Creating a Spatial Vulnerability Index for Environmental Health (2403.14954v1)
Abstract: Extreme natural hazards are increasing in frequency and intensity. These natural changes in our environment, combined with man-made pollution, have substantial economic, social and health impacts globally. The impact of the environment on human health (environmental health) is becoming well understood in international research literature. However, there are significant barriers to understanding key characteristics of this impact, related to substantial data volumes, data access rights and the time required to compile and compare data over regions and time. This study aims to reduce these barriers in Australia by creating an open data repository of national environmental health data and presenting a methodology for the production of health outcome-weighted population vulnerability indices related to extreme heat, extreme cold and air pollution at various temporal and geographical resolutions. Current state-of-the-art methods for the calculation of vulnerability indices include equal weight percentile ranking and the use of principal component analysis (PCA). The weighted vulnerability index methodology proposed in this study offers an advantage over others in the literature by considering health outcomes in the calculation process. The resulting vulnerability percentiles more clearly align population sensitivity and adaptive capacity with health risks. The temporal and spatial resolutions of the indices enable national monitoring on a scale never before seen across Australia. Additionally, we show that a weekly temporal resolution can be used to identify spikes in vulnerability due to changes in relative national environmental exposure.
- A.Ā Prüss-Ćstün, J.Ā Wolf, C.Ā CorvalĆ”n, R.Ā Bos, and M.Ā Neira, āPreventing disease through healthy environments: a global assessment of the burden of disease from environmental risks,ā World Health Organization, Tech. Rep., 2016.
- N.Ā Seltenrich, āBetween extremes: health effects of heat and cold,ā Environmental Health Perspectives, vol. 123, no.Ā 11, p. 276ā280, 2015.
- I.Ā Manisalidis, E.Ā Stavropoulou, A.Ā Stavropoulos, and E.Ā Bezirtzoglou, āEnvironmental health impacts of air pollution: a review,ā Frontiers in Public Health, vol.Ā 8, p.Ā 14, 2020.
- IPCC, āClimate change 2021: The physical science basis: Summary for policymakers,ā Cambridge University Press Cambridge, Tech. Rep., 2021.
- P.Ā Kinney, āClimate change, air quality, and human health,ā American Journal of Preventive Medicine, vol.Ā 35, no.Ā 5, p. 459ā467, 2008.
- IQAir, āAir quality in Australia,ā in IQAir, 2021. [Online]. Available: https://www.iqair.com/au/australia
- Australian Institute of Health and Welfare, āAustralian burden of disease study: impact of illness and death in Australia,ā in AIHW, Canberra, 2011.
- L.Ā Coates, K.Ā Haynes, J.Ā Oābrien, J.Ā McAneney, and F.Ā D. DeĀ Oliveira, āExploring 167 years of vulnerability: An examination of extreme heat events in Australia 1844ā2010,ā Environmental Science & Policy, vol.Ā 42, pp. 33ā44, 2014.
- L.Ā Coates, J.Ā van Leeuwen, S.Ā Browning, A.Ā Gissing, J.Ā Bratchell, and A.Ā Avci, āHeatwave fatalities in Australia, 2001ā2018: an analysis of coronial records,ā International Journal of Disaster Risk Reduction, vol.Ā 67, p. 102671, 2022.
- A.Ā Gasparrini, Y.Ā Guo, M.Ā Hashizume, E.Ā Lavigne, A.Ā Zanobetti, J.Ā Schwartz, A.Ā Tobias, S.Ā Tong, J.Ā Rocklov, B.Ā Forsberg, and M.Ā Leone, āMortality risk attributable to high and low ambient temperature: a multicountry observational study,ā The Lancet, vol. 386, no. 9991, p. 369ā375, 2015.
- S.Ā Vardoulakis, K.Ā Dear, S.Ā Hajat, C.Ā Heaviside, B.Ā Eggen, and A.Ā McMichael, āComparative assessment of the effects of climate change on heat-and cold-related mortality in the United Kingdom and Australia,ā Environmental Health Perspectives, vol. 122, no.Ā 12, p. 1285ā1292, 2014.
- B.Ā Wondmagegn, J.Ā Xiang, K.Ā Dear, S.Ā Williams, A.Ā Hansen, D.Ā Pisaniello, M.Ā Nitschke, J.Ā Nairn, B.Ā Scalley, A.Ā Xiao, L.Ā Jian, M.Ā Tong, H.Ā Bambrick, J.Ā Karnon, and P.Ā Bi, āIncreasing impacts of temperature on hospital admissions, length of stay, and related healthcare costs in the context of climate change in Adelaide, South Australia,ā Science of the total Environment, vol. 773, p. 145656, 2021.
