Air Pollution and Attendance in the Chinese Super League: Environmental Economics and the Demand for Sport

in Journal of Sport Management

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Nicholas M. Watanabe University of South Carolina

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Grace Yan University of South Carolina

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Brian P. Soebbing University of Alberta

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Wantong Fu The University of Mississippi

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Although numerous discussions have taken place on the environmental policies and practices of sport organizations, there have been very limited examinations of sport consumer behaviors in direct response to a polluted environment. To address this gap, this research examines air pollution and attendance at soccer matches of the Chinese Super League, where deteriorating air quality in recent years presents everyday challenges for urban activities. By employing actual air quality data gathered from various locations across China, this study conducts a regression analysis to examine factors that impacted Chinese Super League match attendance from 2014 to 2016. The estimated results suggest that consumers did not change their consumption habits despite the presence of air pollution. They yield critical managerial implications that need to be considered by consumers, sport organizations, and the government.

Watanabe and Yan are with the Department of Sport and Entertainment Management, University of South Carolina, Columbia, SC, USA. Soebbing is with the Faculty of Physical Education and Recreation, University of Alberta, Edmonton, Alberta, Canada. Fu is with the Department of Health, Exercise Science, and Recreation Management, the University of Mississippi, University, MS, USA.

Watanabe (nmwatana@mailbox.sc.edu) is the corresponding author.
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  • Babiak, K., & Trendafilova, S. (2011). CSR and environmental responsibility: Motives and pressures to adopt green management practices. Corporate Social Responsibility and Environmental Management, 18, 1124. doi:10.1002/csr.229

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Bacon, P. (2016, December 19). China chokes on smog so bad that planes can’t land. USA Today. Retrieved from https://www.usatoday.com/story/news/world/2016/12/19/china-chokes-smog-so-bad-planes-cant-land/95604308/

    • Search Google Scholar
    • Export Citation
  • Baimbridge, M., Cameron, S., & Dawson, P. (1996). Satellite television and the demand for football: A whole new ball game? Scottish Journal of Political Economy, 43, 317333. doi:10.1111/j.1467-9485.1996.tb00848.x

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Bird, P.J. (1982). The demand for league football. Applied Economics, 14, 637649. doi:10.1080/00036848200000038

  • Borland, J., & MacDonald, R. (2003). Demand for sport. Oxford Review of Economic Policy, 19, 478502. doi:10.1093/oxrep/19.4.478

  • Buraimo, B., Tena, J.D., & de la Piedra, J.D. (2018). Attendance demand in a developing football market: The case of the Peruvian first division. European Sport Management Quarterly, 18, 671686. doi:10.1080/16184742.2018.1481446

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Casper, J., Pfahl, M., & McSherry, M. (2012). Athletics department awareness and action regarding the environment: A study of NCAA athletics department sustainability practices. Journal of Sport Management, 26, 1129. doi:10.1123/jsm.26.1.11

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Chard, C., & Mallen, C. (2012). Examining the linkages between automobile use and carbon impacts of community-based ice hockey. Sport Management Review, 15, 476484. doi:10.1016/j.smr.2012.02.002

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Chen, S. (2013, March 29). Most Chinese cities hiding vital pollution data from public: Mainland government not sharing big polluters’ names or amounts of pollutants released. South China Morning Post. Retrieved from https://www.scmp.com/news/china/article/1202211/most-chinese-cities-hiding-vital-pollution-data-public

    • Search Google Scholar
    • Export Citation
  • Coates, D., & Humphreys, B.R. (2005). Novelty effects of new facilities on attendance at professional sporting events. Contemporary Economic Policy, 23, 436455. doi:10.1093/cep/byi033

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Coates, D., & Humphreys, B.R. (2007). Ticket prices, concessions and attendance at professional sporting events. International Journal of Sport Finance, 2, 161170.

    • Search Google Scholar
    • Export Citation
  • Coates, D., Humphreys, B.R., & Zhou, L. (2014). Reference-dependent preferences, loss aversion, and live game attendance. Economic Inquiry, 52, 959973. doi:10.1111/ecin.12061

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Collins, A., Flynn, A., Munday, M., & Roberts, A. (2007). Assessing the environmental consequences of major sporting events: The 2003/04 FA Cup Final. Urban Studies, 44, 457476. doi:10.1080/00420980601131878

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Cox, A. (2018). Spectator demand, uncertainty of results, and public interest: Evidence from the English Premier League. Journal of Sports Economics, 19, 330. doi:10.1177/1527002515619655

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Dawson, J., Scott, D., & Havitz, M. (2013). Skier demand and behavioural adaptation to climate change in the US Northeast. Leisure/Loisir, 37, 127143. doi:10.1080/14927713.2013.805037

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Dobson, S., & Goddard, J. (2011). The economics of football. Cambridge, United Kingdom: Cambridge University Press.

