Artificial Intelligence and the reinvention of the state. Towards a proativa and ethical government in Latin America´s digital era
DOI:
https://doi.org/10.29393/GP10-3REEU30003Keywords:
Artificial Intelligencia, State Organization, Proactive Government, Public InnovationAbstract
The digital transformation of the State in Latin America faces fragmented bureaucratic structures that limit governments' capacity to anticipate citizen needs. While countries like Estonia have implemented proactive public services through artificial intelligence (AI), the Latin American region continues to use reactive models inherited from decades of disjointed management. The gap between technological potential and its ethical implementation raises questions about how to balance efficiency, equity, and democratic participation. The objective of this article is to analyze how artificial intelligence can transform state organizations toward proactive government in Latin America, identifying the technical, institutional, and ethical challenges that condition its effective implementation. A qualitative design based on discourse analysis of academic sessions taught by Dr. Óscar Oszlak in the Postdoctoral Program in Artificial Intelligence for Public Administration at INAP Mexico was employed as a method. Critical-collaborative debates between the professor and participants were systematized, complemented with a documentary review of international regulatory frameworks and case studies (Estonia, Singapore, Brazil, Chile, Colombia). Our results revealed that data interoperability and AI can dismantle bureaucratic silos, as demonstrated by cases where public procurement time was reduced from six months to two weeks (Chile) or newborn registration was automated (Estonia). We conclude that digital transformation demands ethical regulatory frameworks, massive digital literacy, and regional cooperation. AI must be a catalyst for social justice, not merely an instrument of technocratic efficiency.
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Alon-Barkat, S., Busuioc, M., Schwoerer, K., & Weißmüller, K. S. (2025). Algorithmic discrimination in public service provision: Understanding citizens' attribution of responsibility for human versus algorithmic discriminatory outcomes. Journal of Public Administration Research and Theory, 35(4), 469–488. https://doi.org/10.1093/jopart/muaf024
Alpaydin, E. (2020). Introduction to Machine Learning (4.ª ed.). MIT Press.
Arguelles Toache, E. (2022). Las etapas de desarrollo del gobierno electrónico: revisión de la literatura y análisis de las definiciones. Entreciencias: Diálogos en la Sociedad del Conocimiento, 10(24). https://doi.org/10.22201/enesl.20078064e.2022.24.81028
Arsenault, R., & Kreps, S. (2024). AI, global governance, and digital sovereignty. arXiv preprint. https://doi.org/10.48550/arXiv.2410.17481
Ayuntamiento de Helsinki. (2023). Artificial Intelligence in Participatory Budgeting. City of Helsinki.
Barasa, H., & Iosad, A. (2022). What Are Proactive Public Services and Why Do We Need Them? Tony Blair Institute for Global Change. https://www.institute.global/insights/public-services/what-are-proactive-public-services-and-why-do-we-need-them
Bernardo, B. M. V., São Mamede, H., Barroso, J. M. P., & dos Santos, V. M. P. D. (2024). Data governance & quality management—Innovation and breakthroughs across different fields. Journal of Innovation & Knowledge, 9(4), artículo 100598. https://doi.org/10.1016/j.jik.2024.100598
Camacho, A., & Rojas, L. (2021). Evaluación del sistema PRETORIA en la Corte Suprema de Colombia: Oportunidades y desafíos. Revista de Derecho Público, 46, 1–28.
Comisión Económica para América Latina y el Caribe (CEPAL). (2022). Gobierno digital e inteligencia artificial en América Latina. CEPAL. https://www.cepal.org/es/publicaciones
Cepeda, M. J., & Otálora, G. (2020). Modernización de la administración de justicia a través de la inteligencia artificial. Fedesarrollo. https://www.repository.fedesarrollo.org.co/bitstream/handle/11445/3980/Repor_Julio_2020_Cepeda_y_Ot%c3%a1lora.pdf
ChileCompra — Dirección de Compras y Contratación Pública. (2023). Informe de Gestión y Estadísticas 2022-2023. Dirección de Compras y Contratación Pública. https://www.chilecompra.cl/estadisticas/
City of Helsinki — Innovation and Digital Services. (2022). Digital Participatory Budgeting Report 2021-2022. City of Helsinki. https://www.hel.fi/en/decision-making/participate/
Comune di Milano. (2021). Building data-based digital solutions to bring city government and residents closer together. Comune di Milano. https://www.yesmilano.it/system/files/allegati/paragrafi/16382/MilanDigitalWeek_Factsheets_03_032921_v4.pdf
Criado, J. I., & Gil-García, J. R. (2019). Creating public value through smart technologies and digital government. International Journal of Public Sector Management, 32(5), 438–450. https://www.sciencedirect.com/org/science/article/pii/S095135581900011X
Dastin, J. (2018, 10 de octubre). Amazon scraps secret AI recruiting tool that showed bias against women. Reuters. https://www.reuters.com/article/us-amazon-com-jobs-automation-insight-idUSKCN1MK08G
Denzin, N. K. (1978). The Research Act: A Theoretical Introduction to Sociological Methods. McGraw-Hill.
