Tendências léxicas, emocionais e temáticas nos debates presidenciais. Casos do México, dos Estados Unidos e do Equador
DOI:
https://doi.org/10.5294/pacla.2025.28.4.2Palavras-chave:
Análise do discurso, comunicação política, discurso eleitoral, emoções midiáticas, processamento de linguagem natural, retórica presidencialResumo
Este artigo analisa comparativamente debates presidenciais recentes no México, nos Estados Unidos e no Equador, identificando tendências lexicais, emocionais e temáticas por meio de técnicas de processamento de linguagem natural. Foram examinados cinco debates oficiais entre 2024 e 2025, mediante análises léxicas, afetivas e temáticas, utilizando frequências e diversidade vocabular, distribuição das emoções, polaridade e redes temáticas. Os resultados indicam forte personalização do discurso centrado nos candidatos, com maior riqueza lexical nos Estados Unidos, repetição no México e focalização temática no Equador. Emoções como confiança e antecipação dominaram nos três contextos, seguidas pelo medo, o que revela estratégias de mobilização contidas. Os índices de legibilidade foram alarmantemente baixos, o que gera tensões na acessibilidade cidadã à linguagem política. Tematicamente, o Equador priorizou a segurança e a governabilidade, o México abordou programas sociais e questões de gênero, e os Estados Unidos enfatizaram a política externa e a liderança institucional. O estudo mostra que, embora cada país articule prioridades políticas diferentes, os debates funcionam como plataforma estratégica, em que liderança, gestão emocional e construção temática se combinam à lógica midiática que caracteriza as democracias contemporâneas.
Downloads
Referências
Al-Tarawneh, A., Al-Badawi, M., Abu Hatab, W., Alhalalmeh, A.-H. y Ghannam, J. A. (2024). The role of political language in winning elections: Slogans and posters in the British context. En Studies in systems, decision and control (pp. 515-522). Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-73545-5_94
Arman, Z. R. y McClurg, S. (2024). Exploring the relationship between televised presidential debate and twitter: A network analysis of intermedia agenda setting. Communication Studies, 75(6), 861-879. https://doi.org/10.1080/10510974.2024.2342062
Attili, A. y Salazar, L. (2022). Horizontes de la democracia en vilo. Entre transición al autoritarismo y la necesidad de las condiciones democráticas. Andamios, 19(48), 279-306. https://doi.org/10.29092/uacm.v19i48.906
Aytaç, S. E., Çarkoğlu, A. y Elçi, E. (2025). Populist appeals, emotions, and political mobilization. The American Behavioral Scientist, 69(5), 507-525. https://doi.org/10.1177/00027642241240343
Barzola-Plúas, Y. G. (2022). Reformas constitucionales en Ecuador: impacto y perspectivas. Zambos, 1(1), 86-101. https://doi.org/10.69484/rcz/v1/n1/23
Beattie, A. R., Eroukhmanoff, C. y Head, N. (2019). Introduction: Interrogating the ‘everyday’ politics of emotions in international relations. Journal of International Political Theory, 15(2), 136-147. https://doi.org/10.1177/1755088219830428
Benlamine, M. S., Villata, S., Ghali, R., Frasson, C., Gandon, F. y Cabrio, E. (2017). Persuasive argumentation and emotions: An empirical evaluation with users. En Human-computer interaction. User interface design, development and multimodality (pp. 659-671). Springer. https://doi.org/10.1007/978-3-319-58071-5_50
Bil-Jaruzelska, A. y Monzer, C. (2022). All about feelings? Emotional appeals as drivers of user engagement with Facebook posts. Politics and Governance, 10(1), 172-184. https://doi.org/10.17645/pag.v10i1.4758
Bilgic, A. y Gkouti, A. (2021). Who is entitled to feel in the age of populism? Women’s resistance to migrant detention in Britain. International Affairs, 97(2), 483-502. https://doi.org/10.1093/ia/iiaa054
Blei, D. M., Ng, A. Y. y Jordan, M. I. (2003). Latent dirichlet allocation. Journal of Machine Learning Research, 3, 993-1022.