  • Ebenstein, A., Fan, M., Greenstone, M., He, G., & Zhou, M. (2017). New evidence on the impact of sustained exposure to air pollution on life expectancy from China’s Huai River Policy. Proceedings of the National Academy of Sciences, 114, 1038410389. doi:10.1073/pnas.1616784114

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Fairley, S., Ruhanen, L., & Lovegrove, H. (2015). On frozen ponds: The impact of climate change on hosting pond hockey tournaments. Sport Management Review, 18, 618626. doi:10.1016/j.smr.2015.03.001

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Feddersen, A., & Rott, A. (2011). Determinants of demand for televised live football: Features of the German national football team. Journal of Sports Economics, 12, 352369. doi:10.1177/1527002511404783

    • Crossref
    • Search Google Scholar
    • Export Citation
  • García, J., & Rodríguez, P. (2002). The determinants of football match attendance revisited: Empirical evidence from the Spanish football league. Journal of Sports Economics, 3, 1838.

    • Search Google Scholar
    • Export Citation
  • Gasparetto, T., Barajas, A., & Fernandez-Jardon, C.M. (2018). Brand team and distribution of wealth in Brazilian state championships. Sport, Business, Management: An International Journal, 8, 214. doi:10.1108/SBM-03-2017-0016

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Ge, Q., Humphreys, B.R., & Zhou, K. (2017). Are fair weather fans affected by weather? Rainfall, habit formation, and live game attendance (Working Paper No. 17-24). Morgantown, WV: West Virginia Department of Economics. Retrieved from https://business.wvu.edu/files/d/6e4b25c4-897d-444e-96a7-612df2ac6b35/17-24.pdf

    • Search Google Scholar
    • Export Citation
  • Gujarati, D.N. (2003). Basic econometrics (4th ed.). New York, NY: McGraw-Hill/Irwin.

  • Hansen, H., & Gauthier, R. (1989). Factors affecting attendance at professional sport events. Journal of Sport Management, 3, 1532. doi:10.1123/jsm.3.1.15

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Harvard Dataverse. (2018). China AQI PM25s Archive Dataverse. Harvard University. Retrieved from https://dataverse.harvard.edu/dataverse/china_pm25s

    • Search Google Scholar
    • Export Citation
  • Hayes, G., & Horne, J. (2011). Sustainable development, shock and awe? London 2012 and civil society. Sociology, 45, 749764. doi:10.1177/0038038511413424

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Huang, H., & Humphreys, B. R. (2012). Sports participation and happiness: Evidence from US microdata. Journal of Economic Psychology, 33, 776793. doi:10.1016/j.joep.2012.02.007

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Inoue, Y., & Kent, A. (2012a). Investigating the role of corporate credibility in corporate social marketing: A case study of environmental initiatives by professional sport organizations. Sport Management Review, 15, 330344. doi:10.1016/j.smr.2011.12.002

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Inoue, Y., & Kent, A. (2012b). Sport teams as promoters of pro-environmental behavior: An empirical study. Journal of Sport Management, 26, 417432. doi:10.1123/jsm.26.5.417

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Jang, H., & Lee, Y.H. (2015). Outcome uncertainty, governance structure, and attendance: A study of the Korean professional football league. In Y.H. Lee & R. Fort (Eds.), The sports business in the Pacific Rim (pp. 5981). New York, NY: Springer International Publishing.

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Jewell, R.T. (2017). The effect of marquee players on sports demand: The case of US Major League Soccer. Journal of Sports Economics, 18, 239252. doi:10.1177/1527002514567922

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Kearins, K., & Pavlovich, K. (2002). The role of stakeholders in Sydney’s green games. Corporate Social Responsibility and Environmental Management, 9, 157169. doi:10.1002/csr.19

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Kellison, T.B., & Hong, S. (2015). The adoption and diffusion of pro-environmental stadium design. European Sport Management Quarterly, 15, 249269. doi:10.1080/16184742.2014.995690

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Khare, A., & Inman, J.J. (2006). Habitual behavior in American eating patterns: The role of meal occasions. Journal of Consumer Research, 32, 567575. doi:10.1086/500487

    • Crossref
    • Search Google Scholar
    • Export Citation
  • King, B., & Pearce, N. (2010). The contentiousness of markets: Politics, social movements, and institutional change in markets. Annual Review of Sociology, 36, 249267. doi:10.1146/annurev.soc.012809.102606