Digicampus. (2021). Identifying Design Principles for Proactive Public Services in the Netherlands. Digicampus. https://digicampus.tech/identifying-design-principles-for-proactive-public-services-in-the-netherlands-2/
e-Estonia Briefing Centre. (2023). X-Road: The Invisible Backbone. https://eestonia.com/solutions/interoperability-services/x-road/
Filgueiras, F. (2023). Desafíos de gobernanza de inteligencia artificial en América Latina: infraestructura, descolonización y nueva dependencia. Revista del CLAD Reforma y Democracia, 87, 44–77. https://doi.org/10.69733/clad.ryd.n87.a3
Flórez, R., & Vargas, L. (2020). El impacto de herramientas de inteligencia artificial: un análisis en el sector público en Colombia. Estudios de Comercio Electrónico y Telecomunicaciones, 1, 1–46.
González Gutiérrez, J. (2025). La IA como caballo de Troya, ¿una disyuntiva entre el bienestar y el desarrollo tecnológico? RDP Revista Digital de Posgrado, 12, 78–91. https://doi.org/10.22201/fesa.29928273e.2026.12.105
Greenhouse, S. (2023, 8 de febrero). US experts warn AI likely to kill off jobs and widen wealth inequality. The Guardian. https://is.gd/n38xQn
IEEE. (2017). IEEE Standard for System, Software, and Hardware Verification and Validation (IEEE Std 1012-2016). IEEE. https://doi.org/10.1109/IEEESTD.2017.8055462
Instituto Nacional de Estudos e Pesquisas Educacionais Anísio Teixeira (INEP). (2023). Censo Escolar 2022: Notas Estadísticas. INEP. https://www.gov.br/inep/
Jurídico AI. (2024, 9 de diciembre). PL 2338/2023: A Importância da Regulamentação da Inteligência Artificial no Brasil. Jurídico AI Blog. https://juridico.ai/blog/pl-2338-2023/
Kelly, V., & Soletic, A. (2022). Políticas digitales en educación en América Latina: tendencias emergentes y perspectivas de futuro. UNESCO IIEP — Oficina Regional para América Latina y el Caribe / UNICEF.
Kettl, D. F. (2009). The Next Government of the United States: Why Our Institutions Fail Us and How to Fix Them. W. W. Norton & Company.
Klievink, B., Romijn, B. J., Cunningham, S., & de Bruijn, H. (2016). Big data in the public sector. Information Systems Frontiers, 19(2), 267–281. https://doi.org/10.1007/s10796-016-9686-2
Köchling, A., & Wehner, M. C. (2020). Discriminated by an algorithm: A systematic review of discrimination and fairness by algorithmic decision-making in the context of HR recruitment. Business Research, 13, 795–848. https://doi.org/10.1007/s40685-020-00134-w
Laclau, E., & Mouffe, C. (1985). Hegemony and Socialist Strategy: Towards a Radical Democratic Politics. Verso.
Lathrop, D., & Ruma, L. (Eds.). (2010). Open Government: Collaboration, Transparency, and Participation in Practice. O'Reilly Media.
LeCun, Y., Bengio, Y., & Hinton, G. (2015). Deep learning. Nature, 521(7553), 436–444. https://doi.org/10.1038/nature14539
Unión Europea. (2024). Reglamento (UE) 2024/1689 del Parlamento Europeo y del Consejo, de 13 de junio de 2024, por el que se establecen normas armonizadas en materia de inteligencia artificial (Ley Europea de IA). Diario Oficial de la Unión Europea. https://eur-lex.europa.eu/legal-content/ES/TXT/?uri=CELEX:32024R1689
Parlamento Europeo. (2023, 14 de junio). Resolución del Parlamento Europeo sobre inteligencia artificial: P9_TA(2023)0236. https://www.europarl.europa.eu/doceo/document/TA-9-2023-0236_ES.pdf
Li, Y., Taeihagh, A., & De Jong, M. (2018). The governance of risks in ridesharing: A revelatory case from Singapore. Energies, 11(5), artículo 1277. https://doi.org/10.3390/en11051277
Luna-Reyes, L., Gil-García, J., & Sandoval-Almazán, R. (2015). Avances y Retos del Gobierno Digital en México. Universidad Autónoma del Estado de México (UAEM) / Instituto de Administración Pública del Estado de México (IAPEM).
