A Framework for Developing Environmental Justice Indicators
Abstract
:1. Introduction
Aims
- Place EJ within the broader social determinants of health model;
- Provide definitions of distributive justice, correlational epidemiology, procedural justice, restorative justice, and lead and lag indicators;
- Provide guidance on methods for moving environmental justice from the theoretical to the measurable using frameworks that assist local governments, state government agencies and community groups to construct locally valid indicators; and
- Provide a list of example measures from EJ and other literature that can be used to design locally valid indicators of environmental justice.
2. Definitions and Scope of Environmental Justice
2.1. Environmental Justice within a Broader Understanding of Social Determinants
2.2. Key Definitions in Environmental Justice
2.3. Terms That Denote Sub-Disciplines within EJ
2.4. Lead and Lag Indicators
3. Developing Indicators; Top Down or Bottom Up
3.1. Top-Down: From Concepts, to Issues, to Indicators
3.2. Bottom-Up: A Framework for Environmental Justice Indicators
3.3. Principles for Building and Using Indicators and Indicator Suites
4. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Göran, D.; Whitehead, M. Policies and Strategies to Promote Equity in Health; Regional Office for Europe, Ed.; Institute for Futures Studies: Stockholm, Sweden, 1991. [Google Scholar]
- Chakraborty, J.; Maantay, J.A.; Brender, J.D. Disproportionate Proximity to Environmental Health Hazards: Methods, Models, and Measurement. Am. J. Public Health 2011, 101, S27–S36. [Google Scholar] [CrossRef] [PubMed]
- EOEEA. Environmental Justice Communities in Massachusetts. Environmental Justice. 2019. Available online: https://www.mass.gov/info-details/environmental-justice-communities-in-massachusetts (accessed on 26 June 2019).
- US Environmental Protection Agency. Environmental Justice. 2019. Available online: https://www.epa.gov/environmentaljustice (accessed on 20 March 2019).
- Maantay, J. Mapping environmental injustices: Pitfalls and potential of geographic information systems in assessing environmental health and equity. Environ. Health Perspect. 2002, 110, 161–171. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Bullard, R.D. Dumping in Dixie: Race, Class, and Environmental Quality; Westview Press: Boulder, CO, USA, 1990. [Google Scholar]
- Maantay, J. Asthma and air pollution in the Bronx: Methodological and data considerations in using GIS for environmental justice and health research. Health Place 2007, 13, 32–56. [Google Scholar] [CrossRef] [PubMed]
- Mohai, P.; Pellow, D.; Roberts, J.T. Environmental Justice. Annu. Rev. Environ. Resour. 2009, 29, 405–430. [Google Scholar] [CrossRef]
- Schlosberg, D.; Carruthers, D. Indigenous Struggles, Environmental Justice, and Community Capabilities. Glob. Environ. Politics 2010, 10, 12–35. [Google Scholar] [CrossRef]
- Kuehn, R.R. A taxonomy of environmental justice. Environ. Law Rep. 2000, 3, 10681. [Google Scholar]
- Berger, P.; Luckmann, T. The Social Construction of Reality; Allen Lane: London, UK, 1967. [Google Scholar]
- Kurtz, J.C.; Jackson, L.E.; Fisher, W.S. Strategies for evaluating indicators based on guidelines from the Environmental Protection Agency’s Office of Research and Development. Ecol. Indic. 2001, 1, 49–60. [Google Scholar] [CrossRef]
- Scott, K. Measuring Wellbeing: Towards Sustainability? Routledge: London, UK, 2012. [Google Scholar]
- Armstrong, R.; Waters, E.; Dobbins, M.; Anderson, L.; Moore, L.; Petticrew, M.; Clark, R.; Pettman, T.L.; Burns, C.; Moodie, M.; et al. Knowledge translation strategies to improve the use of evidence in public health decision making in local government: Intervention design and implementation plan. Implement. Sci. 2013, 8, 121. [Google Scholar] [CrossRef] [Green Version]
- Davern, M.T.; Gunn, L.; Giles-Corti, B.; David, S. Best Practice Principles for Community Indicator Systems and a Case Study Analysis: How Community Indicators Victoria is Creating Impact and Bridging Policy, Practice and Research. Soc. Indic. Res. 2016, 131, 567–586. [Google Scholar] [CrossRef]
- Innes, J.E. Knowledge and Public Policy: The Search for Meaningful Indicators, 2nd ed.; Transaction Publishers: New Brunswick, NJ, USA, 1990. [Google Scholar]
- Gunn, L.D.; Greenham, B.; Davern, M.; Mavoa, S.; Taylor, E.J.; Bannister, M. Environmental Justice in Australia: Measuring the Relationship Between Industrial Odour Exposure and Community Disadvantage. In Community Quality-of-Life Indicators: Best Cases VII; Holden, M., Phillips, R., Stevens, C., Eds.; Springer: Cham, Swizterland, 2017; pp. 113–133. [Google Scholar] [CrossRef]
- CSDH. Closing the Gap in a Generation: Health Equity through Action on the Social Determinants of Health; Final Report of the Commission on Social Determinants of Health; Commission on Social Determinants of Health; World Health Organisation: Geneva, Switzerland, 2008; Volume 2015. [Google Scholar]
- Spoer, B.R.; Feldman, J.M.; Gofine, M.L.; Levine, S.E.; Wilson, A.R.; Breslin, S.B.; Thorpe, L.E.; Gourevitch, M.N. Peer Reviewed: Health and Health Determinant Metrics for Cities: A Comparison of County and City-Level Data. Prev. Chronic. Dis. 2020, 17, E137. [Google Scholar] [CrossRef]
- McKinlay, J.B. A case for refocusing upstream: The political economy of illness. IAPHS Occas. Class. 2019, 1, 1–10. [Google Scholar]
- Rose, G.; Khaw, K.; Marmot, M. Rose’s Strategy of Preventive Medicine. 2008. Available online: http://www.oxfordscholarship.com/view/10.1093/acprof:oso/9780192630971.001.0001/acprof-9780192630971 (accessed on 27 January 2021).
