IDEAS home Printed from https://ideas.repec.org/a/eee/deveco/v175y2025ics0304387825000458.html
   My bibliography  Save this article

On the effects of wildfires on poverty in Bolivia

Author

Listed:
  • Canavire-Bacarreza, Gustavo
  • Puerta-Cuartas, Alejandro
  • Ramos, Andrey

Abstract

This paper examines the impact of wildfire events on poverty and the labor market in Bolivia. To this end, we match data from NASA’s MODIS Collection-6 MCD64A1 burned area product with household surveys for the period 2005–2020. Similar neighboring municipalities are clustered using the max-p-region algorithm to achieve survey representativeness at granular geographical levels. The causal effects of wildfire events on poverty, household per capita income, and agricultural income are estimated using the Interactive Fixed Effects Counterfactual Estimator. We find a significant short-term increase in poverty following a wildfire event, explained by a temporary decline in household per capita income and agricultural labor income. This paper contributes to enhancing our understanding of how wildfires affect labor markets in developing economies.

Suggested Citation

  • Canavire-Bacarreza, Gustavo & Puerta-Cuartas, Alejandro & Ramos, Andrey, 2025. "On the effects of wildfires on poverty in Bolivia," Journal of Development Economics, Elsevier, vol. 175(C).
  • Handle: RePEc:eee:deveco:v:175:y:2025:i:c:s0304387825000458
    DOI: 10.1016/j.jdeveco.2025.103494
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0304387825000458
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jdeveco.2025.103494?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Nielsen-Pincus, Max & Moseley, Cassandra & Gebert, Krista, 2014. "Job growth and loss across sectors and time in the western US: The impact of large wildfires," Forest Policy and Economics, Elsevier, vol. 38(C), pages 199-206.
    2. Clément de Chaisemartin & Xavier D'Haultfœuille, 2020. "Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects," American Economic Review, American Economic Association, vol. 110(9), pages 2964-2996, September.
    3. Shahir Masri & Erica Scaduto & Yufang Jin & Jun Wu, 2021. "Disproportionate Impacts of Wildfires among Elderly and Low-Income Communities in California from 2000–2020," IJERPH, MDPI, vol. 18(8), pages 1-20, April.
    4. Juan C. Duque & Luc Anselin & Sergio J. Rey, 2012. "The Max-P-Regions Problem," Journal of Regional Science, Wiley Blackwell, vol. 52(3), pages 397-419, August.
    5. Brantly Callaway & Andrew Goodman-Bacon & Pedro H. C. Sant'Anna, 2021. "Difference-in-Differences with a Continuous Treatment," Papers 2107.02637, arXiv.org, revised Jun 2025.
    6. Nora Fingado & Steven Poelhekke, 2023. "Droughts and Malnutrition in Africa," CESifo Working Paper Series 10385, CESifo.
    7. Jude Bayham & Jonathan K. Yoder & Patricia A. Champ & David E. Calkin, 2022. "The Economics of Wildfire in the United States," Annual Review of Resource Economics, Annual Reviews, vol. 14(1), pages 379-401, October.
    8. Laurent Gobillon & Thierry Magnac, 2016. "Regional Policy Evaluation: Interactive Fixed Effects and Synthetic Controls," The Review of Economics and Statistics, MIT Press, vol. 98(3), pages 535-551, July.
    9. Walls, Margaret A. & Wibbenmeyer, Matthew, 2023. "How Local are the Local Economic Impacts of Wildfires?," RFF Working Paper Series 23-03, Resources for the Future.
    10. Fay H. Johnston & Nicolas Borchers-Arriagada & Geoffrey G. Morgan & Bin Jalaludin & Andrew J. Palmer & Grant J. Williamson & David M. J. S. Bowman, 2021. "Unprecedented health costs of smoke-related PM2.5 from the 2019–20 Australian megafires," Nature Sustainability, Nature, vol. 4(1), pages 42-47, January.
    11. Canavire-Bacarreza, Gustavo & Duque, Juan Carlos & Urrego, Joaquin A., 2016. "Moving Citizens and Deterring Criminals: Innovation in Public Transport Facilities," Research Department working papers 978, CAF Development Bank Of Latinamerica.
    12. Susan Athey & Guido W. Imbens, 2006. "Identification and Inference in Nonlinear Difference-in-Differences Models," Econometrica, Econometric Society, vol. 74(2), pages 431-497, March.
    13. Mark Borgschulte & David Molitor & Eric Yongchen Zou, 2024. "Air Pollution and the Labor Market: Evidence from Wildfire Smoke," The Review of Economics and Statistics, MIT Press, vol. 106(6), pages 1558-1575, November.
    14. Jushan Bai, 2009. "Panel Data Models With Interactive Fixed Effects," Econometrica, Econometric Society, vol. 77(4), pages 1229-1279, July.
    15. Minerva Singh & Shivam Sood & C. Matilda Collins, 2022. "Fire Dynamics of the Bolivian Amazon," Land, MDPI, vol. 11(9), pages 1-23, August.
    16. Benjamin A. Jones & Shana McDermott, 2021. "The Local Labor Market Impacts of US Megafires," Sustainability, MDPI, vol. 13(16), pages 1-15, August.
    17. Sun, Liyang & Abraham, Sarah, 2021. "Estimating dynamic treatment effects in event studies with heterogeneous treatment effects," Journal of Econometrics, Elsevier, vol. 225(2), pages 175-199.
    18. Coulombe, Raphaelle G. & Rao, Akhil, 2025. "Fires and local labor markets," Journal of Environmental Economics and Management, Elsevier, vol. 130(C).
    19. Imai, Kosuke & Kim, In Song, 2021. "On the Use of Two-Way Fixed Effects Regression Models for Causal Inference with Panel Data," Political Analysis, Cambridge University Press, vol. 29(3), pages 405-415, July.
