Characteristic attributes of the Latin American response to COVID-19 through principal component analysis

Authors

DOI:

https://doi.org/10.5281/zenodo.13749901

Keywords:

COVID-19, attributes, response, Latin America, main components

Abstract

The objective of this work was to identify the attributes that characterize the adaptation, recovery and confrontation response to the pandemic in 6 Latin American countries. Non-experimental, quantitative, documentary and analytical design study. The Principal Components Method was applied. The results indicate that the main attributes that contribute positively to explaining the variance of the data are: a) credits to the private sector, which reflect the availability of capital for the functioning of the economy; and b) gross capital formation and growth, GDP, life expectancy, balance of payments, current expenditure, unemployment, expenditure on health services and import of goods and services. While the attributes that provide a negative contribution are: foreign capital inflow, external debt, informal employment, inflation, population density, added value of industry, added value in agriculture, mortality rate and poor hygiene and health conditions.

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References

Ahmed, F., Ahmed, N., Pissarides, C. & Stiglitz, J. (2020). Why inequality could spread COVID-19. Lancet Public Health 2020, 5(5), e240. https://doi.org/10.1016/S2468-2667(20)30085-2

Akyüz, Y. (2020). The commodity-finance nexus: twin boom and double whammy. Revista de Economia Contemporânea, 24(1), e202418. https://doi.org/10.1590/198055272418

Álvarez, A., Brando, C., Meisel, A. & Kaufman, R. (2019). On the Nature and Endings of Latin America’s Industrial Policies. Revista de Estudios Sociales, 68, 69-73. https://doi.org/10.7440/res68.2019.06

Azevedo, G., Carneiro, J., Rodríguez, C. & González, M. A. (2020), Rebalacing society: Learning from the experience of Latin American progressive leaders. Journal of Business Research, 119, 511-521. https://doi.org/10.1016/j.jbusres.2020.08.007

Carvalho, L., Nassif, L. & de Lima, L. (2020). COVID-19 e Desigualdade no Brasil. Experiment Findings. https://doi.org/10.13140/RG.2.2.27014.73282

CEPAL. (2020a). Enfrentar los efectos cada vez mayores del COVID-19 para una reactivación con igualdad: nuevas proyecciones. CEPAL. https://bit.ly/3DoQz55

CEPAL. (2020b). Informe sobre el impacto económico en América Latina y el Caribe de la enfermedad por coronavirus (COVID-19). CEPAL. https://bit.ly/3yty0cw

CEPAL. (2021a). COVID-19 Observatory in Latin America and the Caribbean: measures by country. https://bit.ly/3zncZkM

CEPAL. (2021b). La paradoja de la recuperación en América Latina y el Caribe. Crecimiento con persistentes problemas estructurales: desigualdad, pobreza, poca inversión y baja productividad. CEPAL. https://bit.ly/2WwpEDJ

Franz, T. (2020, April 16th). COVID-19 and economic development in Latin America. LSE. https://bit.ly/3yhtKww

Hartmann, D., Jara-Figueroa, C., Guevara, M., Simoes, A. & Hidalgo, C. (2016). The structural constraints of income inequality in Latin America. Integrational & Trade Journal, 40, 70-85. https://arxiv.org/abs/1701.03770

IMF. (2020). Special series on COVID-19. IMF. https://bit.ly/3gEosoO

Kotu, V. & Deshpande, B. (2019). Data science: Concepts and practice. Cambridge, MA: Morgan Kauffman Publisher.

Laborde, D., Martin W. & Vos, R. (2020). Estimating the poverty impact of COVID-19: The MIRAGRODEP and POVANA frameworks. IFPRI Technical Note, IFPRI. https://tinyurl.com/y9fazbzf

Lucchese, M. & Pianta, M. (2020). The Coming Coronavirus Crisis: What Can We Learn? Intereconomics, 55(2), 98–10. https://bit.ly/3zBOG2V

Lustig, N. & Mariscal, J. (2020). How COVID-19 could be like the Global Financial Crisis (or worse). In R. Baldwin & B. Weder, Mitigating the COVID Economic Crisis: Act Fast and Do Whatever It Takes (pp. 185-190). CEPR Press. https://bit.ly/3Bgz4Ca

Martins, N. (2017). Integração financeira na América Latina entre 2000 e 2014: Avanços, limites e caminhos à frente. Revista Tempo Do Mundo, 3(2), 83-136. https://bit.ly/3sUAKy5

Ocampo, J. (2017). Commodity-Led Development in Latin America. In G. Carbonnier, H. Campodónico & S. Tezanos (eds.), Alternative Pathways to Sustainable Development: Lessons from Latin America (pp. 51-76). Brill-Nijhoff. https://brill.com/view/title/35215

Ocampo, J. (2020). La cooperación financiera internacional frente a la crisis económica latinoamericana. Revista CEPAL, 131, 7-28. https://bit.ly/3BgUgIf

OECD. (2020). COVID-19 in Latin America and the Caribbean: Regional socio-economic implications and policy priorities. https://bit.ly/3fTfiVb

Paz, D. & Santelices, M. (2020). (In)capacidades de política en tiempos de COVID-19: comprendiendo las respuestas económicas de Colombia y Ecuador. Análisis Político, 33(100), 72-91. https://doi.org/10.15446/anpol.v33n100.93362

RapidMiner. (2021). RapidMiner. https://rapidminer.com/

Ritchie, H., Ortiz-Ospina, E., Beltekian, D., Mathieu, E., Hasell, J., Macdonald, B., Giattino, C., Appel, C., Rodés-Guirao, L. & Roser, M. (2020). Statics and Research Coronavirus Pandemic (COVID-19). Our World in Data. https://ourworldindata.org/coronavirus

Serrano, A., Antón, P., Ruiz, A., Olmo, V., Segura, A., Barquilla, A. & Morán, A. (2020). COVID-19. La historia se repite y seguimos tropezando con la misma piedra. Semergen, 46(1), 48-54. https://doi.org/10.1016/j.semerg.2020.06.008

UN-UNCTAD. (2021) Investing in Sustainable Recovery. United Nations. https://unctad.org/system/files/official-document/wir2021_overview_en.pdf

WHO. (2020). Archived: WHO Time-line: COVID-19. https://bit.ly/3mBkbWT

WHO. (2021a). COVID-19 Explorer. https://worldhealthorg.shinyapps.io/covid/

WHO. (2021b). INFOSAN Quarterly Summary #2. https://bit.ly/3BlsABR

WHO. (2021c). Vaccine inequity undermining global economic recovery. https://bit.ly/3mEID9S

World Bank. (2021). Global Economic Prospects, June 2021. World Bank Group. https://bit.ly/3kzioiD

Published

2024-06-28

How to Cite

León Espinoza, L. A. . (2024). Characteristic attributes of the Latin American response to COVID-19 through principal component analysis. Business Innova Sciences, 5(2), 88-116. https://doi.org/10.5281/zenodo.13749901