Sotiriadou & David Shilbury, 2009. "Australian Elite Athlete Development: An Organisational Perspective," Sport Management Review, Taylor & Francis Journals, vol. 12(3), pages 137-148, July.
    33. Zak, Thomas A & Huang, Cliff J & Siegfried, John J, 1979. "Production Efficiency: The Case of Professional Basketball," The Journal of Business, University of Chicago Press, vol. 52(3), pages 379-392, July.
    34. Léopold Simar & Paul W. Wilson, 1998. "Sensitivity Analysis of Efficiency Scores: How to Bootstrap in Nonparametric Frontier Models," Management Science, INFORMS, vol. 44(1), pages 49-61, January.
    35. Peter Dawson & Stephen Dobson & Bill Gerrard, 2000. "Estimating Coaching Efficiency in Professional Team Sports: Evidence from English Association Football," Scottish Journal of Political Economy, Scottish Economic Society, vol. 47(4), pages 399-421, September.
    36. Simar, Leopold & Wilson, Paul W., 2002. "Non-parametric tests of returns to scale," European Journal of Operational Research, Elsevier, vol. 139(1), pages 115-132, May.
    37. Wozniak, David, 2012. "Gender differences in a market with relative performance feedback: Professional tennis players," Journal of Economic Behavior & Organization, Elsevier, vol. 83(1), pages 158-171.
    38. Bashtannyk, David M. & Hyndman, Rob J., 2001. "Bandwidth selection for kernel conditional density estimation," Computational Statistics & Data Analysis, Elsevier, vol. 36(3), pages 279-298, May.
    39. Andrew J. Rohm & Sangit Chatterjee & Mohamed Habibullah, 2004. "Strategic measure of competitiveness for ranked data," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 25(2), pages 103-108.
    40. John L. Fizel & Michael P. D'Itri, 1997. "Managerial Efficiency, Managerial Succession and Organizational Performance," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 18(4), pages 295-308.
    41. C. O’Donnell, 2014. "Econometric estimation of distance functions and associated measures of productivity and efficiency change," Journal of Productivity Analysis, Springer, vol. 41(2), pages 187-200, April.
    42. Young Hoon Lee & David Berri, 2008. "A Re‐Examination Of Production Functions And Efficiency Estimates For The National Basketball Association," Scottish Journal of Political Economy, Scottish Economic Society, vol. 55(1), pages 51-66, February.
    43. R. D. Banker & A. Charnes & W. W. Cooper, 1984. "Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis," Management Science, INFORMS, vol. 30(9), pages 1078-1092, September.
    44. Dieter J. Haas, 2003. "Productive efficiency of English football teams-a data envelopment analysis approach," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 24(5), pages 403-410.
    45. Sloane, Peter J, 1971. "The Economics of Professional Football: The Football Club as a Utility Maximiser," Scottish Journal of Political Economy, Scottish Economic Society, vol. 18(2), pages 121-146, June.
    46. De Bosscher, Veerle & De Knop, Paul & van Bottenburg, Maarten & Shibli, Simon & Bingham, Jerry, 2009. "Explaining international sporting success: An international comparison of elite sport systems and policies in six countries," Sport Management Review, Elsevier, vol. 12(3), pages 113-136, August.
    47. Sloane, P J, 1976. "Restriction of Competition in Professional Team Sports," Bulletin of Economic Research, Wiley Blackwell, vol. 28(1), pages 3-22, May.
    48. Jessie Brouwers & Veerle De Bosscher & Popi Sotiriadou, 2012. "An examination of the importance of performances in youth and junior competition as an indicator of later success in tennis," Sport Management Review, Taylor & Francis Journals, vol. 15(4), pages 461-475, October.
    49. Barros, Carlos Pestana & Garcia-del-Barrio, Pedro, 2008. "Efficiency measurement of the English football Premier League with a random frontier model," Economic Modelling, Elsevier, vol. 25(5), pages 994-1002, September.
    50. Carlos Pestana Barros & Stephanie Leach, 2007. "Technical efficiency in the English Football Association Premier League with a stochastic cost frontier," Applied Economics Letters, Taylor & Francis Journals, vol. 14(10), pages 731-741.
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    More about this item

    Keywords

    Professional tennis players; Data Envelopment Analysis; Sport production function; Bootstrapping;
    All these keywords.

    JEL classification:

    • C69 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Other
    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • L83 - Industrial Organization - - Industry Studies: Services - - - Sports; Gambling; Restaurants; Recreation; Tourism

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