Bond, G. D., Holman, R. D., Eggert, J.-A. L., Speller, L. F., García, O. N., Mejía, S. C., Mcinnes, K. W., Ceniceros, E. C. y Rustige, R. (2017). ‘Lyin’ Ted’, ‘crooked Hillary’, and ‘deceptive Donald’: Language of lies in the 2016 US presidential debates: Language of lies in debates. Applied Cognitive Psychology, 31(6), 668-677. https://doi.org/10.1002/acp.3376
Boydstun, A. E., Glazier, R. A. y Phillips, C. (2013a). Agenda control in the 2008 presidential debates. American Politics Research, 41(5), 863-899. https://doi.org/10.1177/1532673x12472364
Boydstun, A. E., Glazier, R. A. y Pietryka, M. T. (2013b). Playing to the crowd: Agenda control in presidential debates. Political Communication, 30(2), 254-277. https://doi.org/10.1080/10584609.2012.737423
Brader, T. (2005). Campaigning for hearts and minds: How emotional appeals in political ads work. University of Chicago Press.
Brawner, K. y Rus, V. (2018). Proceedings of the Thirty-First International Florida Artificial Intelligence Research Society conference: 21-23 may 2018, Melbourne, Florida, USA. https://doi.org/10.1609/aimag.v39i4.2826
Brubaker, J. y Hanson, G. (2009). The effect of Fox News and CNN’s postdebate commentator analysis on viewers’ perceptions of presidential candidate performance. Southern Communication Journal, 74(4), 339-351. https://doi.org/10.1080/10417940902721763
Chen, J., Mizuno, T. y Doi, S. (2024). Analyzing political party positions through multi-language twitter text embeddings. Frontiers in Big Data, 7, 1330392. https://doi.org/10.3389/fdata.2024.1330392
Chilton, P. y Schäffner, C. (2011). Discourse and politics. En Discourse studies: A multidisciplinary introduction (pp. 303-330). Sage.
Cockcroft, J. D. (2001). América Latina y Estados Unidos: historia y política país por país. Siglo XXI.
Eaton, J. (2024). From the comments section: Analyzing online public discourse on the first 2020 presidential debate. Research & Politics, 11(3). https://doi.org/10.1177/2053168024127175
Ellithorpe, M. E., Huang, Y. y Oliver, M. B. (2019). Reach across the aisle: Elevation from political messages predicts increased positivity toward politics, political participation, and the opposite political party. The Journal of Communication, 69(3), 249-272. https://doi.org/10.1093/joc/jqz011
Feldman, O. (2024). Quotations as devices of political persuasion and argumentation: A conceptual introduction. En The language of politics (pp. 1-15). Springer. https://doi.org/10.1007/978-981-97-0726-3
Funck, A. S. y Lau, R. R. (2024). A meta‐analytic assessment of the effects of emotions on political information search and decision‐making. American Journal of Political Science, 68(3), 891-906. https://doi.org/10.1111/ajps.12819
Gallardo, C. B. (2025). Elecciones presidenciales en Ecuador: un proceso huérfano de propuestas, dominado por la polarización y la desinformación. Más Poder Local, 60, 113-126. https://doi.org/10.56151/maspoderlocal.294
Grimmer, J. y Stewart, B. M. (2013). Text as data: The promise and pitfalls of automatic content analysis methods for political texts. Political Analysis, 21(3), 267-297. https://doi.org/10.1093/pan/mps028
Giordano, V. (2020). Derechas, comunicación política y debates presidenciales televisados en América Latina en el ascenso del neoliberalismo. Cuadernos del Centro de Estudios de Diseño y Comunicación, 112. https://doi.org/10.18682/cdc.vi112.4093
Groenendyk, E. (2011). Current emotion research in political science: How emotions help democracy overcome its collective action problem. Emotion Review, 3(4), 455-463. https://doi.org/10.1177/1754073911410746