- Zhang, X.; Pérez-Stable, E.J.; Bourne, P.E.; Peprah, E.; Duru, O.K.; Breen, N.; Berrigan, D.; Wood, F.; Jackson, J.S.; Wong, D.W.; et al. Big Data Science: Opportunities and Challenges to Address Minority Health and Health Disparities in the 21st Century. Ethn. Dis. 2017, 27, 95–106. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Badland, H.; Pearce, J. Liveable for whom? Prospects of urban liveability to address health inequities. Soc. Sci. Med. 2019, 232, 94–105. [Google Scholar] [CrossRef] [PubMed]
- Marmot, M. Social determinants of health inequalities. Lancet 2005, 365, 1099–1104. [Google Scholar] [CrossRef]
- Marmot, M.; Wilkinson, R. Social Determinants of Health, 2nd ed.; Oxford University Press: Oxford, UK, 2006; p. 366. [Google Scholar]
- Marmot, M.; Stansfeld, S.; Patel, C.; North, F.; Head, J.; White, I.; Brunner, E.; Feeney, A.; Smith, G. Health inequalities among British civil servants: The Whitehall II study. Lancet 1991, 337, 1387–1393. [Google Scholar] [CrossRef]
- Poulton, R.; Caspi, A.; Milne, B.J.; Thomson, W.M.; Taylor, A.; Sears, M.R.; Moffitt, T.E. Association between children’s experience of socioeconomic disadvantage and adult health: A life-course study. Lancet 2002, 360, 1640–1645. [Google Scholar] [CrossRef] [Green Version]
- Wilkinson, R.G.; Marmot, M.G. Social Determinants of Health: The Solid Facts; World Health Organization: Copenhagen, Denmark, 2003. [Google Scholar]
- Bloom, D.E.; Canning, D. Commentary: The Preston Curve 30 years on: Still sparking fires. Int. J. Epidemiol. 2007, 36, 498–499. [Google Scholar] [CrossRef] [Green Version]
- Kartman, L. Human Ecology and Public Health. Am. J. Public Health Nations Health 1967, 57, 737–750. [Google Scholar] [CrossRef]
- World Bank (Ed.) Urban Population. In World Development Indicators; Wold Bank: Washingon, DC, USA, 2017. [Google Scholar]
- Antonovsky, A. The salutogenic model as a theory to guide health promotion. Health Promot. Int. 1996, 11, 11–18. [Google Scholar] [CrossRef]
- Marmot, M.; Bell, R. Action on Health Disparities in the United States Commission on Social Determinants of Health. JAMA J. Am. Med Assoc. 2009, 301, 1169–1171. [Google Scholar] [CrossRef]
- Solar, O.; Irwin, A. A Conceptual Framework for Action on the Social Determinants of Health. In Social Determinants of Health Discussion Paper 2 in Policy and Practice; World Health Organization: Geneva, Switzerland, 2010. [Google Scholar]
- Barton, H.; Grant, M. A health map for the local human habitat. J. R. Soc. Promot. Health 2006, 126, 252–253. [Google Scholar] [CrossRef] [PubMed]
- EIU. The Global Liveability Index 2021. In A Free Overview; The Economist: Cabot Square, UK, 2022. [Google Scholar]
- Browne, G.R.; Lowe, M. Liveability as determinant of health: Testing a new approach for health impact assessment of major infrastructure. Environ. Impact Assess. Rev. 2021, 87, 106546. [Google Scholar] [CrossRef]
- Lowe, M.; Whitzman, C.; Badland, H.; Davern, M.; Hes, D.; Aye, L.; Butterworth, I.; Giles-Corti, W. Liveable, Healthy, Sustainable: What are the Key Indicators for Melbourne Neighbourhoods? Department of Health and Human Services: Victoria, Australia, 2013. [Google Scholar]
- Badland, H.; Whitzman, C.; Lowe, M.; Davern, M.; Aye, L.; Butterworth, I.; Hes, D.; Giles-Corti, B. Urban liveability: Emerging lessons from Australia for exploring the potential for indicators to measure the social determinants of health. Soc. Sci. Med. 2014, 111, 64–73. [Google Scholar] [CrossRef]
- Bloemsma, L.D.; Wijga, A.H.; Klompmaker, J.O.; Janssen, N.A.; Smit, H.A.; Koppelman, G.; Brunekreef, B.; Lebret, E.; Hoek, G.; Gehring, U. The associations of air pollution, traffic noise and green space with overweight throughout childhood: The PIAMA birth cohort study. Environ. Res. 2018, 169, 348–356. [Google Scholar] [CrossRef]
- Marshall, J.D.; Brauer, M.; Frank, L.D. Healthy Neighborhoods: Walkability and Air Pollution. Environ. Health Perspect. 2009, 117, 1752–1759. [Google Scholar] [CrossRef] [PubMed]
- Prochaska, J.; Nolen, A.B.; Kelley, H.; Sexton, K.; Linder, S.H.; Sullivan, J. Social Determinants of Health in Environmental Justice Communities: Examining Cumulative Risk in Terms of Environmental Exposures and Social Determinants of Health. Hum. Ecol. Risk Assess. Int. J. 2014, 20, 980–994. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- US EPA. Environmental Justice Timeline. Environmental Justice. 2021. Available online: https://www.epa.gov/environmentaljustice/environmental-justice-timeline (accessed on 4 April 2021).
