Economic activity and inequality in Mexico during the pandemic: ICT and employment in a panel data analysis (2020–2022)
Abstract
The COVID-19 crisis impacted the global economy and highlighted structural gaps in developing countries such as Mexico. This research analyzes the association between ICT, employment, and economic activity during the 2020–2022 sanitary crisis. Using a fixed-effects panel model with 288 quarterly observations, the study examines whether income levels at the state level are related to the magnitude of pandemic-related effects. Results for the national model indicate that ICT (β = 0.0053; p = 0.0062) and employment (β = 0.0140; p = 0.0012) were positively associated with economic activity. In contrast, COVID-19 with lago of two periods (t–2) showed a significant negative relationship (β = -0.0752; p < 0.0001). Income-based segmentation reveals that the negative coefficient for COVID-19 with lag of two periods (t-2) was more pronounced in low-income states (β = -0.1463; p < 0.0001) compared to high-income states (β = -0.0648; p = 0.0002). In conclusion, while ICT and employment were linked to mitigating the crisis's effects, the findings suggest that income disparities are associated with increased sensitivity to sanitary shocks in states with fewer resources. These results underscore the need for differentiated policies that strengthen digitalization and promote formal employment as economic resilience strategies.
Downloads
References
Banco Mundial. (2014). Tecnologías de la información y las comunicaciones: Resultados del sector. https://www.bancomundial.org/es/results/2013/04/13/ict-results-profile
Banco Mundial. (2020). La economía en los tiempos del Covid-19, informe semestral de la región de América Latina y el Caribe. https://openknowledge.worldbank.org/bitstream/handle/10986/33555/211570SP.pdf?sequence=12&isAllowed=y
Comisión Económica para América Latina y el Caribe [CEPAL]. (2020). Informe Especial COVID-19 No 1: América Latina y el Caribe ante la pandemia del COVID-19: efectos económicos y sociales. CEPAL. https://www.cepal.org/es/publicaciones/45337-america-latina-caribe-la-pandemia-covid-19-efectos-economicos-sociales
Comisión Económica para América Latina y el Caribe [CEPAL] & Banco de Desarrollo de América Latina [CAF]. (2020). Las oportunidades de la digitalización en América Latina frente al COVID-19. https://www.cepal.org/es/publicaciones/45360-oportunidades-la-digitalizacion-america-latina-frente-al-covid-19
Chiatchoua, C., Lozano, C., & Macías-Durán, J. (2020). Análisis de los efectos del COVID-19 en la economía mexicana. Revista del Centro de Investigación de la Universidad La Salle, 14(53), 1–26. https://doi.org/10.26457/recein.v14i53.2683
Díaz Rodríguez, H. E. (2017). Tecnologías de la información y comunicación y crecimiento económico. Economía Informa, 405, 30–45. https://doi.org/10.1016/j.ecin.2017.07.002
Dirección General de Salud. (2020a). Comunicado Técnico Diario Nuevo Coronavirus en el Mundo (COVID-19) 080320. Secretaria de Salud https://www.gob.mx/cms/uploads/attachment/file/541487/Comunicado_Tecnico_Diario_COVID-19_2020.03.11.pdf
Dirección General de Salud. (2020b). Comunicado Técnico Diario Nuevo Coronavirus en el Mundo (COVID-19) 080420. Secretaria de Salud https://www.gob.mx/cms/uploads/attachment/file/545943/Comunicado_Tecnico_Diario_COVID-19_2020.04.08.pdf
Gagnon, J., Kamin, S., & Kearns, J. (2023). The impact of the COVID-19 pandemic on global GDP growth Journal of the Japanese and International Economies, 68, 18–19. https://doi.org/10.1016/j.jjie.2023.101258
Gobierno de México. (2020). Se declara como emergencia sanitaria la epidemia generada por COVID-19. https://coronavirus.gob.mx/medidas-de-seguridad-sanitaria/
Instituto Federal de Telecomunicaciones [IFT]. (2018). Adopción de las TIC y usos de internet en México: Impacto de las características sociodemográficas de los usuarios. https://www.ift.org.mx/sites/default/files/contenidogeneral/estadisticas/adopciondelasticyusosdeinternetenmexico.pdf
Instituto Federal de Telecomunicaciones [IFT]. (2020). Informe Estadístico Trimestral del cuarto trimestre de 2020. https://www.ift.org.mx/comunicacion-y-medios/informes/informe-estadistico-4o-trimestre-2020
Instituto Nacional de Estadística y Geografía [INEGI]. (2020a). Comunicado de Prensa núm. 346/20: El INEGI presenta resultados del impacto del COVID-19 en la actividad económica y el mercado laboral. https://www.inegi.org.mx/contenidos/saladeprensa/boletines/2020/OtrTemEcon/COVID-ActEco.pdf
Instituto Nacional de Estadística y Geografía [INEGI]. (2020b). Glosario.