Gustafsson, K. y Hall, T. H. (2021). The politics of emotions in international relations: Who gets to feel what, whose emotions matter, and the “history problem” in Sino-Japanese relations. International Studies Quarterly, 65(4), 973-984. https://doi.org/10.1093/isq/sqab071
Herrmann, S., Thonhauser, G., Loidolt, S., Matzner, T. y Baratella, N. (eds.) (2024). The Routledge Handbook of political Phenomenology. Routledge. https://doi.org/10.4324/9781003197430
Hinton, M. y Budzyńska-Daca, A. (2019). A comparative study of political communication in televised pre-election debates in Poland and the United States of America. Research in Language, 17(1), 1-19. https://doi.org/10.2478/rela-2019-0002
Koschut, S. (2019). Can the bereaved speak? Emotional governance and the contested meanings of grief after the Berlin terror attack. Journal of International Political Theory, 15(2), 148-166. https://doi.org/10.1177/1755088218824349
Krippendorff, K. (2018). Content analysis: An introduction to its methodology (4 ed.). Sage. https://doi.org/10.4135/9781071878781
Leitão, R. C., Van Haandel, A. C., Zeeman, G. y Lettinga, G. (2006). The effects of operational and environmental variations on anaerobic wastewater treatment systems: A review. Bioresource Technology, 97(9), 1105-1118. https://doi.org/10.1016/j.biortech.2004.12.007
Leser, J. y Spissinger, F. (2020). The functionality of affects: Conceptualising far-right populist politics beyond negative emotions. Global Discourse, 10(2), 325-342. https://doi.org/10.1332/204378919x15762350844101
López, P. C., Rivera, I. P. y Araújo, J. R. (2017). La comunicación política en las elecciones gallegas del 25 de septiembre de 2016: la agenda temática en el debate de la TVG. En Del verbo al bit (pp. 1431-1460). Sociedad Latina de Comunicación Social.
Magleby, D. B. (2011). A change election. En D. B. Magleby (ed.), The change election: money, mobilization, and persuasion in the 2008 federal elections (pp. 1-26). Temple University Press. http://www.jstor.org/stable/j.ctt14bt6t0.5
Martin, J. (2013). A feeling for democracy? Rhetoric, power and the emotions. Journal of Political Power, 6(3), 461-476. https://doi.org/10.1080/2158379X.2013.846557
McCombs, M. E. y Shaw, D. L. (1972). The agenda-setting function of mass media. The Public Opinion Quarterly, 36(2), 176-187. https://doi.org/10.1086/267990
Mila, A., Yasuhiro, K., Soengas Pérez, J. y Lara-Aguiar, J. A. (2022). Polarización política, populismo y discursos antagónicos en américa latina: análisis de los debates presidenciales de Chile (2021), Colombia (2022) y Brasil (2022). Marco, 8. https://doi.org/10.15304/marco.id8948
Montiegel, K. y Robinson, J. D. (2019). “First” matters: A qualitative examination of a strategy for controlling the agenda when answering questions in the 2016 U.S. republican primary election debates. Communication Monographs, 86(1), 23-45. https://doi.org/10.1080/03637751.2018.1498978
Nieto y Otero, M. J. (2018). La afectividad como estrategia discursiva en la diplomacia de Venezuela con España. Discurso & Sociedad, 12(2), 344-366. https://doi.org/10.14198/dissoc.12.2.5
Ordóñez, J. (2025). La democracia en México como forma de vida y su configuración en la actualidad. Antropología Experimental, 25, 21-36. https://doi.org/10.17561/rae.v25.8991
Paz, M. G. A. da, Silva Júnior, R. D. da, Jacobi, P. R., Lauda-Rodriguez, Z. y Milz, B. (2022). Guide for the dismantling of Brazilian environmental policy. Ambiente & Sociedade, 25. https://doi.org/10.1590/1809-4422asoceditorialvu2022l5edeng
Peris Blanes, À. y Pérez-Sánchez, J. (2021). Polarization and spectacle in the Spanish political talk show ‘La Sexta Noche’ during the 2019 European elections. Trípodos, 49, 71-87. https://doi.org/10.51698/tripodos.2020.49p71-87
Ponce, M. y Rincón, O. (2018). Medios de lucha: comunicación de gobierno en América Latina. B de Books.
