How much inequality in exposure to high PM10 pollution is too much to be considered environmentally unfair? An assessment for vulnerable groups in two major Spanish cities
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Abstract
Inequality in the environmental conditions or burden (negative externalities, hazards, discomfort, etc.) between places and people is an issue of growing interest. Many of works, using a variety of approaches, conclude that there is often discrimination and injustice. However, from the public decision-making and governance perspective, one question needs a clear answer: how much inequality is there? Is this too much, and therefore unfair, and does it justify public action? This paper looks at this question in a case study on the threat posed by air pollution in Madrid and Barcelona (Spain), by examining the spatial distribution of several vulnerable population groups and their potential exposure to high concentrations of PM10 in the atmosphere, and using an affordable method involving GIS and statistical techniques. Adopting an explicitly impartial operating criterion makes it possible to measure the amount of inequality for each population group and determine more objectively if it significantly exceeds the baseline criterion. This would make it more accurate for citizens and decision-makers alike to better assess the possible inequities.
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References
Agyeman, J., Schlosberg, D., Craven, L., & Matthews, C. (2016). Trends and directions in environmental justice: from inequity to everyday life, community, and just sustainabilities. Annual Review of Environment and Resources, 41, 32-40. https://doi.org/10.1146/annurev-environ-110615-090052
Arnold, C. (1998). Planning Milagros: Environmental justice and land use regulation. Denver University Law Review, 76(1), 1-154.
Arnold, T. (2007). Commentary. Planning for environmental justice. Planning & Environmental Law, 59(3), 3-12. https://doi.org/10.1080/15480755.2007.10394433
Bakhtsiyarava, M., & Nawrotzki, R. J. (2017). Environmental inequality and pollution advantage among immigrants in the United States. Applied Geography, 81, 60-69. https://doi.org/10.1016/j.apgeog.2017.02.013
Bell, K. (2015). Can the capitalist economic system deliver environmental justice? Environmental Research Letters, 10(12), 125017. https://doi.org/10.1088/1748-9326/10/12/125017
Bermúdez Soto, J. (2010). El acceso a la información pública y la justicia ambiental. Revista de Derecho de la Pontificia Universidad Católica de Valparaíso, 34, 571-596. https://doi.org/10.4067/S0718-68512010000100018
Bolte, G., Pauli, A., & Hornberg, C. (2011). Environmental justice: social disparities in environmental exposures and health: overview. In J. Nriagu (Ed.), Encyclopedia of environmental health (pp. 459-470). Elsevier.
Bosque Sendra, J., Díaz Castillo, C., & Díaz Muñoz, M.A. (2002). De la justicia espacial a la justicia ambiental en la política de localización de instalaciones para la gestión de residuos en la Comunidad de Madrid. Boletín de la Real Sociedad Geográfica, 137, 90-113.
Brainard, J., Jones, A.P., Bateman, I.J., Lovett, A.A., & Fallon, P.J. (2002). Modelling environmental equity: access to air quality in Birmingham, England. Environment and Planning A, 34(4), 695-716. https://doi.org/10.1068%2Fa34184
Brainard, J., Jones, A. P., Bateman, I. J., & Lovett, A. (2003). Modelling environmental equity: exposure to environmental urban noise pollution in Birmingham, UK. (No. 03-04). CSERGE Working Paper EDM.
Bulten, A. (2016). Air pollution and environmental justice in the Netherlands. Wageningen University & Research.
Bustamante, J.A. (2002). Immigrants' vulnerability as subjects of human rights. International Migration Review, 36(2), 333-354. https://doi.org/10.1111%2Fj.1747-7379.2002.tb00084.x
Buzzelli, M., & Jerrett, M. (2004). Racial gradients of ambient air pollution exposure in Hamilton, Canada. Environment and Planning A, 36, 1855-1876. https://doi.org/10.1068%2Fa36151
Buzzelli, M., & Jerrett, M. (2007). Geographies of susceptibility and exposure in the city: environmental inequity of traffic-related air pollution in Toronto. Canadian Journal of Regional Science, 30, 195-210.
Cañada Torrecilla, R., Moreno Jiménez, A., & González, H. (2014). Modelado de la calidad del aire urbano. Un experimento metodológico con técnicas de interpolación espacial. Boletín de la Asociación de Geógrafos Españoles, 65, 317-342. https://doi.org/10.21138/bage.1755
Carruthers, D. (2008). Environmental justice in Latin America: Problems, promise, and practice. MIT Press.
