Air pollution and defensive expenditures: Evidence from particulate-filtering facemasks

Individuals take preventive measures to avoid costly air pollution exposure. This paper provides new empirical evidence of pollution avoidance that Chinese urban residents purchase particulate-filtering facemasks to protect against ambient air pollution. The analysis is conducted with detailed and c...

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Published inJournal of environmental economics and management Vol. 92; pp. 517 - 536
Main Authors Zhang, Junjie, Mu, Quan
Format Journal Article
LanguageEnglish
Published Elsevier Inc 01.11.2018
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Abstract Individuals take preventive measures to avoid costly air pollution exposure. This paper provides new empirical evidence of pollution avoidance that Chinese urban residents purchase particulate-filtering facemasks to protect against ambient air pollution. The analysis is conducted with detailed and comprehensive data available on daily facemask purchases and air quality that became available only very recently. We find that this transitory air pollution avoidance behavior exhibits dynamics and nonlinearities, with significant increases of facemask purchases during extreme pollution episodes. The daily model shows that a 100-point increase in Air Quality Index (AQI) increases the consumption of all masks by 54.5 percent and anti-PM2.5 masks by 70.6 percent. The estimates from the aggregated model with flexible pollution levels are used to simulate the benefit of air quality improvement. If 10 percent of heavy pollution days (AQI ≥201) were eliminated, the total savings on facemasks alone would be approximately 187 million USD in China. This result suggests that reducing the occurrence of “airpocalypse” events represents a signifi1cant opportunity to improve social welfare. Nevertheless, our estimates are likely only a small part of the benefit of clean air because facemasks can only partially reduce the negative health effects of air pollution and the costs of other avoidance behaviors are not included.
AbstractList Individuals take preventive measures to avoid costly air pollution exposure. This paper provides new empirical evidence of pollution avoidance that Chinese urban residents purchase particulate-filtering facemasks to protect against ambient air pollution. The analysis is conducted with detailed and comprehensive data available on daily facemask purchases and air quality that became available only very recently. We find that this transitory air pollution avoidance behavior exhibits dynamics and nonlinearities, with significant increases of facemask purchases during extreme pollution episodes. The daily model shows that a 100-point increase in Air Quality Index (AQI) increases the consumption of all masks by 54.5 percent and anti-PM2.5 masks by 70.6 percent. The estimates from the aggregated model with flexible pollution levels are used to simulate the benefit of air quality improvement. If 10 percent of heavy pollution days (AQI ≥201) were eliminated, the total savings on facemasks alone would be approximately 187 million USD in China. This result suggests that reducing the occurrence of “airpocalypse” events represents a signifi1cant opportunity to improve social welfare. Nevertheless, our estimates are likely only a small part of the benefit of clean air because facemasks can only partially reduce the negative health effects of air pollution and the costs of other avoidance behaviors are not included.
Author Zhang, Junjie
Mu, Quan
Author_xml – sequence: 1
  givenname: Junjie
  surname: Zhang
  fullname: Zhang, Junjie
  email: junjie.zhang@duke.edu
  organization: Environmental Research Center, Duke Kunshan University, Nicholas School of the Environment, Duke University, No.8 Duke Avenue, Kunshan, Jiangsu 215316, China
– sequence: 2
  givenname: Quan
  surname: Mu
  fullname: Mu, Quan
  email: mu.quan@tnc.org
  organization: The Nature Conservancy, China
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Cites_doi 10.1073/pnas.1300018110
10.1016/j.toxlet.2003.12.035
10.2307/2171802
10.1016/0095-0696(81)90044-9
10.2307/3147172
10.1016/S0140-6736(13)62064-4
10.1016/0095-0696(88)90032-0
10.1257/aer.101.3.448
10.1093/qje/qju033
10.3386/w18267
10.2307/1243567
10.1016/S0140-6736(13)61097-1
10.1257/0002828042002679
10.1111/1467-937X.t01-1-00025
10.1016/S0140-6736(02)11274-8
10.1016/0165-1765(86)90040-6
10.1257/aer.98.3.843
10.1080/10473289.2006.10464485
10.2307/1911408
10.1016/j.jeem.2014.05.003
10.1016/j.jeem.2009.03.001
10.1186/1743-8977-6-8
10.1126/science.1247348
10.1073/pnas.1310925110
10.1016/j.jeem.2006.10.002
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Keywords Facemasks
C23
China
Air pollution
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Defensive expenditures
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Language English
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References Courant, Porter (bib11) 1981; 8
Lancaster (bib22) 2002; 69
Zhang (bib35) 2011; 11
Bartik (bib2) 1988; 15
Bresnahan, Dickie, Gerking (bib4) 1997; 73
Busse, Pope, Pope, Silva-Risso (bib6) 2015; 130
Langrish, Mills, Chan, Leseman, Aitken, Fokkens, Cassee, Li, Donaldson, Newby, Jiang (bib23) 2009; 6
Nickell (bib26) 1981
Pope, Dockery (bib29) 2006; 56
Harrington, Portney (bib20) 1987; 22
Berry, Levinsohn, Pakes (bib3) 1995; 63
World Bank. 2007. Cost of Pollution in China. World Bank, East Asia and Pacific Region Available at URL
Pope III, C.A., Dockery, D.W., 2013. Air pollution and life expectancy in China and beyond. Proceedings of the National Academy of Sciences 110:12861-12862.
