魏下海¹;林涛²;张宁³;刘鸿优⁴

• 1:华侨大学 经济发展与改革研究院，福建 厦门 361021
• 2:南开大学 经济学院，天津 370001
• 3:暨南大学 经济学院，广东 广州 510632
• 4:华南师范大学 体育科学学院，广东 广州 510631

摘要(Abstract)：

文章基于雾霾对人们生理健康和反应能力等方面产生不利影响从而导致个体生产率降低的理论假设，根据中国足球超级联赛2014年5月17日到2016年7月9日522场比赛的首发球员面板数据，利用距离赛场最近的空气实时监测点获得空气污染指标，采用球员在比赛过程传球次数刻画个体生产率（表现力），考察空气污染的生产率效应。研究发现：（1）空气污染会显著降低球员的传球次数，AQI每上升1%，球员传球次数会下降0.021%；PM2.5浓度每上升1%，传球次数下降0.016%；PM10浓度每上升1%，传球次数下降0.013%。（2）空气污染的不利影响在客场比赛会被放大，在主场则不显著；高超技能可以一定程度上弱化空气污染的负向影响，球技更好的外援受空气污染影响甚微，但本土球员的负向效应很大；在不同位置（后卫、前卫、前锋），空气污染效应有所不同。（3）由于赛程是提前确定且不受球队所左右，不存在球员因空气状况主动规避比赛，因而球员暴露在任何空气状况下进行比赛具有外生性，研究结论稳健可靠。文章不仅丰富了国内关于雾霾对生产率影响的文献，而且还为呼吁社会如政府加大治霾行动提供确凿的经验证据。

关键词(KeyWords)： 空气污染;生产率;职业足球运动员;户外劳动者

Abstract:

Keywords:

基金项目(Foundation): 广东省自然科学基金项目（2016A030310256）；广东省自然科学基金项目（2015A030313386）

作者(Author): 魏下海¹;林涛²;张宁³;刘鸿优⁴

Email:

参考文献(References)：

• [1] 陈硕, 陈婷. 空气质量与公共健康:以火电厂二氧化硫排放为例[J]. 经济研究, 2014, (8):158-169.
  [2] 侯会生, 张磊, 夏辉, 等. 足球比赛核心制胜技战术指标的探讨分析[J]. 北京体育大学学报, 2013, (5):134-139.
  [3] 李晓康, 潘春光, 刘浩. 中超联赛各比赛位置球员跑动距离及强度特征研究[J]. 北京体育大学学报, 2016, (3):130-136.
  [4] 路云亭. 足球中的国民性[J]. 体育与科学, 2015, (1):28-37.
  [5] 徐金山, 陈效科, 沈建华, 等. 外籍球员引进与中国职业足球发展的研究[J]. 北京体育大学学报, 2006, (2):159-161.
  [6] 张庆丰, 罗伯特·克鲁克斯. 迈向环境可持续的未来——中华人民共和国国家环境分析[M]. 北京:中国财政经济出版社, 2012.
  [7] 郑思齐, 张晓楠, 宋志达, 等. 空气污染对城市居民户外活动的影响机制:利用点评网外出就餐数据的实证研究[J]. 清华大学学报(自然科学版), 2016, (1):89-96.
  [8] Adhvaryu A, Kala N, Nyshadham A. The light and the heat:Productivity co-benefits of energy-saving technology[R].World Bank Working Paper, 2015.
  [9] Anderson J O, Thundiyil J G, Stolbach A. Clearing the air:A review of the effects of particulate matter air pollution on human health[J]. Journal of Medical Toxicology, 2012, 8(2):166-175.
  [10] Archsmith J, Heyes A, Saberian S. Air quality and error quantity:Pollution and performance in a high-skilled, quality-focused occupation[R].SSRN Working Paper, 2016.
  [11] Bangsbo J, Nøregaard L, Thorsoe F. Activity profile of competition soccer[J]. Canadian Journal of Sport Sciences, 1991, 16(2):110-116.
  [12] Bangsbo J. Physiological demands of football[J]. Sports Science Exchange, 2014, 27(125):1-6.
  [13] Brown T D Jr, Van Raalte J L, Brewer B W, et al. World cup Soccer home advantage[J]. Journal of Sport Behavior, 2002, 49(6):475-483.
  [14] Chan C-C, Wu T-H. Effects of ambient ozone exposure on mail carriers' peak expiratory flow rates[J]. Environmental Health Perspectives, 2005, 113(6):735-738.
  [15] Chang T, Zivin J G, Gross T, et al. Particulate pollution and the productivity of pear packers[J]. American Economic Journal:Economic Policy, 2016a, 8(3):141-169.
  [16] Chang T, Zivin J G, Gross T, et al. The effect of pollution on worker productivity:Evidence from call-center workers in China[R].NBER Working Paper No.22328, 2016b.
  [17] Currie J, Neidell M. Air pollution and infant health:What can we learn from california's recent experience?[J]. Quarterly Journal of Economics, 2005, 120(3):1003-1030.
  [18] Currie J, Davis L, Greenstone M, et al. Do housing prices reflect environmental health risks? Evidence from more than 1600 toxic plant openings and closings[R].NBER Working Paper No.18700, 2013.
  [19] Di Salvo V, Baron R, Tschan H, et al. Performance characteristics according to playing position in Elite Soccer[J]. International Journal of Sports Medicine, 2007, 28(3):222-227.
  [20] Dockery D W. Health effects of particulate air pollution[J]. Annals of Epidemiology, 2009, 19(4):257-263.
  [21] Donaldson K, Gilmour M, MacNee W. Asthma and PM 10[J]. Respiratory Research, 2000, 1(1):12-15.
  [22] Fang D, Wang Q, Li H, et al. Mortality effects assessment of ambient PM 2.5 pollution in the 74 leading cities of China[J]. Science of The Total Environment, 2016, 569-570:1545-1552.
  [23] Fu S, Guo M. Running with a mask? The effect of air pollution on marathon runners' performance[Z]. 2016.
  [24] Garvey D J, Longo L D. Chronic low level maternal carbon monoxide exposure and fetal growth and development[J]. Biology of Reproduction, 1978, 19(1):8-14.
  [25] Gatto N M, Henderson V W, Hodis H N, et al. Components of air pollution and cognitive function in middle-aged and older adults in Los Angeles[J]. Neurotoxicology, 2014, 40:1-7.
  [26] González-Alonso J, Crandall C G, Johnson J M. The cardiovascular challenge of exercising in the heat[J]. The Journal of Physiology, 2008, 586(1):45-53.
  [27] Hancock P A, Ross J M, Szalma J L. A meta-analysis of performance response under thermal stressors[J]. Human Factors:The Journal of the Human Factors and Ergonomics Society, 2007, 49(5):851-877.
  [28] He J, Liu H, Salvo A. Severe air pollution and labor productivity[R].IZA Discussion Papers No.8916, 2016.
  [29] Janssen N, Fischer P, Marra M, et al. Short-term effects of PM 2.5, PM 10 and PM 2.5-10 on daily mortality in the Netherlands[J]. Science of the Total Environment, 2013, 463-464:20-26.
  [30] Kampa M, Castanas E. Human health effects of air pollution[J]. Environmental Pollution, 2008, 151(2):362-367.
  [31] Lavy V, Ebenstein A, Roth S. The impact of short term exposure to ambient air pollution on cognitive performance and human capital formation[R].NBER Working Paper, No. 20648, 2014.
  [32] Lichter A, Pestel N, Sommer E. Productivity effects of air pollution:Evidence from professional soccer[R].IZA Working Paper No.8964,2015.
  [33] Ozkaynak H, Xue J, Spengler J, et al. Personal exposure to airborne particles and metals:Results from the Particle TEAM study in Riverside, California[J]. Journal of Exposure Analysis and Environmental Epidemiology, 1995, 6(1):57-78.
  [34] Pettersson-Lidbom P, Priks M. Behavior under social pressure:Empty Italian stadiums and referee bias[J]. Economics Letters, 2010, 108(2):212-214.
  [35] Pollard R. Home advantage in soccer:A retrospective analysis[J]. Journal of Sports Sciences, 1986, 4(3):237-248.
  [36] Pollard R, Silva C D, Medeiros N C. Home advantage in football in Brazil:Differences between teams and the effects of distance traveled[J]. The Brazilian Journal of Soccer Science, 2008, 1(1):3-10.
  [37] Pope C A Ⅲ, Burnett R T, Thun M J, et al. Lung Cancer, Cardiopulmonary Mortality and long-term exposure to fine particulate air pollution[J]. Journal of the American Medical Association, 2002, 287(9):1132-1141.
  [38] Rundell K W. Effect of air pollution on athlete health and performance[J]. British Journal of Sports Medicine, 2012, 46(6):407-412.
  [39] Sanders S J, Murtha M T, Gupta A R, et al. De novo mutations revealed by whole-exome sequencing are strongly associated with autism[J]. Nature, 2012, 485(7397):237-241.
  [40] Schlenker W, Walker W R. Airports, air pollution, and contemporaneous health[J]. The Review of Economic Studies, 2015, 83(2):768-809.
  [41] Son J, Bell M L. The relationships between short-term exposure to particulate matter and mortality in Korea:Impact of particulate matter exposure metrics for sub-daily exposures[J]. Environmental Research Letters, 2013, 8(1):1-8.
  [42] Stafford T M. Indoor air quality and academic performance[J]. Journal of Environmental Economics and Management, 2015, 70:34-50.
  [43] Stern R E. Hong Kong haze:Air pollution as a social class[J]. Asian Survey, 2003, 43(5):780-800.
  [44] Weinmayr G, Romeo E, De Sario M, et al. Short-term effects of PM10 and NO2 on respiratory health among children with asthma or asthma-like symptoms:A systematic review and meta-analysis[J]. Environmental Health Perspectives, 2010, 118(4):449-457.
  [45] Weiss P, Rundell K W. Exercise-induced lung disease:Too much of a good thing?[J]. Pediatric Allergy, Immunology, and Pulmonology, 2011, 24(3):149-157.
  [46] Wolfson S, Neave N. Preparing for home and away matches[J]. Insight:The FA Coaches Association Journal, 2004,8(2):40-43.
  [47] Xia Y, Guan D, Jiang X, et al. Assessment of socioeconomic costs to China's air pollution[J]. Atmospheric Environment, 2016, 139:147-156.
  [48] Zhang M, Song Y, Cai X, et al. Economic assessment of the health effects related to particulate matter pollution in 111 Chinese cities by using economic burden of disease analysis[J]. Journal of Environmental Management, 2008, 88(4):947-954.
  [49] Zivin J G, Neidell M. The impact of pollution on worker productivity[J]. American Economic Review, 2012, 102(7):3652-3673.
  [50] Zivin J G, Neidell M. Environment, health, and human capital[J]. Journal of Economic Literature, 2013, 51(3):689-730.