- Baum, F. The New Public Health; Oxford University Press: Oxford, UK, 2016. [Google Scholar]
- Walker, G.P. Environmental justice, impact assessment and the politics of knowledge: The implications of assessing the social distribution of environmental outcomes. Environ. Impact Assess. Rev. 2010, 30, 312–318. [Google Scholar] [CrossRef]
- Pasetto, R.; Mattioli, B.; Marsili, D. Environmental justice in industrially contaminated sites. A review of scientific evidence in the WHO European region. Int. J. Environ. Res. Public Health 2019, 16, 998. [Google Scholar] [CrossRef] [Green Version]
- Collins, T.W.; Grineski, S.E.; Nadybal, S. Social disparities in exposure to noise at public schools in the contiguous United States. Environ. Res. 2019, 175, 257–265. [Google Scholar] [CrossRef]
- Morelli, X.; Gabet, S.; Rieux, C.; Bouscasse, H.; Mathy, S.; Slama, R. Which decreases in air pollution should be targeted to bring health and economic benefits and improve environmental justice? Environ. Int. 2019, 129, 538–550. [Google Scholar] [CrossRef]
- Almansour, K.S.; Arisco, N.J.; Woo, M.K.; Young, A.S.; Adamkiewicz, G.; Hart, J.E. Playground lead levels in rubber, soil, sand, and mulch surfaces in Boston. PLoS ONE 2019, 14, e0216156. [Google Scholar] [CrossRef] [PubMed]
- Schaider, L.A.; Swetschinski, L.; Campbell, C.; Rudel, R.A. Environmental justice and drinking water quality: Are there socioeconomic disparities in nitrate levels in U.S. drinking water? Environ. Health 2019, 18, 1–15. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Zwickl, K. The demographics of fracking: A spatial analysis for four U.S. states. Ecol. Econ. 2019, 161, 202–215. [Google Scholar] [CrossRef]
- Hilburn, A.; Fry, M. Empirical environmental justice research in hydrocarbon extraction areas: Examining current approaches outside the U.S. using a Mexican case study. Appl. Geogr. 2019, 107, 63–71. [Google Scholar] [CrossRef]
- Liao, K.-H.; Chan, J.K.H.; Huang, Y.-L. Environmental justice and flood prevention: The moral cost of floodwater redistribution. Landsc. Urban Plan. 2019, 189, 36–45. [Google Scholar] [CrossRef]
- Harris, K.M. Mapping inequality: Childhood asthma and environmental injustice, a case study of St. Louis, Missouri. Soc. Sci. Med. 2019, 230, 91–110. [Google Scholar] [CrossRef]
- Yi, H.; Kreuter, U.P.; Han, D.; Güneralp, B. Social segregation of ecosystem services delivery in the San Antonio region, Texas, through 2050. Sci. Total Environ. 2019, 667, 234–247. [Google Scholar] [CrossRef]
- Łaszkiewicz, E.; Czembrowski, P.; Kronenberg, J. Can proximity to urban green spaces be considered a luxury? Classifying a non-tradable good with the use of hedonic pricing method. Ecol. Econ. 2019, 161, 237–247. [Google Scholar] [CrossRef]
- Montgomery, M.C.; Chakraborty, J.; Grineski, S.E.; Collins, T.W. An environmental justice assessment of public beach access in Miami, Florida. Appl. Geogr. 2015, 62, 147–156. [Google Scholar] [CrossRef]
- Deacon, L.; Baxter, J. No opportunity to say no: A case study of procedural environmental injustice in Canada. J. Environ. Plan. Manag. 2013, 56, 607–623. [Google Scholar] [CrossRef]
- Barnes, J.H.; Chatterton, T.J.; Longhurst, J.W.S. Emissions vs exposure: Increasing injustice from road traffic-related air pollution in the United Kingdom. Transport. Res. Part D Transp. Environ. 2019, 73, 56–66. [Google Scholar] [CrossRef]
- Rachele, J.N.; Giles-Corti, B.; Turrell, G. Neighbourhood disadvantage and self-reported type 2 diabetes, heart disease and comorbidity: A cross-sectional multilevel study. Ann. Epidemiol. 2016, 26, 146–150. [Google Scholar] [CrossRef]
- Luo, J.; Hendryx, M. Environmental Carcinogen Releases and Lung Cancer Mortality in Rural-Urban Areas of the United States. J. Rural Health 2011, 27, 342–349. [Google Scholar] [CrossRef]
- Bravo, M.A.; Anthopolos, R.; Bell, M.L.; Miranda, M.L. Racial isolation and exposure to airborne particulate matter and ozone in understudied US populations: Environmental justice applications of downscaled numerical model output. Environ. Int. 2016, 92–93, 247–255. [Google Scholar] [CrossRef]