- P.Ā Kinney, J.Ā Schwartz, M.Ā P, P.Ā Elisaveta, A.Ā Terte, S.Ā Medina, and R.Ā Vautard, āWinter season mortality: will climate warming bring benefits?ā Environmental Research Letters, vol.Ā 10, no.Ā 6, p. 064016, 2015.
- Environmental Health Indicators New Zealand, āMonitoring New Zealandās environmental health.ā [Online]. Available: https://www.ehinz.ac.nz
- L.Ā Frank and P.Ā Engelke, āMultiple impacts of the built environment on public health: walkable places and the exposure to air pollution,ā International Regional Science Review, vol.Ā 28, no.Ā 2, p. 193ā216, 2005.
- A.Ā DāAddona, N.Ā Mullan, and J.Ā Dodds, āInvestigation, scoping and planning of a national environmental health tracking system,ā West Australian Department of Health for enHealth Committee. Environmental Health Directorate, 2010.
- F.Ā Armstrong, S.Ā Cooke, D.Ā Rissik, and F.Ā Tonmoy, āHuman health and wellbeing climate change adaptation plan for Queensland,ā Department of Environment and Science (Qld), Tech. Rep., 2018.
- Health Effects Institute, āState of Global Air 2020.ā [Online]. Available: https://www.stateofglobalair.org/
- G.Ā Burton, S.Ā Rufat, and E.Ā Tate, āSocial vulnerability: conceptual foundations and geospatial modelling,ā in Vulnerability and Resilience to Natural Hazards.Ā Ā Ā Cambridge University Press, 2018, p. 53ā81.
- National Resilience Taskforce, āProfiling Australiaās vulnerability: the interconnected causes and cascading effects of systemic disaster risk,ā Canberra, 2018.
- A.Ā Dwyer, C.Ā Zoppou, O.Ā Nielsen, S.Ā Day, and S.Ā Roberts, āQuantifying social vulnerability: a methodology for identifying those at risk to natural hazards,ā Geoscience Australia, Canberra, 2004.
- S.Ā Begg, T.Ā Vos, B.Ā Barker, C.Ā Stevenson, L.Ā Stanley, and A.Ā D. Lopez, āThe burden of disease and injury in Australia 2003,ā Australian Institute of Health and Welfare, Tech. Rep., 2007.
- M.Ā Beaty and B.Ā Varghese, āReducing illness and lives lost from heatwaves,ā in Bureau of Meteorology, Canberra, 2021.
- Centre for Population at Treasury for the Australian Institute of Health and Welfare, āProfile of Australiaās population,ā 2022. [Online]. Available: https://www.aihw.gov.au/reports/australias-health/profile-of-australias-population
- M.Ā L. Parry, O.Ā Canziani, J.Ā Palutikof, P.Ā VanĀ der Linden, and C.Ā Hanson, āClimate change 2007 impacts, adaptation and vulnerability: Working group II contribution to the fourth assessment report of the IPCC,ā Cambridge University Press, Tech. Rep., 2007.
- B.Ā R. Gurjar, A.Ā Jain, A.Ā Sharma, A.Ā Agarwal, P.Ā Gupta, A.Ā Nagpure, and J.Ā Lelieveld, āHuman health risks in megacities due to air pollution,ā Atmospheric Environment, vol.Ā 44, no.Ā 36, pp. 4606ā4613, 2010.
- C.Ā Keijzer, D.Ā Agis, A.Ā Ambros, and G.Ā Arevalo, āThe association of air pollution and greenness with mortality and life expectancy in Spain: A small-area study,ā Environment International, vol.Ā 99, p. 170ā176, 2017.
- D.Ā Hondula, R.Ā Davis, M.Ā Leisten, M.Ā Saha, L.Ā Veazey, and C.Ā Wegner, āFine-scale spatial variability of heat-related mortality in Philadelphia County, USA, from 1983-2008: a case-series analysis,ā Environmental Health, vol.Ā 11, no.Ā 1, p. 1ā11, 2012.
- C.Ā Rinner, D.Ā Patychuk, K.Ā Bassil, S.Ā Nasr, S.Ā Gower, and M.Ā Campbell, āThe role of maps in neighborhood-level heat vulnerability assessment for the city of Toronto,ā Catography and Geographic Information Science, vol.Ā 37, no.Ā 1, p. 31ā44, 2010.