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Lee, Y.H., & Smith, T.G. (2008). Why are Americans addicted to baseball? An empirical analysis of fandom in Korea and the United States. Contemporary Economic Policy, 26, 3248. doi:10.1111/j.1465-7287.2007.00052.x

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Lelieveld, J., Evans, J.S., Fnais, M., Giannadaki, D., & Pozzer, A. (2015). The contribution of outdoor air pollution sources to premature mortality on a global scale. Nature, 525(7569), 367371. PubMed ID: 26381985 doi:10.1038/nature15371

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Li, F., Liu, Y., , J., Liang, L., & Harmer, P. (2015). Ambient air pollution in China poses a multifaceted health threat to outdoor physical activity. Journal of Epidemiology & Community Health, 69, 201204. PubMed ID: 24970766 doi:10.1136/jech-2014-203892

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Li, J., Moul, C.C., & Zhang, W. (2017). Hoping grey goes green: Air pollution’s impact on consumer automobile choices. Marketing Letters, 28(2), 267279. doi:10.1007/s11002-016-9405-2

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Li, M., & Zhang, L. (2014). Haze in China: Current and future challenges. Environmental Pollution, 189, 8586. PubMed ID: 24637256 doi:10.1016/j.envpol.2014.02.024

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Li, P., & Jourdan, A. (2017, July 25). Game on: Suning leads China’s $2 billion soccer rights frenzy. Reuters. Retrieved from https://www.reuters.com/article/us-china-sports-broadcast/game-on-suning-leads-chinas-2-billion-soccer-rights-frenzy-idUSKBN1AA0OC

    • Search Google Scholar
    • Export Citation
  • Liu, D., Zhang, J.J., & Desbordes, M. (2017). Sport business in China: Current state and prospect. International Journal of Sports Marketing and Sponsorship, 18, 210. doi:10.1108/IJSMS-12-2016-0086

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Lu, F., Xu, D., Cheng, Y., Dong, S., Guo, C., Jiang, X., & Zheng, X. (2015). Systematic review and meta-analysis of the adverse health effects of ambient PM2.5 and PM10 pollution in the Chinese population. Environmental Research, 136, 196204. PubMed ID: 25460637 doi:10.1016/j.envres.2014.06.029

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Mallen, C. (2017). Robustness of the sport and environmental sustainability literature and where to go from here. In B.P. McCullough & T.B. Kellison (Eds.), Routledge handbook of sport and the environment (pp. 1135). New York, NY: Routledge.

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Matus, K., Nam, K.M., Selin, N.E., Lamsal, L.N., Reilly, J.M., & Paltsev, S. (2012). Health damages from air pollution in China. Global Environmental Change, 22, 5566. doi:10.1016/j.gloenvcha.2011.08.006

    • Crossref
    • Search Google Scholar
    • Export Citation
  • McCann, E. (2016, December 16). Life in China, Smothered by Smog. The New York Times. Retrieved from https://www.nytimes.com/2016/12/22/world/asia/china-smog-toxic.html

    • Search Google Scholar
    • Export Citation
  • McCullough, B.P., Pfahl, M.E., & Nguyen, S.N. (2016). The green waves of environmental sustainability in sport. Sport in Society, 19, 10401065. doi:10.1080/17430437.2015.1096251

    • Crossref
    • Search Google Scholar
    • Export Citation
  • McLeod, C.M., Pu, H., & Newman, J.I. (2018). Blue skies over Beijing: Olympics, environments, and the People’s Republic of China. Sociology of Sport Journal, 35, 2938. doi:10.1123/ssj.2016-0149

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Moen, J., & Fredman, P. (2007). Effects of climate change on alpine skiing in Sweden. Journal of Sustainable Tourism, 15, 418437. doi:10.2167/jost624.0

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Moore, J.W. (2015). Capitalism in the web of life: Ecology and the accumulation of capital. New York, NY: Verso Books.

  • Neale, W.C. (1964). The peculiar economics of professional sports. The Quarterly Journal of Economics, 78, 114. doi:10.2307/1880543

  • Phillips, P., & Turner, P. (2014). Water management in sport. Sport Management Review, 17, 376389. doi:10.1016/j.smr.2013.08.002

  • Pickering, C., Castley, J., & Burtt, M. (2010). Skiing less often in a warmer world: Attitudes of tourists to climate change in an Australian ski resort. Geographical Research, 48, 137147. doi:10.1111/j.1745-5871.2009.00614.x

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Roh, J. (2018, April 17). Soccer-KFA issue guidelines to address pollution concerns. Reuters. Retrieved from https://www.reuters.com/article/soccer-southkorea-pollution/soccer-kfa-issue-guidelines-to-address-pollution-concerns-idUSL3N1RT1R4

    • Search Google Scholar
    • Export Citation
  • Rottenberg, S. (1956). The baseball players’ labor market. Journal of Political Economy, 64, 242258. doi:10.1086/257790

  • Sanderson, A.R., & Shaikh, S.L. (2017). Economics, sports, and the environment. In B.P. McCullough & T.B. Kellison (Eds.), Routledge handbook of sport and the environment (pp. 3653). New York, NY: Routledge.