- Tanzer, R.; Malings, C.; Hauryliuk, A.; Subramanian, R.; Presto, A.A. Demonstration of a Low-Cost Multi-Pollutant Network to Quantify Intra-Urban Spatial Variations in Air Pollutant Source Impacts and to Evaluate Environmental Justice. Int. J. Environ. Res. Public Health 2019, 16, 2523. [Google Scholar] [CrossRef] [Green Version]
- Chakraborty, J.; Green, D. The relationship between industrial air pollution and social disadvantage in Australia: National and regional inequities. Air Qual. Clim. Chang. 2014, 48, 35–38. [Google Scholar]
- Kweon, B.-S.; Mohai, P.; Lee, S.; Sametshaw, A.M. Proximity of public schools to major highways and industrial facilities, and students’ school performance and health hazards. Environ. Plan. B Urban Anal. City Sci. 2016, 45, 312–329. [Google Scholar] [CrossRef]
- Riva, M.; Terashima, M.; Curtis, S.; Shucksmith, J.; Carlebach, S. Coalfield health effects: Variation in health across former coalfield areas in England. Health Place 2011, 17, 588–597. [Google Scholar] [CrossRef]
- Chakraborty, J.; Green, D. Australia’s first national level quantitative environmental justice assessment of industrial air pollution. Environ. Res. Lett. 2014, 9, 044010. [Google Scholar] [CrossRef] [Green Version]
- Richardson, E.A.; Shortt, N.K.; Mitchell, R.J. The Mechanism behind Environmental Inequality in Scotland: Which Came First, the Deprivation or the Landfill? Environ. Plan. A Econ. Space 2010, 42, 223–240. [Google Scholar] [CrossRef] [Green Version]
- Duhme, H.; Weiland, S.K.; Keil, U.; Kraemer, B.; Schmid, M.; Stender, M.; Chambless, L. The Association between Self-Reported Symptoms of Asthma and Allergic Rhinitis and Self-Reported Traffic Density on Street of Residence in Adolescents. Epidemiology 1996, 7, 578–582. [Google Scholar] [CrossRef]
- ABS. Main Structure. 1270.0.55.001—Australian Statistical Geography Standard (ASGS): Volume 1—Main Structure and Greater Capital City Statistical Areas, July 2016. 2016. Available online: https://www.abs.gov.au/ausstats/[email protected]/Lookup/by%20Subject/1270.0.55.001~July%202016~Main%20Features~Main%20structure~10002 (accessed on 7 April 2021).
- Rossiter, K. What Are Census Blocks? Random Samplings. 2011. Available online: https://www.census.gov/newsroom/blogs/random-samplings/2011/07/what-are-census-blocks.html (accessed on 20 May 2021).
- Schaeffer, Y.; Tivadar, M. Measuring Environmental Inequalities: Insights from the Residential Segregation Literature. Ecol. Econ. 2019, 164, 106329. [Google Scholar] [CrossRef]
- Morrison, S.; Fordyce, F.M.; Scott, E.M. An initial assessment of spatial relationships between respiratory cases, soil metal content, air quality and deprivation indicators in Glasgow, Scotland, UK: Relevance to the environmental justice agenda. Environ. Geochem. Health 2013, 36, 319–332. [Google Scholar] [CrossRef] [Green Version]
- Spina, F.; McCormack, P.D.; Clarke, K.; Walfield, S. Environmental Enforcement: An Exploration of Latino Political Representation. Sociol. Perspect. 2019, 62, 308–324. [Google Scholar] [CrossRef]
- Allen, S.; Fanucchi, M.V.; McCormick, L.C.; Zierold, K.M. The Search for Environmental Justice: The Story of North Birmingham. Int. J. Environ. Res. Public Health 2019, 16, 2117. [Google Scholar] [CrossRef] [Green Version]
- Lado, M.E. Toward Civil Rights Enforcement in the Environmental Justice Context: Step One: Acknowledging the Problem. Environ. Law Rev. 2017, 29, 1–49. [Google Scholar]
- Stiglitz, J.E.; Sen, A.; Fitoussi, J.P. Report by the Commission on the Measurement of Economic Performance and Social Progress; Eurostat: Luxembourg, 2009. [Google Scholar]
- Johnson, B.B. Acculturation, ethnicity, and air pollution perceptions. Risk Anal. Int. J. 2011, 31, 984–999. [Google Scholar] [CrossRef]
- Chakraborty, J.; Collins, T.W.; Grineski, S.E.; Maldonado, A. Racial differences in perceptions of air pollution health risk: Does environmental exposure matter? Int. J. Environ. Res. Public Health 2017, 14, 116. [Google Scholar] [CrossRef] [Green Version]
- Todd, H.; Zografos, C. Justice for the Environment: Developing a Set of Indicators of Environmental Justice for Scotland. Environ. Values 2005, 14, 483–501. [Google Scholar] [CrossRef]
- Lingard, H.; Hallowell, M.; Salas, R.; Pirzadeh, P. Leading or lagging? Temporal analysis of safety indicators on a large infrastructure construction project. Saf. Sci. 2017, 91, 206–220. [Google Scholar] [CrossRef]
