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Hospitalization due to fire-induced pollution in the Brazilian Amazon: A causal inference analysis with an assessment of policy trade-offs

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  • Fonseca Morello, Thiago

Abstract

Developing countries by relying on agricultural fires trade respiratory health for cheaper land preparation and greater food security of subsistence farmers. In the Brazilian Amazon, thousands of kilometres of vegetation are annually burned, releasing pollutants that impact the health of 24 million inhabitants. The paper seeks to fill two crucial informational gaps for policy planning, namely, the size of the impact on the most pollution-susceptible groups, i.e., children and the elderly, and the priority locations for health-oriented intervention on fires. A municipal-monthly panel covering ten years of the Amazonian territory was analysed by relying on exogenous and high-resolution wind direction variation to identify the effect of fires on pollution and hospitalizations. This is an unparalleled effort for applying to a large geographical area spanning five million km2 a highly refined identification strategy relying on hourly gridded wind and fire data. As the result, one extra standard deviation of “upwind” fires was estimated to increase asthma-related hospitalization of the elderly in 0.03 days/month, that is, 4 % of the bed-days commonly demanded by such kind of hospitalization, an effect whose size decayed with the distance between fires and hospitals. A policy assessment uncovered the trade-off between respiratory health of the elderly and nutritional health of fire-dependent subsistence farmers, presenting a priority map for tackling the issue with municipal-level interventions. The targeting of non-subsistence fires is advised, what could avoid 28 days of hospitalization per year. It is thus demonstrated that the trade-offs inherent to agricultural fires could be better balanced by evidence-based targeting of fire prevention policy.