Margetts, H., & Dunleavy, P. (2013). The second wave of digital-era governance. Philosophical Transactions of the Royal Society A, 371(1987), artículo 20120382. https://doi.org/10.1098/rsta.2012.0382
McBride, K., Hammerschmid, G., Lume, H., & Raieste, A. (2023). Proactive Public Services: The New Standard for Digital Governments. Nortal / Centre for Digital Governance. https://info.nortal.com/hubfs/white-paper_proactive_public_services_en.pdf
Ministerio de Hacienda de Chile. (2024). Evaluación del Sistema de Compras Públicas Digitales. Ministerio de Hacienda de Chile. https://www.hacienda.cl/
Misuraca, G., Barcevicius, E., & Codagnone, C. (2020). Exploring Digital Government Transformation in the EU: Understanding Public Sector Innovation in a Data-Driven Society. Joint Research Centre — Comisión Europea. https://econpapers.repec.org/paper/iptiptwpa/jrc121548.htm
O'Reilly, T. (2011). Government as a Platform. Innovations: Technology, Governance, Globalization, 6(1), 13–40. https://doi.org/10.1162/INOV_a_00056
OCDE. (2025). Governing with Artificial Intelligence. OECD Publishing. https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/06/governing-with-artificial-intelligence_398fa287/795de142-en.pdf
OCDE/CAF. (2024). Revisión del Gobierno Digital en América Latina y el Caribe: Construyendo Servicios Públicos Inclusivos y Responsivos. OECD Publishing. https://doi.org/10.1787/7a127615-es
Oszlak, O. (2024). Gobierno personalizado: Tendencias en la proactividad estatal para la prestación de servicios públicos. Revista Administración Pública y Sociedad, 65–91.
Rodríguez Pérez, C. I., Licea Jiménez, I. J., Martínez Prince, R., & Rodríguez Cruz, Y. (2023). Elementos teóricos para la relación entre Gobernanza Digital y Estudios Métricos de la Información. Alcance, 12(31), 161–186. http://scielo.sld.cu/scielo.php?script=sci_arttext&pid=S2411-99702023000100161&lng=es&tlng=es
Russell, S., & Norvig, P. (2021). Artificial Intelligence: A Modern Approach (4.ª ed.). Pearson.
Ruvalcaba-Gómez, E. A., Criado, J. I., & Valenzuela-Mendoza, R. (2020). From E-Budgeting to Smart Governance. Journal of Science and Technology Policy Management, 11(2), 261–275. https://doi.org/10.1108/JSTPM-05-2019-0043
Scholta, H., Mertens, W., Kowalkiewicz, M., & Becker, J. (2019). From one-stop shop to no-stop shop: An e-government stage model. Government Information Quarterly, 36(1), 11–26.
Smart Nation Singapore. (2021). National Electronic Health Record: Annual Report 2020-2021. Government Technology Agency. https://www.smartnation.gov.sg/
Strauss, A., & Corbin, J. (1998). Basics of Qualitative Research: Techniques and Procedures for Developing Grounded Theory (2.ª ed.). Sage.
Tan, S. Y., Teo, K. C., & Lim, W. S. (2022). Predictive analytics in elderly care: Evidence from Singapore's NEHR. Journal of Medical Systems, 46(5), 45–58. https://doi.org/10.1007/s10916-022-01812-3
Todos Pela Educação. (2023). Anuário Brasileiro da Educação Básica 2023. Moderna / Todos Pela Educação. https://www.todospelaeducacao.org.br/
Valle-Cruz, D., Criado, J. I., Sandoval-Almazán, R., & Ruvalcaba-Gómez, E. A. (2020). Assessing the public policy-cycle framework in the age of artificial intelligence: From agenda-setting to policy evaluation. Government Information Quarterly, 37(4), artículo 101509. https://doi.org/10.1016/j.giq.2020.101509
Vargas Bravo, D. C. O. (2021). El gobierno digital y su implementación en el estado. Ciencia Latina Revista Científica Multidisciplinar, 5(6), 13767–13777. https://doi.org/10.37811/cl_rcm.v5i6.1356
Verón, E. (1993). La semiosis social: Fragmentos de una teoría de la discursividad. Gedisa.
Wang, P. (2019). On defining artificial intelligence. Journal of Artificial General Intelligence, 10(2), 1–37. https://doi.org/10.2478/jagi-2019-0002
West, D. M. (2005). Digital Government: Technology and Public Sector Performance. Princeton University Press.
Witismann, R. (2023). Bürokratt: The Estonian AI Revolutionizing State-Citizen Communication. https://incorporate.ee/business-environment/burokratt-the-estonian-ai-revolutionizing-state-citizen-communication/
World Bank. (2022). Interoperability: Towards a Data-Driven Public Sector. World Bank. https://openknowledge.worldbank.org/entities/publication/b2beadcf-5f8b-59ec-8846-a0cd492f2d2d
Young, M., Bullock, J., & Lecy, J. (2019). Artificial Discretion as a Tool of Governance: A Framework for Understanding the Impact of Artificial Intelligence on Public Administration. Perspectives on Public Management and Governance, 2(4), 301–313. https://doi.org/10.1093/ppmgov/gvz014
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