Yang, Wang, Zeng, Gao, Liang, Zhou, Wan, Yu, Jiang, Naghavi (bib34) 2013; 381
Dominici, Greenstone, Sunstein (bib14) 2014; 344
Smith, Desvousges (bib31) 1986; 20
Graff Zivin, Neidell, Schlenker (bib18) 2011; 101
Long, Y., Wang, J., Wu, K., Zhang, J., 2014. Population Exposure to Ambient PM
Available at World Bank. 2016. The Cost of Air Pollution. World Bank, Available at URL
Deschenes, Greenstone (bib12) 2011; 3
NIOSH, 1995. Respiratory Protective Devices; Final Rules and Notice. Federal Register 60(110):3033630398. Washington, D.C.: U.S. Government Printing Office, Office of the Federal Register.
Pollution in China. Working paper, UC San Diego.
Banzhaf, Walsh (bib1) 2008; 98
Deschenes, O., Greenstone, M., Shapiro, J.S., 2012. Defensive investments and the demand for air quality: Evidence from the nox budget program and ozone reductions. Working paper, National Bureau of Economic Research.
Ghanem, Zhang (bib16) 2014; 68
.
CDC, 1998. Laboratory performance evaluation of N95 filtering facepiece respirators, 1996. MMWR Morb Mortal Wkly Rep 47:1045–1049.
Chen, Y., Ebenstein, A., Greenstone, M., Li, H., 2013a. 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 110:12936-12941.
Guryan (bib19) 2004; 94
Cameron, Trivedi (bib7) 1998
Chen, Wang, Ma, Zhang (bib10) 2013; 382
Shimshack, Ward, Beatty (bib30) 2007; 53
Graff Zivin, Neidell (bib17) 2009; 58
Hellerstein, Mendelsohn (bib21) 1993; 75
Englert (bib15) 2004; 149
Brunekreef, Holgate (bib5) 2002; 360
Neidell (bib25) 2009; 44
10.1016/j.jeem.2017.07.006_bib24
Brunekreef (10.1016/j.jeem.2017.07.006_bib5) 2002; 360
10.1016/j.jeem.2017.07.006_bib27
Banzhaf (10.1016/j.jeem.2017.07.006_bib1) 2008; 98
Harrington (10.1016/j.jeem.2017.07.006_bib20) 1987; 22
Langrish (10.1016/j.jeem.2017.07.006_bib23) 2009; 6
Nickell (10.1016/j.jeem.2017.07.006_bib26) 1981
Cameron (10.1016/j.jeem.2017.07.006_bib7) 1998
Englert (10.1016/j.jeem.2017.07.006_bib15) 2004; 149
Dominici (10.1016/j.jeem.2017.07.006_bib14) 2014; 344
Bresnahan (10.1016/j.jeem.2017.07.006_bib4) 1997; 73
Deschenes (10.1016/j.jeem.2017.07.006_bib12) 2011; 3
Lancaster (10.1016/j.jeem.2017.07.006_bib22) 2002; 69
Busse (10.1016/j.jeem.2017.07.006_bib6) 2015; 130
Chen (10.1016/j.jeem.2017.07.006_bib10) 2013; 382
Yang (10.1016/j.jeem.2017.07.006_bib34) 2013; 381
10.1016/j.jeem.2017.07.006_bib28
Hellerstein (10.1016/j.jeem.2017.07.006_bib21) 1993; 75
10.1016/j.jeem.2017.07.006_bib13
Neidell (10.1016/j.jeem.2017.07.006_bib25) 2009; 44
Guryan (10.1016/j.jeem.2017.07.006_bib19) 2004; 94
10.1016/j.jeem.2017.07.006_bib32
Graff Zivin (10.1016/j.jeem.2017.07.006_bib18) 2011; 101
10.1016/j.jeem.2017.07.006_bib33
Ghanem (10.1016/j.jeem.2017.07.006_bib16) 2014; 68