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  • Fonseca Morello, Thiago, 2023. "Hospitalization due to fire-induced pollution in the Brazilian Amazon: A causal inference analysis with an assessment of policy trade-offs," World Development, Elsevier, vol. 161(C).
  • Handle: RePEc:eee:wdevel:v:161:y:2023:i:c:s0305750x22003138
    DOI: 10.1016/j.worlddev.2022.106123
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    as
    1. Tatyana Deryugina & Garth Heutel & Nolan H. Miller & David Molitor & Julian Reif, 2019. "The Mortality and Medical Costs of Air Pollution: Evidence from Changes in Wind Direction," American Economic Review, American Economic Association, vol. 109(12), pages 4178-4219, December.
    2. James Thornton, 2002. "Estimating a health production function for the US: some new evidence," Applied Economics, Taylor & Francis Journals, vol. 34(1), pages 59-62.
    3. Alexandre Belloni & Victor Chernozhukov & Christian Hansen & Damian Kozbur, 2016. "Inference in High-Dimensional Panel Models With an Application to Gun Control," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 34(4), pages 590-605, October.
    4. Mattos, Enlinson & Mazetto, Debora, 2019. "Assessing the impact of more doctors’ program on healthcare indicators in Brazil," World Development, Elsevier, vol. 123(C), pages 1-1.
    5. Tais Freire Galvao & Gustavo Magno Baldin Tiguman & Mónica Caicedo Roa & Marcus Tolentino Silva, 2019. "Inequity in utilizing health services in the Brazilian Amazon: A population‐based survey, 2015," International Journal of Health Planning and Management, Wiley Blackwell, vol. 34(4), pages 1846-1853, October.
    6. Cammelli, Federico & Angelsen, Arild, 2019. "Amazonian farmers' response to fire policies and climate change," Ecological Economics, Elsevier, vol. 165(C), pages 1-1.
    7. Rob J. M. Alessie & Viola Angelini & Jochen O. Mierau & Laura Viluma, 2020. "Moral hazard and selection for voluntary deductibles," Health Economics, John Wiley & Sons, Ltd., vol. 29(10), pages 1251-1269, October.
    8. Watts, John D. & Tacconi, Luca & Hapsari, Nindita & Irawan, Silvia & Sloan, Sean & Widiastomo, Triyoga, 2019. "Incentivizing compliance: Evaluating the effectiveness of targeted village incentives for reducing burning in Indonesia," Forest Policy and Economics, Elsevier, vol. 108(C), pages 1-1.
    9. Thaler, Gregory M. & Viana, Cecilia & Toni, Fabiano, 2019. "From frontier governance to governance frontier: The political geography of Brazil’s Amazon transition," World Development, Elsevier, vol. 114(C), pages 59-72.
    10. Alexandre Belloni & Victor Chernozhukov & Christian Hansen, 2014. "High-Dimensional Methods and Inference on Structural and Treatment Effects," Journal of Economic Perspectives, American Economic Association, vol. 28(2), pages 29-50, Spring.
    11. Johannes S. Kunz & Rainer Winkelmann, 2017. "An Econometric Model of Healthcare Demand With Nonlinear Pricing," Health Economics, John Wiley & Sons, Ltd., vol. 26(6), pages 691-702, June.
    12. Reyes, René & Schueftan, Alejandra & Ruiz, Cecilia & González, Alejandro D., 2019. "Controlling air pollution in a context of high energy poverty levels in southern Chile: Clean air but colder houses?," Energy Policy, Elsevier, vol. 124(C), pages 301-311.
    13. de Brauw, Alan & Gilligan, Daniel O. & Hoddinott, John & Roy, Shalini, 2015. "The Impact of Bolsa Família on Schooling," World Development, Elsevier, vol. 70(C), pages 303-316.
    14. Schmitz, Hendrik, 2013. "Practice budgets and the patient mix of physicians – The effect of a remuneration system reform on health care utilisation," Journal of Health Economics, Elsevier, vol. 32(6), pages 1240-1249.
    15. Marcus V. F. Silveira & Caio A. Petri & Igor S. Broggio & Gabriel O. Chagas & Mateus S. Macul & Cândida C. S. S. Leite & Edson M. M. Ferrari & Carolina G. V. Amim & Ana L. R. Freitas & Alline Z. V. Mo, 2020. "Drivers of Fire Anomalies in the Brazilian Amazon: Lessons Learned from the 2019 Fire Crisis," Land, MDPI, vol. 9(12), pages 1-24, December.
    16. Aquino, R. & De Oliveira, N.F. & Barreto, M.L., 2009. "Impact of the Family Health Program on infant mortality in brazilian municipalities," American Journal of Public Health, American Public Health Association, vol. 99(1), pages 87-93.
    17. Herwartz, Helmut & Schley, Katharina, 2018. "Improving health care service provision by adapting to regional diversity: An efficiency analysis for the case of Germany," Health Policy, Elsevier, vol. 122(3), pages 293-300.
    18. de Mendonca, Mario Jorge Cardoso & Vera Diaz, Maria del Carmen & Nepstad, Daniel & Seroa da Motta, Ronaldo & Alencar, Ane & Gomes, Joao Carlos & Ortiz, Ramon Arigoni, 2004. "The economic cost of the use of fire in the Amazon," Ecological Economics, Elsevier, vol. 49(1), pages 89-105, May.