    20. Meier, Sarah & Elliott, Robert J.R. & Strobl, Eric, 2023. "The regional economic impact of wildfires: Evidence from Southern Europe," Journal of Environmental Economics and Management, Elsevier, vol. 118(C).
    21. Thitithep Sitthiyot & Kanyarat Holasut, 2020. "A simple method for measuring inequality," Palgrave Communications, Palgrave Macmillan, vol. 6(1), pages 1-9, December.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Cl'ement de Chaisemartin & Xavier D'Haultf{oe}uille, 2021. "Two-Way Fixed Effects and Differences-in-Differences with Heterogeneous Treatment Effects: A Survey," Papers 2112.04565, arXiv.org, revised Jun 2022.
    2. Dmitry Arkhangelsky & Guido Imbens, 2023. "Causal Models for Longitudinal and Panel Data: A Survey," Papers 2311.15458, arXiv.org, revised Jun 2024.
    3. Roth, Jonathan & Sant’Anna, Pedro H.C. & Bilinski, Alyssa & Poe, John, 2023. "What’s trending in difference-in-differences? A synthesis of the recent econometrics literature," Journal of Econometrics, Elsevier, vol. 235(2), pages 2218-2244.
    4. Timo Schenk, 2023. "Time-Weighted Difference-in-Differences: Accounting for Common Factors in Short T Panels," Tinbergen Institute Discussion Papers 23-004/III, Tinbergen Institute.
    5. Coulombe, Raphaelle G. & Rao, Akhil, 2025. "Fires and local labor markets," Journal of Environmental Economics and Management, Elsevier, vol. 130(C).
    6. Clément de Chaisemartin & Xavier D’Haultfœuille, 2023. "Two-way fixed effects and differences-in-differences with heterogeneous treatment effects: a survey," The Econometrics Journal, Royal Economic Society, vol. 26(3), pages 1-30.
    7. Cordonnier, Victor & Covarrubias, Katia Alejandra & de la O Campos, Ana Paula, 2024. "The impacts of widespread agricultural interventions on yields and food security in Ethiopia☆," Food Policy, Elsevier, vol. 124(C).
    8. Simon Freyaldenhoven & Christian Hansen & Jorge Perez Perez & Jesse Shapiro, 2021. "Visualization, Identification, and stimation in the Linear Panel Event-Study Design," Working Papers 21-44, Federal Reserve Bank of Philadelphia.
    9. Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
    10. Mortha, Aline & Yajima, Naonari & Arimura, Toshi H., 2024. "Impact of the feed-in-tariff exemption on energy consumption in Japanese industrial plants," Japan and the World Economy, Elsevier, vol. 69(C).
    11. Robert Kelchen & Sarah Pingel, 2024. "Examining the Effects of Tuition Controls on Student Enrollment," Research in Higher Education, Springer;Association for Institutional Research, vol. 65(1), pages 70-91, February.
    12. Costa-Font, Joan & Raut, Nilesh, 2025. "Long-term care partnership effects on Medicaid and private insurance," LSE Research Online Documents on Economics 127078, London School of Economics and Political Science, LSE Library.
    13. Ben Deaner & Chen-Wei Hsiang & Andrei Zeleneev, 2025. "Inferring Treatment Effects in Large Panels by Uncovering Latent Similarities," Papers 2503.20769, arXiv.org, revised Mar 2025.
    14. Aibo Gong, 2021. "Bounds for Treatment Effects in the Presence of Anticipatory Behavior," Papers 2111.06573, arXiv.org, revised Dec 2022.
    15. Michał Marcin Kobierecki & Michał Pierzgalski, 2022. "Sports Mega-Events and Economic Growth: A Synthetic Control Approach," Journal of Sports Economics, , vol. 23(5), pages 567-597, June.
    16. Kurt Schmidheiny & Sebastian Siegloch, 2023. "On event studies and distributed‐lags in two‐way fixed effects models: Identification, equivalence, and generalization," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 38(5), pages 695-713, August.
    17. Mark Kattenberg & Bas Scheer & Jurre Thiel, 2023. "Causal forests with fixed effects for treatment effect heterogeneity in difference-in-differences," CPB Discussion Paper 452, CPB Netherlands Bureau for Economic Policy Analysis.
    18. Hans-Bernd Schaefer & Rok Spruk, 2024. "Islamic Law, Western European Law and the Roots of Middle East's Long Divergence: a Comparative Empirical Investigation (800-1600)," Papers 2401.14435, arXiv.org, revised Mar 2024.
    19. Chakraborty Avinandan & Doremus Jacqueline & Stith Sarah, 2021. "The effects of recreational cannabis access on labor markets: evidence from Colorado," IZA Journal of Labor Economics, Sciendo & Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 10(1), pages 1-86, January.
    20. Rösner, Anja & Haucap, Justus & Heimeshoff, Ulrich, 2020. "The impact of consumer protection in the digital age: Evidence from the European Union," International Journal of Industrial Organization, Elsevier, vol. 73(C).

    More about this item

    Keywords

    Poverty; Counterfactual estimators; Wildfires; Natural disasters;
    All these keywords.

    JEL classification:

    • I32 - Health, Education, and Welfare - - Welfare, Well-Being, and Poverty - - - Measurement and Analysis of Poverty
    • Q54 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Climate; Natural Disasters and their Management; Global Warming
    • J43 - Labor and Demographic Economics - - Particular Labor Markets - - - Agricultural Labor Markets

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:deveco:v:175:y:2025:i:c:s0304387825000458. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/devec .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.