Reijven, M. H. (2021). The co-construction of campaign argumentation on U.S.A. late-night talk shows. Journal of Argumentation in Context, 10(3), 397-417. https://doi.org/10.1075/jaic.20006.rei
Reijven, M. H. (2024). “So I know how to do this”: The prototypical argumentative pattern in U.S.A. presidential debates. Journal of Language Aggression and Conflict, 12(1), 89-110. https://doi.org/10.1075/jlac.00098.rei
Roitman, M. (2014). Presidential candidates’ ethos of credibility: The case of the presidential pronoun in the 2012 Hollande-Sarkozy debate. Discourse & Society, 25(6), 741-765. https://doi.org/10.1177/0957926514536835
Sahajpal, A. K., Vollmer, C. M., Pollett, A. y Gallinger, S. (2003). Sclerosing pancreatitis presenting as a periampullary tumour. Journal of the International Hepato Pancreato Biliary Association, 5(4), 268-272. https://doi.org/10.1080/13651820310015761
Sandré, M. (2014). Éthos et interaction : analyse du débat politique Hollande-Sarkozy. Langage et société, 149(3), 69-84. https://doi.org/10.3917/ls.149.0069
Schubert, C. (2022). Strategic functions of linguistic impoliteness in US primary election debates. Journal of Language and Politics, 21(3), 391-412. https://doi.org/10.1075/jlp.20041.sch
Scott, D. K., Chanslor, M. y Dixon, J. (2021). U.S. presidential debates 1948-2020: An issue of formality and respect. Argumentation and Advocacy, 57(3-4), 157-180. https://doi.org/10.1080/10511431.2021.1949542
Solomon, T. Y. (2012). ‘I wasn’t angry, because I couldn’t believe it was happening’: Affect and discourse in responses to 9/11. Review of International Studies, 38(4), 907-928. https://doi.org/10.1017/s0260210511000519
Somuano, M. F. (2018). Aprobar al presidente. Una comparación entre Felipe Calderón y Enrique Peña Nieto. Foro Internacional, 58(4), 629-670. https://doi.org/10.24201/fi.v58i4.2548
Święczkowska, H. y Doliwa, K. (eds.) (2012). Language, culture, meaning. University of Bialystok.
Turcotte, J. (2015). The news norms and values of presidential debate agendas: An analysis of format and moderator influence on question content. Mass Communication & Society, 18(3), 239-258. https://doi.org/10.1080/15205436.2014.893362
Urcid-Puga, R. y Coloma, C. (2024). Escrutando al periodismo político mexicano. Análisis discursivo de los tres debates presidenciales 2024. Revista Panamericana de Comunicación, 6(2). https://doi.org/10.21555/rpc.v6i2.3246
Waisbord, S. y Amado, A. (2017). Populist communication by digital means: Presidential Twitter in Latin America. Information, Communication & Society, 20(9), 1330-1346. https://doi.org/10.1080/1369118X.2017.1328521
Warner, B. R. y McKinney, M. S. (2013). To unite and divide: The polarizing effect of presidential debates. Communication Studies, 64(5), 508-527. https://doi.org/10.1080/10510974.2013.832341
Wicke, P. y Bolognesi, M. M. (2025). Red and blue language: Word choices in the Trump and Harris 2024 presidential debate. PLoS One, 20(6), e0324715. https://doi.org/10.1371/journal.pone.0324715
Yang, Q. y Wooldridge, M. (eds.) (2015). Proceedings of the twenty-fourth international joint conference on artificial intelligence set vol 1-3. AAAI Press.
Publicado
Como Citar
Edição
Seção
Licença
Copyright (c) 2026 Ángel Torres-Toukoumidis, Santiago Castro-Arias, Moisés Pallo-Chiguano, Andrea Mila-Maldonado

Este trabalho está licenciado sob uma licença Creative Commons Attribution 4.0 International License.
1. Proposta de Política para Periódicos de Acesso Livre
Autores que publicam nesta revista concordam com os seguintes termos:
Esta revista e os seus artigos estão publicados com a licença Creative Commons Atribuição-NãoComercial-SemDerivações 4.0 Internacional (CC BY-NC-ND 4.0). Você tem o direito de compartilhar, copiar e redistribuir o material em qualquer suporte ou formato. Para que isto ocorra: você deve dar o crédito apropriado, prover um link para a licença e indicar se mudanças foram feitas; você não pode usar o material para fins comerciais; e, se você remixar, transformar ou criar a partir do material, você não pode distribuir o material modificado.