Chakraborty, J., & Armstrong, M. (1997). Exploring the use of buffer analysis of the identification of impacted areas in environmental equity assessment. Cartography and Geographic Information Systems, 24(3), 145-157.
Chakraborty, J., Maantay, J.A., & Brender, J. (2011). Disproportionate proximity to environmental health hazards: methods, models, and measurement. American Journal of Public Health, 101(S1), 27-36.
Chakraborty, J. (2017). Focus on environmental justice: new directions in international research. Environmental Research Letters, 12(3), 030201. https://doi.org/10.1088/1748-9326/aa63ff
Clark, L.P., Millet, D.B., & Marshall, J.D. (2014). National patterns in environmental injustice and inequality: outdoor NO2 air pollution in the United States. PLoS ONE, 9(4), e94431. http://dx.doi.org/10.1371/journal.pone.0094431
Collins, T. W., Grineski, S. E. & Chakraborty, J. (2015). Household-level disparities in cancer risks from vehicular air pollution in Miami. Environmental Research Letters, 10(9), 095008. https://doi.org/10.1088/1748-9326/10/9/095008
Colsa Perez, A., Grafton, B., Mohai, P., Hardin, R., Hintzen, K., & Orvis, S. (2015). Evolution of the environmental justice movement: activism, formalization and differentiation. Environmental Research Letters, 10(10), 105002.
Cooper, N., Green, D., & Knibbs, L. N. (2019). Inequalities in exposure to the air pollutants PM2.5 and NO2 in Australia. Environmental Research Letters, 14, 115005 https://doi.org/10.1088/1748-9326/ab486a
Cutter, S.L., Boruff, B.J., & Shirley, W.L. (2003). Social vulnerability to environmental hazards. Social Science Quarterly, 84(2), 242-261.
Deguen, S., & Zmirou-Navier, D. (2010). Social inequalities resulting from health risks related to ambient air quality—A European review. The European Journal of Public Health, 20(1), 27-35. https://doi.org/10.1093/eurpub/ckp220
Dobson, A. (1998). Justice and the environment. Oxford University Press.
Esnard, A.-M., Gelobter, M., & Morales, X. (2001). Environmental justice, GIS, and pedagogy. Cartographica. The International Journal for Geographic Information and Geovisualization, 38(3-4), 53-61. https://doi.org/10.3138/3267-H048-1409-7518
Fan, X., Lam, K.C., & Yu, Q. (2012). Differential exposure of the urban population to vehicular air pollution in Hong Kong. Science of the Total Environment, 426, 211-219. https://doi.org/10.1016/j.scitotenv.2012.03.057
Glatter-Götz, H., Mohai, P., Haas, W., & Plutzar, Ch. (2019). Environmental inequality in Austria: do inhabitants’socioeconomic characteristics differ depending on their proximity to industrial polluters? Environmental Research Letters, 14(7), 074007. https://doi.org/10.1088/1748-9326/ab1611
Gurjar, B.R, Molina, L.T., & Ojha, C.S.P. (2010). Air pollution. Health and environmental impacts. CRS Press. Taylor and Francis Group.
Havard, S., Reich, B.J., Bean, K., & Chaix, B. (2011). Social inequalities in residential exposure to road traffic noise: an environmental justice analysis based on the RECORD cohort study. Occupational and Environmental Medicine, 68, 366-374. http://dx.doi.org/10.1136/oem.2010.060640
Hernandez, M.C, Collins, T.W., & Grineski, S.E. (2015). Immigration, Mobility, and Environmental Injustice: A comparative study of Hispanic people’s residential decision-making and exposure to hazardous air pollutants in Greater Houston, Texas. Geoforum, 60, 83-94. https://doi.org/10.1016/j.geoforum.2015.01.013
Hill, B.E. (2009). Environmental justice: legal theory and practice. ELI Press, Environmental Law Institute.
Holifield, R., Chakraborty, J., & Walker, G. (2018). The Routledge handbook of environmental justice. Routledge.