- Marr, B. What’s The Difference Between Lagging and Leading Indicators? In Forbes (online); Integrated Whale Media Investments: Jersey City, NJ, USA, 2020. [Google Scholar]
- Chakraborty, J.; Armstrong, M.P. Exploring the Use of Buffer Analysis for the Identification of Impacted Areas in Environmental Equity Assessment. Cartogr. Geogr. Inf. Syst. 1997, 24, 145–157. [Google Scholar] [CrossRef]
- Yoon, D.K.; Kang, J.E.; Park, J. Exploring Environmental Inequity in South Korea: An Analysis of the Distribution of Toxic Release Inventory (TRI) Facilities and Toxic Releases. Sustainability 2017, 9, 1886. [Google Scholar] [CrossRef] [Green Version]
- Havard, S.; Reich, B.J.; Bean, K.; Chaix, B. Social inequalities in residential exposure to road traffic noise: An environmental justice analysis based on the RECORD Cohort Study. Occup. Environ. Med. 2011, 68, 366–374. [Google Scholar] [CrossRef] [Green Version]
- Hopkins, A. Thinking about process safety indicators. Saf. Sci. 2009, 47, 460–465. [Google Scholar]
- Reiman, T.; Pietikäinen, E. Leading indicators of system safety – Monitoring and driving the organizational safety potential. Saf. Sci. 2011, 50, 1993–2000. [Google Scholar] [CrossRef]
- Luo, J.; Hendryx, M.; Ducatman, A. Association between Six Environmental Chemicals and Lung Cancer Incidence in the United States. J. Environ. Public Health 2011, 2011, 463701. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Navi, M.; Pisaniello, D.; Hansen, A.; Nitschke, M. Potential Health Outcome and Vulnerability Indicators of Climate Change for Australia: Evidence for Policy Development. Aust. J. Public Adm. 2016, 76, 160–175. [Google Scholar] [CrossRef]
- Niemeijer, D.; de Groot, R.S. A conceptual framework for selecting environmental indicator sets. Ecol. Indic. 2008, 8, 14–25. [Google Scholar] [CrossRef]
- Van Oudenhoven, A.P.; Petz, K.; Alkemade, R.; Hein, L.; de Groot, R.S. Framework for systematic indicator selection to assess effects of land management on ecosystem services. Ecol. Indic. 2012, 21, 110–122. [Google Scholar] [CrossRef]
- Gilderbloom, J.H.; Meares, W.L.; Squires, G.D. Pollution, place, and premature death: Evidence from a mid-sized city. Local Environ. 2020, 25, 419–432. [Google Scholar] [CrossRef]
- ABS; IRSD. The Index of Relative Socio-Economic Disadvantage. 2018. Available online: https://www.abs.gov.au/ausstats/[email protected]/Lookup/by%20Subject/2033.0.55.001~2016~Main%20Features~IRSD~19 (accessed on 8 February 2021).
- Hu, X.; Waller, L.A.; Lyapustin, A.; Wang, Y.; Al-Hamdan, M.Z.; Crosson, W.L.; Estes, M.G.; Estes, S.M.; Quattrochi, D.A.; Puttaswamy, S.J.; et al. Estimating ground-level PM2.5 concentrations in the Southeastern United States using MAIAC AOD retrievals and a two-stage model. Remote Sens. Environ. 2014, 140, 220–232. [Google Scholar] [CrossRef]
- Claudio, L.; Tulton, L.; Doucette, J.; Landrigan, P.J. Socioeconomic factors and asthma hospitalization rates in New York City. J. Asthma 1999, 36, 343–350. [Google Scholar] [CrossRef] [PubMed]
- Orta-Martínez, M.; Pellegrini, L.; Arsel, M. “The squeaky wheel gets the grease”? The conflict imperative and the slow fight against environmental injustice in northern Peruvian Amazon. Ecol. Soc. 2018, 23, 7. [Google Scholar] [CrossRef]
- Binder, T.; De Michelis, G.; Ehn, P.; Jacucci, G.; Linde, P. Design Things; MIT Press: Cambridge, MA, USA, 2011. [Google Scholar]
- Mohajan, H.K. Two criteria for good measurements in research: Validity and reliability. Ann. Spiru Haret Univ. Econ. Ser. 2017, 17, 59–82. [Google Scholar] [CrossRef] [Green Version]
- Cole, D.C.; Eyles, J.; Gibson, B.L. Indicators of human health in ecosystems: What do we measure? Sci. Total Environ. 1998, 224, 201–213. [Google Scholar] [CrossRef]
- Higgs, C.; Badland, H.; Simons, K.; Knibbs, L.; Giles-Corti, B. The Urban Liveability Index: Developing a policy-relevant urban liveability composite measure and evaluating associations with transport mode choice. Int. J. Health Geogr. 2019, 18, 14. [Google Scholar] [CrossRef] [Green Version]