- C.Ā Reid, M.Ā OāNeill, C.Ā Gronlund, S.Ā Brines, D.Ā Brown, A.Ā Diez-Roux, and J.Ā Schwartz, āMapping community determinants of heat vulnerability,ā Environmental Health Perspectives, vol. 117, no.Ā 11, p. 1730ā1736, 2009.
- J.Ā Yu, K.Ā Castellani, K.Ā Forysinski, P.Ā Gustafson, J.Ā Lu, E.Ā Peterson, M.Ā Tran, A.Ā Yao, J.Ā Zhao, and M.Ā Brauer, āGeospatial indicators of exposure, sensitivity, and adaptive capacity to assess neighbourhood variation in vulnerability to climate change-related health hazards,ā Environmental Health, vol.Ā 20, no.Ā 1, p. 1ā20, 2021.
- A.Ā El-Zein and F.Ā Tonmoy, āAssessment of vulnerability to climate change using a multi-criteria outranking approach with application to heat stress in Sydney,ā Ecological Indicators, vol.Ā 48, p. 207ā217, 2015.
- University of New South Wales, āHeat vulnerability index for Sydney.ā [Online]. Available: https://cityfutures.be.unsw.edu.au/cityviz/heat-vulnerability-index-sydney/
- L.Ā Inostroza, M.Ā Palme, and F.Ā Barrera, āA heat vulnerability index: spatial patterns of exposure, sensitivity and adaptive capacity for Santiago de Chile,ā PLOS One, vol.Ā 11, no.Ā 9, p. 0162464, 2016.
- D.Ā Brousmiche, F.Ā Occelli, M.Ā Genin, D.Ā Cuny, A.Ā Deram, and C.Ā Lanier, āSpatialized composite indices to evaluate environmental health inequalities: Meeting the challenge of selecting relevant variables,ā Ecological Indicators, vol. 111, p. 106023, 2020.
- Australian Bureau of Statistics, āAustralian statistical geography standard (ASGS) edition 3,ā Australian Government Canberra, Tech. Rep., 2021.
- āā, āLocal government areas,ā 2021. [Online]. Available: https://www.abs.gov.au/statistics/standards/australian-statistical-geography-standard-asgs-edition-3/jul2021-jun2026/non-abs-structures/local-government-areas
- Commonwealth Scientific and Industrial Research Organisation, āLocal government areas,ā 2023. [Online]. Available: https://ahd.csiro.au/dashboards/energy-rating/lga/
- Bureau of Meteorology, āLong-range weather and climate,ā 2021. [Online]. Available: http://www.bom.gov.au/climate/
- J.Ā Nairn and R.Ā Fawcett, āDefining heatwaves: heatwave defined as a heat impact event servicing all community and business,ā The Centre for Australian Weather and Climate Research, 2013.
- āā, āThe excess heat factor: a metric for heatwave intensity and its use in classifying heatwave severity,ā International Journal of Environmental Research and Public Health, vol.Ā 12, p. 227ā253, 2015.
- B.Ā Scalley, T.Ā Spicer, L.Ā Jian, J.Ā Xiao, J.Ā Nairn, A.Ā Robertson, and T.Ā Weeramanthri, āResponding to heatave intensity: excess heat factor is a superior predictor of health service utilisation and a trigger for heatwave plans,ā Australia and New Zealand Journal of Public Health, vol.Ā 39, no.Ā 6, p. 582ā587, 2015.
- J.Ā Xiao, T.Ā Spicer, L.Ā Jian, G.Ā Yun, C.Ā Shao, J.Ā Nairn, R.Ā Fawcett, A.Ā Robertson, and T.Ā Weeramanthri, āVariation in population vulnerability to heat wave in Western Australia,ā Frontiers in Public Health, vol.Ā 5, no.Ā 64, p. 1ā10, 2017.
- Copernicus, āCAMS global reanalysis (EAC4),ā 2021. [Online]. Available: https://ads.atmosphere.copernicus.eu/cdsapp#!/dataset/cams-global-reanalysis-eac4?tab=overview
- Australian Bureau of Statistics, āWhat the Census is,ā 2021. [Online]. Available: https://www.abs.gov.au/census/learn/about
- Geoscience Australia, āDEA waterbodies,ā 2021. [Online]. Available: https://www.ga.gov.au/dea/products/dea-waterbodies
- NASA, āMODIS vegetation index products (NDVI and EVI),ā 2021. [Online]. Available: https://modis.gsfc.nasa.gov/data/dataprod/mod13.php
- TERN, āSeasonal ground cover - landsat, JRSRP algorithm, Australia coverage,ā 2021. [Online]. Available: https://portal.tern.org.au/seasonal-ground-cover-australia-coverage/22022
- B.Ā Flanagan, E.Ā Gregory, E.Ā Hallisey, J.Ā Heitgerd, and B.Ā Lewis, āA social vulnerability index for disaster management,ā Journal of Homeland Security and Emergency Management, vol.Ā 8, no.Ā 1, 2011.