Smith (10.1016/j.jeem.2017.07.006_bib31) 1986; 20
Zhang (10.1016/j.jeem.2017.07.006_bib35) 2011; 11
10.1016/j.jeem.2017.07.006_bib9
Pope (10.1016/j.jeem.2017.07.006_bib29) 2006; 56
10.1016/j.jeem.2017.07.006_bib8
Courant (10.1016/j.jeem.2017.07.006_bib11) 1981; 8
Graff Zivin (10.1016/j.jeem.2017.07.006_bib17) 2009; 58
Shimshack (10.1016/j.jeem.2017.07.006_bib30) 2007; 53
Bartik (10.1016/j.jeem.2017.07.006_bib2) 1988; 15
Berry (10.1016/j.jeem.2017.07.006_bib3) 1995; 63
References_xml – volume: 94
  start-page: 919
  year: 2004
  end-page: 943
  ident: bib19
  article-title: Desegregation and black dropout rates
  publication-title: Am. Econ. Rev.
– reference: World Bank. 2007. Cost of Pollution in China. World Bank, East Asia and Pacific Region Available at URL 〈
– volume: 15
  start-page: 111
  year: 1988
  end-page: 127
  ident: bib2
  article-title: Evaluating the benefits of non-marginal reductions in pollution using information on defensive expenditures
  publication-title: J. Environ. Econ. Manag.
– volume: 63
  start-page: 841
  year: 1995
  end-page: 890
  ident: bib3
  article-title: Automobile prices in market equilibrium
  publication-title: Econometrica
– reference: Pollution in China. Working paper, UC San Diego.
– year: 1998
  ident: bib7
  article-title: Regression Analysis of Count Data
– reference: Chen, Y., Ebenstein, A., Greenstone, M., Li, H., 2013a. 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 110:12936-12941.
– reference: Long, Y., Wang, J., Wu, K., Zhang, J., 2014. Population Exposure to Ambient PM
– volume: 130
  start-page: 371
  year: 2015
  end-page: 414
  ident: bib6
  article-title: The psychological effect of weather on car purchases
  publication-title: Q. J. Econ.
– reference: NIOSH, 1995. Respiratory Protective Devices; Final Rules and Notice. Federal Register 60(110):3033630398. Washington, D.C.: U.S. Government Printing Office, Office of the Federal Register.
– volume: 11
  start-page: 52
  year: 2011
  ident: bib35
  article-title: Behavioral response to stock abundance in exploiting common-pool resources
  publication-title: B. E. J. Econ. Anal. Policy (Contrib.)
– volume: 6
  start-page: 8
  year: 2009
  ident: bib23
  article-title: Beneficial cardiovascular effects of reducing exposure to particulate air pollution with a simple facemask
  publication-title: Part Fibre Toxicol.
– volume: 98
  start-page: 843
  year: 2008
  end-page: 863
  ident: bib1
  article-title: Do people vote with their feet? An empirical test of tiebout
  publication-title: Am. Econ. Rev.
– volume: 22
  start-page: 101
  year: 1987
  end-page: 112
  ident: bib20
  article-title: Valuing the benefits of health and safety regulation
  publication-title: J. Urban Econ.