- Kitchin, R.; Lauriault, T.P.; McArdle, G. Knowing and governing cities through urban indicators, city benchmarking and real-time dashboards. Reg. Stud. Reg. Sci. 2015, 2, 6–28. [Google Scholar] [CrossRef] [Green Version]
- Collins, M.B.; Munoz, I.; JaJa, J. Linking ‘toxic outliers’ to environmental justice communities. Environ. Res. Lett. 2016, 11, 015004. [Google Scholar] [CrossRef]
- Anand, S. The concern for equity in health. J. Epidemiol. Community Health 2002, 56, 485–487. [Google Scholar] [CrossRef]
- Klasen, S. The efficiency of equity. Rev. Political Econ. 2008, 20, 257–274. [Google Scholar] [CrossRef]
- Spina, F. Environmental justice and patterns of state inspections. Soc. Sci. Q. 2015, 96, 417–429. [Google Scholar] [CrossRef]
- Zhao, J.; Gladson, L.; Cromar, K. A novel environmental justice indicator for managing local air pollution. Int. J. Environ. Res. Public Health 2018, 15, 1260. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- WHO. Ambient (Outdoor) Air Quality and Health; The World Health Organization: Geneva, Switzerland, 2015. [Google Scholar]
- Johnson Gaither, C.; Afrin, S.; Garcia-Menendez, F.; Odman, M.T.; Huang, R.; Goodrick, S.; Ricardo da Silva, A. African American Exposure to Prescribed Fire Smoke in Georgia, USA. Int. J. Environ. Res. Public Health 2019, 16, 3079. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Gouveia, N.; Bremner, S.; Novaes, H. Association between ambient air pollution and birth weight in São Paulo, Brazil. J. Epidemiol. Community Health 2004, 58, 11–17. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Guo, H.; Wang, T.; Blake, D.; Simpson, I.; Kwok, Y.; Li, Y. Regional and local contributions to ambient non-methane volatile organic compounds at a polluted rural/coastal site in Pearl River Delta, China. Atmos. Environ. 2006, 40, 2345–2359. [Google Scholar] [CrossRef] [Green Version]
- Zielinska, B.; Fujita, E.; Ollison, W.; Campbell, D.; Sagebiel, J. Quantification of personal exposure concentrations to gasoline vehicle emissions in high-end exposure microenvironments: Effects of fuel and season. J. Air Waste Manag. Assoc. 2012, 62, 1346–1357. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Malmqvist, E.; Rignell-Hydbom, A.; Tinnerberg, H.; Björk, J.; Stroh, E.; Jakobsson, K.; Rittner, R.; Rylander, L. Maternal exposure to air pollution and birth outcomes. Environ. Health Perspect. 2011, 119, 553–558. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Turner, L.R.; Connell, D.; Tong, S. The effect of heat waves on ambulance attendances in Brisbane, Australia. Prehosp. Disaster Med. 2013, 28, 482–487. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Haberle, S.G.; Bowman, D.M.; Newnham, R.M.; Johnston, F.H.; Beggs, P.J.; Buters, J.; Campbell, B.; Erbas, B.; Godwin, I.; Green, B.J. The macroecology of airborne pollen in Australian and New Zealand urban areas. PLoS ONE 2014, 9, e97925. [Google Scholar] [CrossRef] [PubMed]
- Darwish, T.; Bakar, K.A. Traffic density estimation in vehicular ad hoc networks: A review. Ad Hoc Netw. 2015, 24, 337–351. [Google Scholar] [CrossRef]
- Walter, C.; Schneider-Futschik, E.; Irving, L. Traffic pollution near childcare centres in Melbourne. Aust. N. Z. J. Public Health 2019, 43, 410–412. [Google Scholar] [CrossRef] [Green Version]
- Wiseman, J.; McLeod, J.; Zubrick, S.R. Promoting mental health and well-being: Integrating individual, organisational and community-level indicators. Health Promot. J. Aust. 2007, 18, 198–207. [Google Scholar] [CrossRef] [PubMed]
- Rogalsky, D.K.; Mendola, P.; Metts, T.A.; Martin, W.J. Estimating the number of low-income americans exposed to household air pollution from burning solid fuels. Environ. Health Perspect. 2014, 122, 806–810. [Google Scholar] [CrossRef] [Green Version]
- CEHTP. Agricultural Pesticide Use Near Public Schools in California; California Department of Public Health and the Public Health Institute: San Francisco, CA, USA, 2014. [Google Scholar]
- Rüttenauer, T. Neighbours matter: A nation-wide small-area assessment of environmental inequality in Germany. Soc. Sci. Res. 2018, 70, 198–211. [Google Scholar] [CrossRef] [PubMed]
- EPAV. Beach Report–Water Quality Forecast. Available online: https://yarraandbay.vic.gov.au/beach-report (accessed on 22 September 2019).