Hornberg, C., & Pauli, A. (2007). Child poverty and environmental justice. International Journal of Hygiene and Environmental Health, 210(5), 571-580. https://doi.org/10.1016/j.ijheh.2007.07.006
Ikeme, J. (2003). Equity, environmental justice and sustainability: incomplete approaches in climate change politics. Global Environmental Change, 13(3), 195-206. https://doi.org/10.1016/S0959-3780(03)00047-5
Instituto Geográfico Nacional (2012). Cartografía para Sistemas de Información Geográfica. CORINE Land Cover. Centro de Descargas del Centro Nacional de información Geográfica (CNIG). http://centrodedescargas.cnig.es/CentroDescargas/index.jsp
Jacobson, J.O., Hengartner, N.W., & Louis, T.A. (2005). Inequality measures for evaluations of environmental justice: a case study of close proximity to highways in New York City. Environment and Planning A, 37, 21-43.
Jerrett, M., Burnett, R.T., Kanaroglou, P., Eyles, J., Finkelstein, N., Giovis, Ch., & Brook, J.R. (2001). A GIS-based environmental justice analysis of particulate air pollution in Hamilton, Canada. Environment and Planning A, 33, 955-973.
Kloog, I., Koutrakis, P., Coull, B.A., Lee, H.J., & Schwartz, J. (2011). Assessing temporally and spatially resolved PM2.5 exposures for epidemiological studies using satellite aerosol optical depth measurements. Atmospheric Environment, 45, 6267-6275. https://doi.org/10.1016/j.atmosenv.2011.08.066
Kuehn, R.R. (2000). A taxonomy of environmental justice. Environmental Law Reporter, 30(9), 10681-10703. http://ir.lib.uwo.ca/aprci/307
Landrigan, P.J., Rauh, V.A., & Galvez, M.P. (2010). Environmental justice and the health of children. The Mount Sinai Journal of Medicine, 77(2), 178-187.
Lanier, C., Deram, A. Cuny, M.-A., Cuny, D., & Occelli, F. (2019). Spatial analysis of environmental inequalities caused by multiple air pollutants: A cumulative impact screening method, applied to the north of France. Ecological Indicators, 99, 91–100. https://doi.org/10.1016/j.ecolind.2018.12.011
Laurent, O., Bard, D., Filleul, L., & Segala, C. (2007). Effect of socioeconomic status on the relationship between atmospheric pollution and mortality. Journal of Epidemiology and Community Health, 61, 665-675.
Maantay, J. (2002). Mapping environmental injustices: pitfalls and potential of geographic information systems in assessing environmental health and equity. Environmental Health Perspectives, 110(2), 161-172. https://doi.org/10.1289/ehp.02110s2161
Maguire, K., & Sheriff, G. (2011). Comparing distributions of environmental outcomes for regulatory environmental justice analysis. International Journal of Environmental Research and Public Health, 8(5), 1707-1726. https://doi.org/10.3390/ijerph8051707
Maroko, A.R. (2012). Using air dispersion modeling and proximity analysis to assess chronic exposure to fine particulate matter and environmental justice in New York City. Applied Geography, 34, 533-547.
Martuzzi, M., Mitis, F., & Forastiere, F. (2010). Inequalities, inequalities, environmental justice in waste management and health. European Journal of Public Health, 20(1), 21-26.
McDonald, J.H. (2014). Handbook of biological statistics. Sparky House Publishing, 3rd edition. http://www.biostathandbook.com/multiplecomparisons.html
Mitchell, G., & Dorling, D. (2003). An environmental justice analysis of British air quality. Environment and Planning A, 35, 909-929.
Mohai, P., Saha, R. (2006). Reassessing racial and socioeconomic disparities in environmental justice research. Demography, 43(2), 383-399.
Mohai, P., Pellow, D., & Roberts, T. (2009). Environmental justice. Annual Review of Environment and Resources, 34, 405-430. https://doi.org/10.1146/annurev-environ-082508-094348
Mohai, P., & Saha, R. (2015). Which came first, people or pollution? Assessing the disparate siting and post-siting demographic change hypotheses of environmental injustice. Environmental Research Letters, 10(11), 115008. https://doi.org/10.1088/1748-9326/10/11/115008
Moreno Jiménez, A. (2007). ¿Está equitativamente repartida la contaminación sonora urbana? Una evaluación desde el principio de justicia ambiental en la ciudad de Madrid. Estudios Geográficos, 263, 595-626.