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Schofield, J. A. (1983). Performance and attendance at professional team sports. Journal of Sport Behavior, 6, 196206.

  • Stock, J.H., & Watson, M.W. (2008). Heteroskedasticity-robust standard errors for fixed effects panel data regression. Econometrica, 76, 155174. doi:10.1111/j.0012-9682.2008.00821.x

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Sung, H., & Mills, B.M. (2018). Estimation of game-level attendance in Major League Soccer: Outcome uncertainty and absolute quality considerations. Sport Management Review, 21, 519532. doi:10.1016/j.smr.2017.12.002

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Thibault, L. (2009). Globalization of sport: An inconvenient truth. Journal of Sport Management, 23, 120. doi:10.1123/jsm.23.1.1

  • Tilt, B., & Xiao, Q. (2010). Media coverage of environmental pollution in the People’s Republic of China: Responsibility, cover-up and state control. Media, Culture & Society, 32, 225245. doi:10.1177/0163443709355608

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Trendafilova, S., & Babiak, K. (2013). Understanding strategic corporate environmental responsibility in professional sport. International Journal of Sport Management and Marketing, 13, 126. doi:10.1504/IJSMM.2013.055199

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Villar, J.G., & Guerrero, P.R. (2009). Sports attendance: A survey of the literature 1973–2007. Rivista di Diritto ed Economia dello Sport, 5, 112151.

    • Search Google Scholar
    • Export Citation
  • Watanabe, N., Wicker, P., & Yan, G. (2017). Weather conditions, travel distance, rest, and running performance: The 2014 FIFA world cup and implications for the future. Journal of Sport Management, 31, 2743. doi:10.1123/jsm.2016-0077

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Watanabe, N.M. (2012). Japanese professional soccer attendance and the effects of regions, competitive balance, and rival franchises. International Journal of Sport Finance, 7, 309323.

    • Search Google Scholar
    • Export Citation
  • Watanabe, N.M., & Soebbing, B. (2017). Chinese Super League: Attendance, pricing, and team performance. Sport, Business and Management: An International Journal, 7, 157174. doi:10.1108/SBM-10-2016-0055

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Watanabe, N.M., & Soebbing, B.P. (2015). Ticket price behavior and attendance demand in Chinese professional soccer. In Y.H. Lee & R. Fort (Eds.), The sports business in the Pacific Rim (pp. 139157). New York, NY: Springer International Publishing.

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Wicker, P. (2018a). The carbon footprint of active sport participants. Sport Management Review. Advanced online publication. doi:10.1016/j.smr.2018.07001

    • Search Google Scholar
    • Export Citation
  • Wicker, P. (2018b). The carbon footprint of active sport tourists: An empirical analysis of skiers and boarders. Journal of Sport & Tourism, 22, 151171. doi:10.1080/14775085.2017.1313706

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Wilson, B. (2012). Growth and nature: Reflections on sport, carbon neutrality, and ecological modernization. In D. L. Andrews & M. Silk (Eds.), Sport and neo-liberalism (pp. 90108). Philadelphia, PA: Temple University Press.

    • Search Google Scholar
    • Export Citation
  • Xu, P., Chen, Y., & Ye, X. (2013). Haze, air pollution, and health in China. The Lancet, 382(9910), 2067. PubMed ID: 24360386 doi:10.1016/S0140-6736(13)62693-8

    • Crossref
    • Search Google Scholar
    • Export Citation
  • Yu, L., Newman, J., Xue, H., & Pu, H. (2017). The transition game: Toward a cultural economy of football in post-socialist China. International Review for the Sociology of Sport. Advance online publication. doi:10.1177/1012690217740114

    • Search Google Scholar
    • Export Citation
  • Zhang, A., Zhong, L., Xu, Y., Wang, H., & Dang, L. (2015). Tourists’ perception of haze pollution and the potential impacts on travel: Reshaping the features of tourism seasonality in Beijing, China. Sustainability, 7(3), 23972414. doi:10.3390/su7032397

    • Crossref
    • Search Google Scholar
    • Export Citation
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