- CES. State of the Environment Part 4, Coasts Estuaries & The Sea. In Commissioner for Environmental Sustainability; Victorian Government: Melbourne, Australia, 2008. [Google Scholar]
- Boyd, G.R.; Palmeri, J.M.; Zhang, S.; Grimm, D.A. Pharmaceuticals and personal care products (PPCPs) and endocrine disrupting chemicals (EDCs) in stormwater canals and Bayou St. John in New Orleans, Louisiana, USA. Sci. Total Environ. 2004, 333, 137–148. [Google Scholar] [CrossRef] [PubMed]
- Fielding, J.L. Flood risk and inequalities between ethnic groups in the floodplains of England and Wales. Disasters 2018, 42, 101–123. [Google Scholar] [CrossRef] [PubMed]
- Chakraborty, J.; Collins, T.W.; Grineski, S.E. Exploring the environmental justice implications of Hurricane Harvey flooding in Greater Houston, Texas. Am. J. Public Health 2019, 109, 244–250. [Google Scholar] [CrossRef]
- Sobotta, R.R.; Campbell, H.E.; Owens, B.J. Aviation noise and environmental justice: The barrio barrier. J. Reg. Sci. 2007, 47, 125–154. [Google Scholar] [CrossRef]
- Lakes, T.; Brückner, M.; Krämer, A. Development of an environmental justice index to determine socio-economic disparities of noise pollution and green space in residential areas in Berlin. J. Environ. Plan. Manag. 2014, 57, 538–556. [Google Scholar] [CrossRef]
- Richardson, M.J.; Madrigal, D.S.; Wilkie, A.; Wong, M.; Roberts, E. Environmental Health Tracking Improves Pesticide Use Data to Enable Research and Inform Public Health Actions in California. J. Public Health Manag. Pract. 2017, 23, S97–S104. [Google Scholar] [CrossRef]
- Tolhurst, T.; Goodhue, R.; DeMars, C.; Zhang, M. Environmental Justice and Self-Regulation of Pesticide Applications: Evidence from California. In Proceedings of the Agricultural & Applied Economics Association Annual Meeting, Atlanta, GA, USA, 21–23 July 2019. [Google Scholar]
- Blue Environment. Hazardous Waste in Australia 2017; Department of the Environment and Energy: Melbourne, Australia, 2017. [Google Scholar]
- VAGO. Recovering and Reprocessing Resources from Waste; Victorian Government: Melbourne, Australia, 2019.
- Arundel, J.; Lowe, M.; Hooper, P.; Roberts, R.; Rozek, J.; Higgs, C.; Giles-Corti, B. Creating Liveable Cities in Australia: Mapping Urban Policy Implementation and Evidence-Based National Liveability Indicators; Centre for Urban Research (CUR): Melbourne, Australia, 2017. [Google Scholar]
- BOM. Observation of Rainfall. Available online: http://www.bom.gov.au/climate/cdo/about/rain-measure.shtml (accessed on 22 September 2019).
- Vaughan, K.B.; Kaczynski, A.T.; Wilhelm Stanis, S.A.; Besenyi, G.M.; Bergstrom, R.; Heinrich, K.M. Exploring the distribution of park availability, features, and quality across Kansas City, Missouri by income and race/ethnicity: An environmental justice investigation. Ann. Behav. Med. 2013, 45, S28–S38. [Google Scholar] [CrossRef] [Green Version]
- Pereira, G.; Christian, H.; Foster, S.; Boruff, B.J.; Bull, F.; Knuiman, M.; Giles-Corti, B. The association between neighborhood greenness and weight status: An observational study in Perth Western Australia. Environ. Health 2013, 12, 49. [Google Scholar] [CrossRef] [Green Version]
- Wilson, L.-A.; Giles-Corti, B.; Turrell, G. The association between objectively measured neighbourhood features and walking for transport in mid-aged adults. Local Environ. 2012, 17, 131–146. [Google Scholar] [CrossRef]
- Davern, M.; Gunn, L.; Whitzman, C.; Higgs, C.; Giles-Corti, B.; Simons, K.; Villanueva, K.; Mavoa, S.; Roberts, R.; Badland, H. Using spatial measures to test a conceptual model of social infrastructure that supports health and wellbeing. Cities Health 2017, 1, 194–209. [Google Scholar] [CrossRef] [Green Version]
- Smit, L.A.; Hooiveld, M.; van der Sman-de Beer, F.; Opstal-van Winden, A.W.; Beekhuizen, J.; Wouters, I.M.; Yzermans, C.J.; Heederik, D. Air pollution from livestock farms, and asthma, allergic rhinitis and COPD among neighbouring residents. Occup. Environ. Med. 2014, 71, 134–140. [Google Scholar] [CrossRef] [Green Version]
- WHO. ICD-11 for Mortality and Morbidity Statistics; World Health Organization: Geneva, Switzerland, 2019. [Google Scholar]
- Rachele, J.N.; Kavanagh, A.; Brown, W.J.; Healy, A.M.; Schmid, C.J.; Turrell, G. Neighborhood socioeconomic disadvantage and body mass index among residentially stable mid-older aged adults: Findings from the HABITAT multilevel longitudinal study. Prev. Med. 2017, 105, 271–274. [Google Scholar] [CrossRef] [Green Version]