Jiménez, M., Matus, J. A., & Martínez, M. A. (2014). Economic growth as a function of human capital, internet and work. Applied Economics, 46(26), 3202–3210. https://doi.org/10.1080/00036846.2014.925079
Martínez Domínguez, M. (2018). Acceso y uso de tecnologías de la información y comunicación en México: factores determinantes. Revista de Tecnología y Sociedad, 8(14), 2-16, http://dx.doi.org/10.32870/pk.a8n14.316
Mejía Reyes, P., Reyes Hernández, M. R., & Vergara González, R. (2022). La pandemia de COVID-19 en la economía mexicana: condiciones iniciales, estrategias de política y efectos productivos. Paradigma Económico, 14(2), 55-83. https://doi.org/10.36677/paradigmaeconomico.v14i2.19351
Mendoza Cota, J. E. (2020). COVID-19 y el empleo en México: impacto inicial y pronósticos de corto plazo. Contaduría y Administración, 65(5), e214. https://doi.org/10.22201/fca.24488410e.2020.3028
Nuñez, R. (2020). Impacto del COVID-19 en el empleo en México: posibles escenarios y algunas recomendaciones de política económica. UDLAP. https://www.udlap.mx/covid19/files/articulos/impacto-del-COVID-Roy-Herd-Nunez-
UDLAP.pdf
Observatorio para la Sociedad de la Información en Latinoamérica y el Caribe [OSILAC] & Comisión Económica para América Latina y el Caribe [CEPAL]. (2004). El estado de las estadísticas sobre Sociedad de la Información en los Institutos Nacionales de Estadística de América Latina y el Caribe (Documento de soporte para el Taller sobre la Medición de la Sociedad de la Información en América Latina y el Caribe). CEPAL; OSILAC. https://idl-bnc-idrc.dspacedirect.org/items/a2290cf0-2cec-409b-8ef1-58eb59cbb167
Organización Mundial de la Salud [OMS]. (2020). Nuevo coronavirus 2019. https://www.who.int/es/emergencies/diseases/novel-coronavirus-2019
Palvia, P., Baqir, N., & Nemati, H. (2018). ICT for socio-economic development: A citizens’ perspective. Information & Management, 55(2), 160–176. https://doi.org/10.1016/j.im.2017.05.003
Solow, R. M. (1957). Technical Change and the Aggregate Production Function. The Review of Economics and Statistics, 39(3), 312-320. https://doi.org/10.2307/1926047
Suárez, V., Suarez Quezada, M., Oros Ruiz, S., & Ronquillo de Jesús, E. (2020). Epidemiología de COVID-19 en México: del 27 de febrero al 30 de abril de 2020. Revista Clínica Española. 220(8), 463-471 https://doi.org/10.1016/j.rce.2020.05.007

This work is licensed under a Creative Commons Attribution 4.0 International License.
In order to promote the development and dissemination of research in education in Latin America, the Ibero-American Journal for Educational Research and Development (RIDE) adhered to the Budapest Open Access Initiative, which is why it is identified as a Open access publication. This means that any user can read the complete text of the articles, print them, download them, copy them, link them, distribute them and use the contents for other purposes. Creative Cummons licenses allow users to specify the rights to use an open access journal available on the Internet in such a way that users know the rules of publication. Authors who publish in this journal accept the following conditions: Authors they keep the author's rights and give the magazine the right of the first publication, with the work registered with the attribution license of Creative Commons, which allows third parties to use the published material whenever they mention the authorship of the work and the first publication in this The authors can make other independent and additional contractual agreements for the non-exclusive distribution of the version of the article published in this journal (eg, include it in an institutional repository or publish it in a book) as long as they clearly indicate that The work was published for the first time in this magazine. Authors are allowed and recommended to publish their work. low on the Internet (for example on institutional or personal pages) before and during the review and publication process, as it can lead to productive exchanges and to a greater and faster dissemination of the published work