Moreno Jiménez, A. (2010). Justicia ambiental. Del concepto a la aplicación en análisis de políticas y planificación territoriales. Scripta Nova, XIV(316). https://revistes.ub.edu/index.php/ScriptaNova/article/view/1622
Moreno Jiménez, A. (2012). Evaluación de la justicia ambiental con sistemas de información geográfica. In A. Moreno Jiménez, G.D. Buzai & M. Fuenzalida-Díaz (Eds.), Sistemas de información geográfica. Aplicaciones en diagnósticos territoriales y decisiones geoambientales (pp. 173-202). Ra-Ma.
Moreno Jiménez, A., Cañada Torrecilla, R., Vidal Domínguez, M.J., Palacios, A., & Martínez Suárez, P. (2016). Assessing environmental justice through potential exposure to air pollution: a socio-spatial analysis in Madrid and Barcelona, Spain. Geoforum, 69, 117-131. https://doi.org/10.1016/j.geoforum.2015.12.008
Moreno Jiménez, A., Cañada Torrecilla, R., & Méndez Arranz, D. (2020). La concentración de partículas en el aire: análisis estadístico de la relación espacial entre medidas de superficie y del sensor MODIS para dos tipos de tiempo en la Comunidad de Madrid. Investigaciones Geográficas, 73, 189-209. https://doi.org/10.14198/INGEO2020.MJCTMA
Nordio, F., Kloog, I., Coull, B.A., Chudnovsky, A., Grillo, P., Bertazzi, P.A., Baccarelli, A.A., & Schwartz, J. (2013). Estimating spatio-temporal resolved PM10 aerosol mass concentrations using MODIS satellite data and land use regression over Lombardy, Italy. Atmospheric Environment, 74, 227-236. https://doi.org/10.1016/j.atmosenv.2013.03.043
Ogneva-Himmelberger, Y., & Huang, L. (2015). Spatial distribution of unconventional gas wells and human populations in the Marcellus Shale in the United States: Vulnerability analysis. Applied Geography, 60, 165-174. https://doi.org/10.1016/j.apgeog.2015.03.011
Ouyang, W., Gao, B., Cheng, H., Hao, Z., & Wu, N. (2018). Exposure inequality assessment for PM2.5 and the potential association with environmental health in Beijing. Science of the Total Environment, 635(1), 769-778. https://doi.org/10.1016/j.scitotenv.2018.04.190
Patton, C., Sawicki, D., & Clark, J. (2012). Basic methods of policy analysis and planning. Pearson, 3rd edition.
Pesaresi, M., Ehrlich, D., Kemper, T., Siragusa, A., Florczyk, A.J., Freire, S., & Corbane, C. (2017). Atlas of the Human Planet 2017. Global exposure to natural hazards. Publications Office of the European Union. https://doi.org/10.2760/19837
Pedersen, O.W. (2010). Environmental principles and environmental justice, Environmental Law Review, 12(1), 26-49. https://doi.org/10.1350/enlr.2010.12.1.074
Pons, J.J., Santamaría, J.M., Ariño, A., Serrano, M., Galicia, D., Elustondo, D., & Baquero, E. (2018). Cartografía de la contaminación a través de sensores portátiles. El mapa de la calidad del aire urbano de Pamplona. In P. Carmona et al. (Eds.), Tecnologías de la Información Geográfica: Perspectivas multidisciplinares en la sociedad del conocimiento (pp. 414-423). Universitat de València.
Prunet, P., Lezeaux, O., Camy-Peyret, C., & Thevenon, H. (2020). Analysis of the NO2 tropospheric product from S5P TROPOMI for monitoring pollution at city scale. City and Environment Interactions, 8, 100051. https://doi.org/10.1016/j.cacint.2020.100051
Querol, X., Alastuey, A., Moreno, T., Viana, M. M., Castillo, S., Pey, J., Rodríguez, S., Cristóbal, A., Jiménez, S., Pallarés, M., Gonzálezde la Rosa, J., Artíñano, B., Salvador, P., Sánchez, M., García, S., Herce, M. D., Fernández -Patier, R., Moreno-Grau, S., Negral, L., Minguillón, M. C., Monfort, E., Sanz, M. J., Palomo-Marín, R., Pinilla-Gill, E., & Cuevas, E. (2006). Material particulado en España: niveles, composición y contribución de fuentes. CSIC & Ministerio de Medio Ambiente.