- Badland, H.; Turrell, G.; Giles-Corti, B. Who does well where? Exploring how self-rated health differs across diverse people and neighborhoods. Health Place 2013, 22, 82–89. [Google Scholar] [CrossRef]
- Richardson, E.A.; Pearce, J.; Mitchell, R.; Kingham, S. Role of physical activity in the relationship between urban green space and health. Public Health 2013, 127, 318–324. [Google Scholar] [CrossRef] [Green Version]
- Ware, J.; Kosinski, M.; Gandek, B. SF-36 Health Survey: Manual and Interpretation Guide Lincoln; Quality Metric Incorporated: Johnston, RI, USA, 2000. [Google Scholar]
- Cummins, R.A.; Eckersley, R.; Pallant, J.; Van Vugt, J.; Shelley, J.; Pusey, M.; Misajon, R.A. Australian Unity Wellbeing Index; Australian Centre on Quality of Life, Deakin University: Melbourne, Australia, 2001. [Google Scholar]
- Davern, M. The Subjective Wellbeing Evaluation Toolkit: A Resource to Support the Use of Subjective Wellbeing to Measure the Impact of Community Programs and Public Policy Initiatives; University of Melbourne: Melbourne, Australia, 2016. [Google Scholar]
- WHO. Global Nutrition Targets 2025: Low Birth Weight Policy Brief; World Health Organization: Geneva, Switzerland, 2019. [Google Scholar]
- Turrell, G.; Haynes, M.; Burton, N.W.; Giles-Corti, B.; Oldenburg, B.; Wilson, L.-A.; Giskes, K.; Brown, W.J. Neighborhood disadvantage and physical activity: Baseline results from the HABITAT multilevel longitudinal study. Ann. Epidemiol. 2010, 20, 171–181. [Google Scholar] [CrossRef] [Green Version]
- Rachele, J.N.; Wood, L.; Nathan, A.; Giskes, K.; Turrell, G. Neighbourhood disadvantage and smoking: Examining the role of neighbourhood-level psychosocial characteristics. Health Place 2016, 40, 98–105. [Google Scholar] [CrossRef]
- Kamruzzaman, M.; Shatu, F.M.; Hine, J.; Turrell, G. Commuting mode choice in transit oriented development: Disentangling the effects of competitive neighbourhoods, travel attitudes, and self-selection. Transp. Policy 2015, 42, 187–196. [Google Scholar] [CrossRef] [Green Version]
- Greife, M.; Stretesky, P.B.; Shelley, T.O.C.; Pogrebin, M. Corporate environmental crime and environmental justice. Crim. Justice Policy Rev. 2017, 28, 327–346. [Google Scholar] [CrossRef] [Green Version]
- Wilson, S.M.; Richard, R.; Joseph, L.; Williams, E. Climate change, environmental justice, and vulnerability: An exploratory spatial analysis. Environ. Justice 2010, 3, 13–19. [Google Scholar] [CrossRef] [Green Version]
- Lynch, M.J.; Stretesky, P.B.; Long, M.A. Environmental crime prosecutions in Ireland, 2004–2014. Int. J. Comp. Appl. Crim. Justice 2019, 43, 277–293. [Google Scholar] [CrossRef]
- Potvin, S.; Apparicio, P.; Séguin, A.-M. The spatial distribution of noise barriers in Montreal: A barrier to achieve environmental equity. Transp. Res. Part D Transp. Environ. 2019, 72, 83–97. [Google Scholar] [CrossRef]
- Potvin, S. La Distribution Spatiale des Écrans Antibruit dans la Région de Montréal: Une Barrière Sonore à L’équité Environnementale? Institut National de la Recherche Scientifique, Université du Québec: Québec, Australia, 2019. [Google Scholar]
- Carrier, M.; Apparicio, P.; Séguin, A.-M.; Crouse, D. School locations and road transportation nuisances in Montreal: An environmental equity diagnosis. Transp. Policy 2019, 81, 302–310. [Google Scholar] [CrossRef]
- Ruá, M.J.; Huedo, P.; Cabeza, M.; Saez, B.; Agost-Felip, R. A model to prioritise sustainable urban regeneration in vulnerable areas using SWOT and CAME methodologies. J. Hous. Built Environ. 2021, 36, 1603–1627. [Google Scholar] [CrossRef]
- Bond. Principles and Checklist for Assessing the Quality of Evidence; Bond, the International Development Network: London, UK, 2018. [Google Scholar]
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations. |
© 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Browne, G.R.; Gunn, L.D.; Davern, M. A Framework for Developing Environmental Justice Indicators. Standards 2022, 2, 90-105. https://doi.org/10.3390/standards2010008
Browne GR, Gunn LD, Davern M. A Framework for Developing Environmental Justice Indicators. Standards. 2022; 2(1):90-105. https://doi.org/10.3390/standards2010008
Chicago/Turabian StyleBrowne, Geoffrey R., Lucy Dubrelle Gunn, and Melanie Davern. 2022. "A Framework for Developing Environmental Justice Indicators" Standards 2, no. 1: 90-105. https://doi.org/10.3390/standards2010008
APA StyleBrowne, G. R., Gunn, L. D., & Davern, M. (2022). A Framework for Developing Environmental Justice Indicators. Standards, 2(1), 90-105. https://doi.org/10.3390/standards2010008