– volume: 75
  start-page: 604
  year: 1993
  end-page: 611
  ident: bib21
  article-title: A theoretical foundation for count data models
  publication-title: Am. J. Agric. Econ.
– volume: 382
  start-page: 1959
  year: 2013
  end-page: 1960
  ident: bib10
  article-title: China tackles the health effects of air pollution
  publication-title: Lancet
– volume: 53
  start-page: 158
  year: 2007
  end-page: 179
  ident: bib30
  article-title: Mercury advisories: information, education, and fish consumption
  publication-title: J. Environ. Econ. Manag.
– reference: 〉.
– reference: CDC, 1998. Laboratory performance evaluation of N95 filtering facepiece respirators, 1996. MMWR Morb Mortal Wkly Rep 47:1045–1049.
– volume: 344
  start-page: 257
  year: 2014
  end-page: 259
  ident: bib14
  article-title: Particulate matter matters
  publication-title: Science
– volume: 3
  start-page: 152
  year: 2011
  end-page: 185
  ident: bib12
  article-title: Climate change mortality, and adaptation: evidence from annual fluctuations in weather in the US
  publication-title: Am. Econ. J.: Appl. Econ.
– volume: 149
  start-page: 235
  year: 2004
  end-page: 242
  ident: bib15
  article-title: Fine particles and human health-a review of epidemiological studies
  publication-title: Toxicol. Lett.
– volume: 360
  start-page: 1233
  year: 2002
  end-page: 1242
  ident: bib5
  article-title: Air pollution and health
  publication-title: Lancet
– volume: 8
  start-page: 321
  year: 1981
  end-page: 329
  ident: bib11
  article-title: Averting expenditure and the cost of pollution
  publication-title: J. Environ. Econ. Manag.
– reference: Pope III, C.A., Dockery, D.W., 2013. Air pollution and life expectancy in China and beyond. Proceedings of the National Academy of Sciences 110:12861-12862.
– volume: 44
  start-page: 450
  year: 2009
  end-page: 478
  ident: bib25
  article-title: Information, Avoidance behavior, and health the effect of ozone on asthma hospitalizations
  publication-title: J. Hum. Resour.
– volume: 68
  start-page: 203
  year: 2014
  end-page: 225
  ident: bib16
  article-title: Effortless perfection: do chinese cities manipulate air pollution data?
  publication-title: J. Environ. Econ. Manag.
– volume: 56
  start-page: 709
  year: 2006
  end-page: 742
  ident: bib29
  article-title: Health effects of fine particulate air pollution: lines that connect
  publication-title: J. Air Waste Manag. Assoc.
– volume: 73
  start-page: 340
  year: 1997
  end-page: 357
  ident: bib4
  article-title: Averting behavior and urban air pollution
  publication-title: Land Econ.
– volume: 58
  start-page: 119
  year: 2009
  end-page: 128
  ident: bib17
  article-title: Days of haze: environmental information disclosure and intertemporal avoidance behavior
  publication-title: J. Environ. Econ. Manag.
– volume: 20
  start-page: 291
  year: 1986
  end-page: 296
  ident: bib31
  article-title: Averting behavior: does it exist?
  publication-title: Econ. Lett.
– reference: Available at World Bank. 2016. The Cost of Air Pollution. World Bank, Available at URL 〈
– volume: 69
  start-page: 647
  year: 2002
  end-page: 666
  ident: bib22
  article-title: Orthogonal parameters and panel data
  publication-title: Rev. Econ. Stud.
– reference: Deschenes, O., Greenstone, M., Shapiro, J.S., 2012. Defensive investments and the demand for air quality: Evidence from the nox budget program and ozone reductions. Working paper, National Bureau of Economic Research.
– start-page: 1417
  year: 1981
  end-page: 1426
  ident: bib26
  article-title: Biases in dynamic models with fixed effects
  publication-title: Econometrica
– volume: 381
  start-page: 1987
  year: 2013
  end-page: 2015
  ident: bib34
  article-title: Rapid health transition in China, 1990–2010: findings from the Global Burden of Disease Study 2010
  publication-title: lancet
– volume: 101
  start-page: 448
  year: 2011
  end-page: 453
  ident: bib18
  article-title: Water quality violations and avoidance behavior: evidence from bottled water consumption
  publication-title: Am. Econ. Rev.
