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Determinants of agricultural employment during the COVID-19 pandemic: A spatial analysis of Brazilian municipalities

Author

Listed:
  • Patrícia Batistella
  • Luan Marca
  • Fernanda Castilhos França de Vasconcellos
  • Eduardo Rodrigues Sanguinet
  • Augusto Mussi Alvim
  • Adelar Fochezatto

Abstract

The impact of COVID-19 has extended beyond the health toll it has taken on populations. The global economy has experienced significant downturns, with unemployment rates reaching unprecedented highs for this century. Nonetheless, the agricultural sector has been uniquely affected by the pandemic, particularly given its crucial role in food supply. This study sought to examine the effects of the COVID-19 pandemic on agricultural employment in Brazilian municipalities. To achieve this, we employed a dataset spanning the period before and during the pandemic (2018–2021). Spatial econometrics was utilized to identify potential spatial factors linked to this occurrence. Notably, the findings reveal that the transfer policies implemented by the Brazilian Federal Government have had a positive impact on agricultural employment in Brazilian municipalities, challenging the common assumption that such measures might discourage job-seeking efforts. Moreover, the results suggest that the agricultural sector has managed to absorb individuals displaced from other sectors of the economy, demonstrating remarkable resilience in the face of economic challenges.

Suggested Citation

  • Patrícia Batistella & Luan Marca & Fernanda Castilhos França de Vasconcellos & Eduardo Rodrigues Sanguinet & Augusto Mussi Alvim & Adelar Fochezatto, 2025. "Determinants of agricultural employment during the COVID-19 pandemic: A spatial analysis of Brazilian municipalities," PLOS ONE, Public Library of Science, vol. 20(1), pages 1-25, January.
  • Handle: RePEc:plo:pone00:0316489
    DOI: 10.1371/journal.pone.0316489
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    1. Joe Piacentini & Harley Frazis & Peter B. Meyer & Michael Schultz & Leo Sveikauskas, 2022. "The Impact of COVID-19 on Labor Markets and Inequality," Economic Working Papers 551, Bureau of Labor Statistics.
    2. Lauren Chenarides & Mark Manfredo & Timothy J. Richards, 2021. "COVID‐19 and Food Supply Chains," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 43(1), pages 270-279, March.
    3. Farid Farrokhi & Heitor S. Pellegrina, 2023. "Trade, Technology, and Agricultural Productivity," Journal of Political Economy, University of Chicago Press, vol. 131(9), pages 2509-2555.
    4. Sandy Dall'erba & Julie Le Gallo, 2008. "Regional convergence and the impact of European structural funds over 1989–1999: A spatial econometric analysis," Papers in Regional Science, Wiley Blackwell, vol. 87(2), pages 219-244, June.
    5. Castro, Nicole Rennó & Barros, Geraldo Sant’Ana de Camargo & Almeida, Alexandre Nunes & Gilio, Leandro & Morais, Ana Carolina de Paula, 2020. "The Brazilian agribusiness labor market: measurement, characterization and analysis of income differentials," Revista de Economia e Sociologia Rural (RESR), Sociedade Brasileira de Economia e Sociologia Rural, vol. 58(01), January.
    6. Assunção, Juliano & Chein, Flávia, 2016. "Climate change and agricultural productivity in Brazil: future perspectives," Environment and Development Economics, Cambridge University Press, vol. 21(5), pages 581-602, October.
    7. Neves, Mateus de Carvalho Reis & Freitas, Carlos Otávio & Silva, Felipe de Figueiredo & Costa, Davi Rogério de Moura & Braga, Marcelo José, 2020. "Does Access to Rural Credit Help Decrease Income Inequality in Brazil?," Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 52(3), pages 440-460, August.
    8. Huasheng Song & Min Zhang, 2017. "Spatial Spillovers of Regional Innovation: Evidence from Chinese Provinces," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 53(9), pages 2104-2122, September.
    9. Arita, Shawn & Grant, Jason & Sydow, Sharon & Beckman, Jayson, 2022. "Has global agricultural trade been resilient under coronavirus (COVID-19)? Findings from an econometric assessment of 2020," Food Policy, Elsevier, vol. 107(C).
    10. Valeria Borsellino & Sina Ahmadi Kaliji & Emanuele Schimmenti, 2020. "COVID-19 Drives Consumer Behaviour and Agro-Food Markets towards Healthier and More Sustainable Patterns," Sustainability, MDPI, vol. 12(20), pages 1-26, October.
    11. Alfredo Cartone & Domenica Panzera & Paolo Postiglione, 2022. "Regional economic disparities, spatial dependence and proximity structures," Regional Science Policy & Practice, Wiley Blackwell, vol. 14(5), pages 1034-1050, October.
    12. Shibata, Ippei, 2021. "The distributional impact of recessions: The global financial crisis and the COVID-19 pandemic recession," Journal of Economics and Business, Elsevier, vol. 115(C).
    13. Luciene Gomes & Silvio J. C. Simões & Eloi Lennon Dalla Nora & Eráclito Rodrigues de Sousa-Neto & Maria Cristina Forti & Jean Pierre H. B. Ometto, 2019. "Agricultural Expansion in the Brazilian Cerrado: Increased Soil and Nutrient Losses and Decreased Agricultural Productivity," Land, MDPI, vol. 8(1), pages 1-26, January.
    14. Ferreira Gonzaga, Jenifer & Vilpoux, Olivier François & Gomes Pereira, Matheus Wemerson, 2019. "Factors influencing technological practices in the Brazilian agrarian reform," Land Use Policy, Elsevier, vol. 80(C), pages 150-162.
    15. Anselin, Luc, 2002. "Under the hood : Issues in the specification and interpretation of spatial regression models," Agricultural Economics, Blackwell, vol. 27(3), pages 247-267, November.
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