Querol, X., Alastuey, A., Rodríguez, S., Viana, M.M., Artíñano, B., Salvador, P., Mantilla, E., García Dos Santos, S., Fernández-Patier, R., de la Rosa, J., Sánchez, A., & Menéndez, M. (2003). Estudio y evaluación de la contaminación atmosférica por material particulado en España: Informes finales. IJA-CSIC, ISCIII, CIEMAT, Universidad de Huelva, Universidad del País Vasco.
Raddatz, L., & Mennis, J. (2012). Environmental justice in Hamburg, Germany. The Professional Geographer, 65(3), 495-511. https://doi.org/10.1080/00330124.2012.700500
Ramírez Guevara, S.J., Galindo Mendoza, M.G., & Contreras Servín, C. (2015). Justicia ambiental. Entre la utopía y la realidad social. Culturales, 3(1), 225-250.
Reed, M.G., & George, C. (2011). Where in the world is environmental justice? Progress in Human Geography, 35(6), 835-842. https://doi.org/10.1177%2F0309132510388384
Richardson, E. A., Pearce, J., Tunstall, H., Mitchell, R., & Shortt, N. K. (2013). Particulate air pollution and health inequalities: a Europe-wide ecological analysis. International Journal of Health Geographics, 12(1), 34. https://doi.org/10.1186/1476-072X-12-34
Rodríguez, S., Querol, X., Alastuey, A., & Plana, F. (2002). Sources and processes affecting levels and composition of atmospheric aerosol in the Western Mediterranean. Journal of Geophysical Research, 107(24), 4777. https://doi.org/10.1029/2001JD001488
Romero-Lankao, P., Qin, H., & Borbor Cordova, M. (2013). Exploration of health risks related to air pollution and temperature in three Latin American cities. Social Science & Medicine, 83, 110-118. https://doi.org/10.1016/j.socscimed.2013.01.009
Ruiz-Maya, L., Martín Pliego, F.J., Montero, J.M., & Uriz Tomé, P. (1995). Análisis estadístico de encuestas: datos cualitativos. AC.
Sánchez-González, D., & Egea, C. (2011). Enfoque de vulnerabilidad so¬cial para investigar las desventajas socioambientales. Su aplicación en el estudio de los adultos mayores. Papeles de Población, 17(69), 151-185.
Sandler, R., & Pezzullo, P.C. (2007). Environmental justice and environmentalism: the social justice challenge to the environmental movement. The MIT Press.
Schlosberg, D. (2007). Defining environmental justice: Theories, movements, and nature. Oxford University Press.
Schlosberg, D. (2013). Theorising environmental justice: the expanding sphere of a discourse. Environmental Politics, 22(1), 37-55. https://doi.org/10.1080/09644016.2013.755387
Shrader-Frechette, K. (2002). Environmental justice: Creating equality, reclaiming democracy. Environmental Ethics and Science Policy Series. Oxford University Press.
Siegel, S. (1972). Estadística no paramétrica aplicada a las ciencias de la conducta. Trillas.
Steger, T. (2007). Making the case for environmental justice in Central & Eastern Europe. CEU Center for Environmental Policy and Law.
Stephens, C. (2007). Environmental justice: a critical issue for all environmental scientists everywhere. Environmental Research Letters, 2(4), 045001. https://doi.org/10.1088/1748-9326/2/4/045001
Stretesky, P.B., & McKie, R. (2016). A perspective on the historical analysis of race and treatment storage and disposal facilities in the United States. Environmental Research Letters, 11(3), 031001. https://doi.org/10.1088/1748-9326/11/3/031001
Viana, M., Pérez, C., Querol, X., Alastuey, A., Nickovic, S., & Baldasano, J.M. (2005). Spatial and temporal variability of PM levels and composition in a complex summer atmospheric scenario in Barcelona (NE Spain). Atmospheric Environment, 39, 5343–5361.
Walker, G. (2012). Environmental justice: concepts, evidence and politics. Routledge.
Vaz, E., Anthony, A., & McHenry, M. (2017). The geography of environmental injustice. Habitat International, 59, 118-125. https://doi.org/10.1016/j.habitatint.2016.12.001
Wenz, P.S. (1988). Environmental justice. State University of New York Press.
World Health Organization (2013). Review of evidence on health aspects of air pollution – REVIHAAP Project. First results. Regional Office for Europe.