– ident: 10.1016/j.jeem.2017.07.006_bib9
  doi: 10.1073/pnas.1300018110
– volume: 149
  start-page: 235
  year: 2004
  ident: 10.1016/j.jeem.2017.07.006_bib15
  article-title: Fine particles and human health-a review of epidemiological studies
  publication-title: Toxicol. Lett.
  doi: 10.1016/j.toxlet.2003.12.035
– ident: 10.1016/j.jeem.2017.07.006_bib8
– volume: 63
  start-page: 841
  year: 1995
  ident: 10.1016/j.jeem.2017.07.006_bib3
  article-title: Automobile prices in market equilibrium
  publication-title: Econometrica
  doi: 10.2307/2171802
– volume: 8
  start-page: 321
  issue: 4
  year: 1981
  ident: 10.1016/j.jeem.2017.07.006_bib11
  article-title: Averting expenditure and the cost of pollution
  publication-title: J. Environ. Econ. Manag.
  doi: 10.1016/0095-0696(81)90044-9
– volume: 73
  start-page: 340
  year: 1997
  ident: 10.1016/j.jeem.2017.07.006_bib4
  article-title: Averting behavior and urban air pollution
  publication-title: Land Econ.
  doi: 10.2307/3147172
– volume: 382
  start-page: 1959
  year: 2013
  ident: 10.1016/j.jeem.2017.07.006_bib10
  article-title: China tackles the health effects of air pollution
  publication-title: Lancet
  doi: 10.1016/S0140-6736(13)62064-4
– volume: 3
  start-page: 152
  year: 2011
  ident: 10.1016/j.jeem.2017.07.006_bib12
  article-title: Climate change mortality, and adaptation: evidence from annual fluctuations in weather in the US
  publication-title: Am. Econ. J.: Appl. Econ.
– volume: 15
  start-page: 111
  issue: 1
  year: 1988
  ident: 10.1016/j.jeem.2017.07.006_bib2
  article-title: Evaluating the benefits of non-marginal reductions in pollution using information on defensive expenditures
  publication-title: J. Environ. Econ. Manag.
  doi: 10.1016/0095-0696(88)90032-0
– volume: 101
  start-page: 448
  year: 2011
  ident: 10.1016/j.jeem.2017.07.006_bib18
  article-title: Water quality violations and avoidance behavior: evidence from bottled water consumption
  publication-title: Am. Econ. Rev.
  doi: 10.1257/aer.101.3.448
– volume: 130
  start-page: 371
  year: 2015
  ident: 10.1016/j.jeem.2017.07.006_bib6
  article-title: The psychological effect of weather on car purchases
  publication-title: Q. J. Econ.
  doi: 10.1093/qje/qju033
– ident: 10.1016/j.jeem.2017.07.006_bib13
  doi: 10.3386/w18267
– ident: 10.1016/j.jeem.2017.07.006_bib33
– volume: 75
  start-page: 604
  year: 1993
  ident: 10.1016/j.jeem.2017.07.006_bib21
  article-title: A theoretical foundation for count data models
  publication-title: Am. J. Agric. Econ.
  doi: 10.2307/1243567
– volume: 381
  start-page: 1987
  year: 2013
  ident: 10.1016/j.jeem.2017.07.006_bib34
  article-title: Rapid health transition in China, 1990–2010: findings from the Global Burden of Disease Study 2010
  publication-title: lancet
  doi: 10.1016/S0140-6736(13)61097-1
– volume: 94
  start-page: 919
  year: 2004
  ident: 10.1016/j.jeem.2017.07.006_bib19
  article-title: Desegregation and black dropout rates
  publication-title: Am. Econ. Rev.
  doi: 10.1257/0002828042002679
– volume: 69
  start-page: 647
  year: 2002
  ident: 10.1016/j.jeem.2017.07.006_bib22
  article-title: Orthogonal parameters and panel data
  publication-title: Rev. Econ. Stud.