    19. Chagas, André L.S. & Azzoni, Carlos R. & Almeida, Alexandre N., 2016. "A spatial difference-in-differences analysis of the impact of sugarcane production on respiratory diseases," Regional Science and Urban Economics, Elsevier, vol. 59(C), pages 24-36.
    20. Parry, Luke & Radel, Claudia & Adamo, Susana B. & Clark, Nigel & Counterman, Miriam & Flores-Yeffal, Nadia & Pons, Diego & Romero-Lankao, Paty & Vargo, Jason, 2019. "The (in)visible health risks of climate change," Social Science & Medicine, Elsevier, vol. 241(C).
    21. Rocha, Rudi & Sant’Anna, André Albuquerque, 2022. "Winds of fire and smoke: Air pollution and health in the Brazilian Amazon," World Development, Elsevier, vol. 151(C).
    22. Paudel, Jayash, 2021. "Short-run environmental effects of COVID-19: Evidence from forest fires," World Development, Elsevier, vol. 137(C).
    23. Siegmund-Schultze, M. & Rischkowsky, B. & da Veiga, J.B. & King, J.M., 2007. "Cattle are cash generating assets for mixed smallholder farms in the Eastern Amazon," Agricultural Systems, Elsevier, vol. 94(3), pages 738-749, June.
    24. Adam Wagstaff, 1993. "The demand for health: An empirical reformulation of the Grossman model," Health Economics, John Wiley & Sons, Ltd., vol. 2(2), pages 189-198, July.
    25. Luke Parry & Gemma Davies & Oriana Almeida & Gina Frausin & André de Moraés & Sergio Rivero & Naziano Filizola & Patricia Torres, 2018. "Social Vulnerability to Climatic Shocks Is Shaped by Urban Accessibility," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 108(1), pages 125-143, January.
    26. Mawuli Gaddah & Alistair Munro & Peter Quartey, 2015. "The Demand for Public Health Care and the Progressivity of Health Care Services in Ghana," African Development Review, African Development Bank, vol. 27(2), pages 79-91, June.
    27. Matthew C. Harris & Jennifer L. Kohn, 2018. "Reference Health and the Demand for Medical Care," Economic Journal, Royal Economic Society, vol. 128(615), pages 2812-2842, November.
    28. Assunção, Juliano & Gandour, Clarissa & Rocha, Rudi, 2015. "Deforestation slowdown in the Brazilian Amazon: prices or policies?," Environment and Development Economics, Cambridge University Press, vol. 20(6), pages 697-722, December.
    29. Piperata, Barbara A. & Schmeer, Kammi K. & Hadley, Craig & Ritchie-Ewing, Genevieve, 2013. "Dietary inequalities of mother–child pairs in the rural Amazon: Evidence of maternal-child buffering?," Social Science & Medicine, Elsevier, vol. 96(C), pages 183-191.
    30. Marcos A. Rangel & Tom S. Vogl, 2019. "Agricultural Fires and Health at Birth," The Review of Economics and Statistics, MIT Press, vol. 101(4), pages 616-630, October.
    31. Caviglia-Harris, Jill L., 2018. "Agricultural innovation and climate change policy in the Brazilian Amazon: Intensification practices and the derived demand for pasture," Journal of Environmental Economics and Management, Elsevier, vol. 90(C), pages 232-248.
    32. Morello, Thiago Fonseca & Piketty, Marie-Gabrielle & Gardner, Toby & Parry, Luke & Barlow, Jos & Ferreira, Joice & Tancredi, Nicola S., 2018. "Fertilizer Adoption by Smallholders in the Brazilian Amazon: Farm-level Evidence," Ecological Economics, Elsevier, vol. 144(C), pages 278-291.
    33. Edwards, Ryan B. & Naylor, Rosamond L. & Higgins, Matthew M. & Falcon, Walter P., 2020. "Causes of Indonesia’s forest fires," World Development, Elsevier, vol. 127(C).
    34. Elizabeth Cartaxo & Ilsa Valois & Vladimiro Miranda & Marcia Costa, 2018. "Issuances of Automotive Vehicles and the Impacts on Air Quality in the Largest City in the Brazilian Amazon," Sustainability, MDPI, vol. 10(11), pages 1-14, November.
    35. Gemma Davies & Gina Frausin & Luke Parry, 2017. "Are There Food Deserts in Rainforest Cities?," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 107(4), pages 794-811, July.
    36. Sletto, Bjørn, 2008. "The Knowledge that Counts: Institutional Identities, Policy Science, and the Conflict Over Fire Management in the Gran Sabana, Venezuela," World Development, Elsevier, vol. 36(10), pages 1938-1955, October.
    37. Ya‐Ming Liu & Chon‐Kit Ao, 2021. "Effect of air pollution on health care expenditure: Evidence from respiratory diseases," Health Economics, John Wiley & Sons, Ltd., vol. 30(4), pages 858-875, April.
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    2. Arrizaga, Rubí & Clarke, Damian & Cubillos, Pedro P. & Ruiz-Tagle V., Cristóbal, 2023. "Wildfires and Human Health: Evidence from 15 Wildfire Seasons in Chile," IDB Publications (Working Papers) 12954, Inter-American Development Bank.

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