- S.Ā Cutter, B.Ā Boruff, and W.Ā Shirley, āSocial vulnerability to environmental hazards,ā Social Science Quarterly, vol.Ā 84, no.Ā 2, p. 242ā261, 2003.
- Public Health Information Development Unit, āNotes on the data: chronic diseases and conditions,ā 2021. [Online]. Available: https://phidu.torrens.edu.au/notes-on-the-data/health-status-disability-deaths/est-diabetes
- Australian Institute of Health and Welfare, āMortality over regions and time (MORT) books,ā 2021. [Online]. Available: https://www.aihw.gov.au/reports/life-expectancy-death/mort-books/contents/mort-books
- Public Health Information Development Unit, āSocial health atlases.ā [Online]. Available: https://phidu.torrens.edu.au/social-health-atlases
- Geoscience Australia, āDigital Earth Australia hotspots.ā [Online]. Available: https://hotspots.dea.ga.gov.au/
- Office of the Assistant Secretary for Planning and Evaluation, āVaccine hesitancy for COVID-19: State, county, and local estimates,ā 2021. [Online]. Available: https://aspe.hhs.gov/reports/vaccine-hesitancy-covid-19-state-county-local-estimates
- Small Area Health Statistics Unit, āThe environment and health atlas for England and Wales,ā 2021. [Online]. Available: https://www.envhealthatlas.co.uk/homepage/
- United States Department of Health & Human Services, āCDC/ATSDR social vulnerability Index (SVI),ā 2022. [Online]. Available: https://www.atsdr.cdc.gov/placeandhealth/svi/interactive_map.html
- United States Environmental Protection Agency, āEnviroAtlas interactive map,ā 2022. [Online]. Available: https://www.epa.gov/enviroatlas/enviroatlas-interactive-map
- M.Ā Ghose, R.Ā Paul, and S.Ā Banerjee, āAssessment of the impacts of vehicular emissions on urban air quality and its management in indian contect: the case of Kolkata (Calcutta),ā Environmental Science and Policy, vol.Ā 7, no.Ā 4, p. 345ā351, 2004.
- P.Ā Romero-Lankao, H.Ā Qin, and M.Ā Borbor-Cordova, āExploration of health risks related to air pollution and temperature in three Latin American cities,ā Social Science and Medicine, vol.Ā 83, p. 110ā118, 2013.
- S.Ā Dasgupta, S.Ā Lall, and D.Ā Wheeler, āSpatiotemporal analysis of traffic congestion, air pollution, and exposure vulnerability in Tanzania,ā Science of the Total Environment, vol. 778, p. 147114, 2021.
- K.Ā C. Conlon, E.Ā Mallen, C.Ā J. Gronlund, V.Ā J. Berrocal, L.Ā Larsen, and M.Ā S. Oāneill, āMapping human vulnerability to extreme heat: a critical assessment of heat vulnerability indices created using principal components analysis,ā Environmental health perspectives, vol. 128, no.Ā 9, p. 097001, 2020.
- NASA Applied Remote Sensing Training Program, āSatellite remote sensing for measuring urban heat islands and constructing heat vulnerability indices.ā [Online]. Available: http://appliedsciences.nasa.gov/join-mission/training/english/arset-satellite-remote-sensing-measuring-urban-heat-islands-and
- J.Ā L. Schafer and M.Ā K. Olsen, āMultiple imputation for multivariate missing-data problems: A data analystās perspective,ā Multivariate behavioral research, vol.Ā 33, no.Ā 4, pp. 545ā571, 1998.
- Y.Ā Niu, Z.Ā Li, Y.Ā Gao, X.Ā Liu, L.Ā Xu, S.Ā Vardoulakis, Y.Ā Yue, J.Ā Wang, and Q.Ā Liu, āA systematic review of the development and validation of the heat vulnerability index: Major factors, methods, and spatial units,ā Current climate change reports, vol.Ā 7, no.Ā 3, pp. 87ā97, 2021.
Sponsor
Paper Prompts
Sign up for free to create and run prompts on this paper using GPT-5.
Top Community Prompts
Collections
Sign up for free to add this paper to one or more collections.