  doi: 10.1111/1467-937X.t01-1-00025
– volume: 360
  start-page: 1233
  year: 2002
  ident: 10.1016/j.jeem.2017.07.006_bib5
  article-title: Air pollution and health
  publication-title: Lancet
  doi: 10.1016/S0140-6736(02)11274-8
– volume: 20
  start-page: 291
  year: 1986
  ident: 10.1016/j.jeem.2017.07.006_bib31
  article-title: Averting behavior: does it exist?
  publication-title: Econ. Lett.
  doi: 10.1016/0165-1765(86)90040-6
– volume: 98
  start-page: 843
  year: 2008
  ident: 10.1016/j.jeem.2017.07.006_bib1
  article-title: Do people vote with their feet? An empirical test of tiebout
  publication-title: Am. Econ. Rev.
  doi: 10.1257/aer.98.3.843
– volume: 22
  start-page: 101
  year: 1987
  ident: 10.1016/j.jeem.2017.07.006_bib20
  article-title: Valuing the benefits of health and safety regulation
  publication-title: J. Urban Econ.
– ident: 10.1016/j.jeem.2017.07.006_bib24
– volume: 56
  start-page: 709
  year: 2006
  ident: 10.1016/j.jeem.2017.07.006_bib29
  article-title: Health effects of fine particulate air pollution: lines that connect
  publication-title: J. Air Waste Manag. Assoc.
  doi: 10.1080/10473289.2006.10464485
– start-page: 1417
  year: 1981
  ident: 10.1016/j.jeem.2017.07.006_bib26
  article-title: Biases in dynamic models with fixed effects
  publication-title: Econometrica
  doi: 10.2307/1911408
– volume: 68
  start-page: 203
  issue: 2
  year: 2014
  ident: 10.1016/j.jeem.2017.07.006_bib16
  article-title: Effortless perfection: do chinese cities manipulate air pollution data?
  publication-title: J. Environ. Econ. Manag.
  doi: 10.1016/j.jeem.2014.05.003
– ident: 10.1016/j.jeem.2017.07.006_bib32
– year: 1998
  ident: 10.1016/j.jeem.2017.07.006_bib7
– ident: 10.1016/j.jeem.2017.07.006_bib27
– volume: 58
  start-page: 119
  issue: 2
  year: 2009
  ident: 10.1016/j.jeem.2017.07.006_bib17
  article-title: Days of haze: environmental information disclosure and intertemporal avoidance behavior
  publication-title: J. Environ. Econ. Manag.
  doi: 10.1016/j.jeem.2009.03.001
– volume: 44
  start-page: 450
  year: 2009
  ident: 10.1016/j.jeem.2017.07.006_bib25
  article-title: Information, Avoidance behavior, and health the effect of ozone on asthma hospitalizations
  publication-title: J. Hum. Resour.
– volume: 6
  start-page: 8
  year: 2009
  ident: 10.1016/j.jeem.2017.07.006_bib23
  article-title: Beneficial cardiovascular effects of reducing exposure to particulate air pollution with a simple facemask
  publication-title: Part Fibre Toxicol.
  doi: 10.1186/1743-8977-6-8
– volume: 344
  start-page: 257
  year: 2014
  ident: 10.1016/j.jeem.2017.07.006_bib14
  article-title: Particulate matter matters
  publication-title: Science
  doi: 10.1126/science.1247348
– ident: 10.1016/j.jeem.2017.07.006_bib28
  doi: 10.1073/pnas.1310925110
– volume: 11
  start-page: 52
  year: 2011
  ident: 10.1016/j.jeem.2017.07.006_bib35
  article-title: Behavioral response to stock abundance in exploiting common-pool resources
  publication-title: B. E. J. Econ. Anal. Policy (Contrib.)
– volume: 53
  start-page: 158
  issue: 2
  year: 2007
  ident: 10.1016/j.jeem.2017.07.006_bib30
  article-title: Mercury advisories: information, education, and fish consumption
  publication-title: J. Environ. Econ. Manag.
  doi: 10.1016/j.jeem.2006.10.002
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Snippet Individuals take preventive measures to avoid costly air pollution exposure. This paper provides new empirical evidence of pollution avoidance that Chinese...
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StartPage 517
SubjectTerms Air pollution
China
Defensive expenditures
Facemasks
Title Air pollution and defensive expenditures: Evidence from particulate-filtering facemasks
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