Lexical Architectures of Identity in Indonesia’s 2024 Presidential Debate (Round Three): Mapping of Religion, Parties, and Civics
DOI:
https://doi.org/10.31958/proceedingsoficresh.v4i.125Abstract
This study examines how identity is performed and deliberation sustained in public reactions to Indonesia’s 2024 presidential debate (Round Three) on YouTube. Grounded in Social Identity Theory (SIT), the study analyzes comments from two official streams, TVRI and KPU, using a transparent, event-anchored text-mining pipeline in Voyant: word frequency profiling, collocation mapping, topic segmentation with dictionary scoring, and KWIC-based frame diagnostics. The current research operationalizes deliberative emphasis via a topic-conditioned civics–morality ratio contrasting civic-institutional vocabulary (e.g., konstitusi, DPR, KPU, prosedur) with moral–absolutist tokens (e.g., halal/haram, kafir, dosa, benar/salah). Results are consistent across tools. Collocation networks are leader-centric and role/ticket-forward, with weak coupling between religious labels and candidate names. Topic panels diverge by venue: TVRI concentrates virtue predicates and salutations with only episodic institutional references, yielding a low civics–morality ratio; KPU is saturated with institutional and process terms, producing a high ratio. KWIC corroborates this split. TVRI windows around candidate tokens are dominated by acclamation/attack and scoreboard talk, while KPU windows embed address forms within rule-following, evidence, and programmatic language (e.g., aturan, bukti, data, program, prinsip). The study concludes that, during this debate, identity talk on YouTube was personalized rather than confessional or party-fused, and deliberative emphasis was contingent on institutional framing: the electoral authority’s channel scaffolded procedural reasoning, whereas the broadcaster’s thread incentivized expressive partisanship. The civics–morality ratio, conditioned by topics and triangulated with KWIC and collocation, offers an interpretable, reproducible indicator for assessing event-time discourse quality in platformed political talk.
Keywords: Social Identity Theory; identity politics; Indonesia 2024 election; YouTube comments; religion.
References
Abdelrazek, A., Eid, Y., Gawish, E., Medhat, W., and Hassan, A. (2023). Topic modeling algorithms and applications: A survey. Information Systems, 112, 102131. https://doi.org/10.1016/j.is.2022.102131
Al-Fikri, M., Truna, D. S., and Nurdin, A. A. (2025). Leveraging religious identity: Anies Baswedan’s political strategy in the 2024 Indonesian Presidential Election. Hanifiya: Jurnal Studi Agama-Agama, 8(2). https://doi.org/https://doi.org/10.15575/hanifiya.v8i2.45480
Angdresey, A., Sitanayah, L., and Tangka, I. L. H. (2025). Sentiment Analysis for Political Debates on YouTube Comments using BERT Labeling, Random Oversampling, and Multinomial Naïve Bayes. Journal of Computing Theories and Applications, 2(3), 342–354. https://doi.org/10.62411/jcta.11668
Asosiasi Penyelenggaraan Jasa Internet Indonesia. (2024). Asosiasi penyelenggara jasa internet indonesia. Asosiasi Penyelenggaraan Jasa Internet Indonesia; https://apjii.or.id/. https://apjii.or.id/berita/d/apjii-jumlah-pengguna-internet-indonesia-tembus-221-juta-orang
Bächtiger, A., Gerber, M., and Fournier-Tombs, E. (2022). Discourse quality index. In Research Methods in Deliberative Democracy (pp. 83–98). Oxford University PressOxford. https://doi.org/10.1093/oso/9780192848925.003.0006
Balogun, B. A., & Bello, M. O. (2024). The Nigerian Correctional Service (NCoS): Challenges and Opportunities in Deradicalization and Reintegration. Mangabdi: Journal of Community Engagement in Religion, Social, and Humanities, 1(2), 95–105. https://doi.org/10.31958/mangabdi.v1i2.13720
Bavel, J. J. V., Rathje, S., Harris, E., and Robertson, C. (2021). How social media shapes polarization. Trends in Cognitive Sciences, 25(11), 913–916. https://doi.org/10.1016/j.tics.2021.07.013
Bliuc, A.-M., Bouguettaya, A., and Felise, K. D. (2021). Online intergroup polarization across political fault lines: An integrative review. Frontiers in Psychology, 12. https://doi.org/10.3389/fpsyg.2021.641215
Bonomi, G., Gennaioli, N., and Tabellini, G. (2021). Identity, beliefs, and political conflict*. The Quarterly Journal of Economics, 136(4), 2371–2411. https://doi.org/10.1093/qje/qjab034
Boukes, M. (2024). Deliberation in online political talk: Exploring interactivity, diversity, rationality, and incivility in the public spheres surrounding news vs. satire. Journal of Communication, 75(2), 125–136. https://doi.org/10.1093/joc/jqae038
Brady, W. J., Crockett, M., and Van Bavel, J. J. (2019). The MAD Model of Moral Contagion: The role of motivation, attention and design in the spread of moralized content online. Center for Open Science. https://doi.org/10.31234/osf.io/pz9g6
Brady, W. J., McLoughlin, K. L., Doan, T. N., and Crockett, M. (2021). How social learning amplifies moral outrage expression in online social networks. Center for Open Science. https://doi.org/10.31234/osf.io/gf7t5
Brookes, G., and McEnery, T. (2020). Correlation, collocation and cohesion: A corpus-based critical analysis of violent jihadist discourse. Discourse andamp; Society, 31(4), 351–373. https://doi.org/10.1177/0957926520903528
CNN Indonesia. (2024, January 3). KPU: Debat Ketiga Pilpres 2024 di Istora Senayan Baca artikel CNN Indonesia “KPU: Debat Ketiga Pilpres 2024 di Istora Senayan” selengkapnya di sini: https://www.cnnindonesia.com/nasional/20240103172205-617-1044926/kpu-debat-ketiga-pilpres-2024-di-istora-senayan. Download Apps CNN Indonesia sekarang https://app.cnnindonesia.com/. Cnnindonesia.Com. https://www.cnnindonesia.com/nasional/20240103172205-617-1044926/kpu-debat-ketiga-pilpres-2024-di-istora-senayan
Danugroho, A. (2024). Defects of democracy: The continuity of identity politics in post-reform regional elections. Jurnal Sosiologi Dialektika, 19(1), 89–101. https://doi.org/10.20473/jsd.v19i1.2024.89-101
Eaton, J. (2024). From the comments section: Analyzing online public discourse on the first 2020 presidential debate. Research andamp; Politics, 11(3). https://doi.org/10.1177/20531680241271758
ECPS_admin. (2024, January 2). Competing populisms, digital technologies and the 2024 elections in indonesia. ECPS. https://www.populismstudies.org/competing-populisms-digital-technologies-and-the-2024-elections-in-indonesia/
Goddard, A., and Gillespie, A. (2023). Textual indicators of deliberative dialogue: A systematic review of methods for studying the quality of online dialogues. Social Science Computer Review, 41(6), 2364–2385. https://doi.org/10.1177/08944393231156629
Google for Developers. (2025a). Comments. Google for Developers; https://developers.google.com. https://developers.google.com/youtube/v3/docs/comments
Google for Developers. (2025b). CommentThreads. Google for Developers; https://developers.google.com/. https://developers.google.com/youtube/v3/docs/commentThreads
Guevara, E., and Theviot, A. (2024). Elections and social networks around the world. Taylor and Francis.
Halimatusa’diyah, I. (2023, August 25). Politicised religion and Indonesia’s youth: Time to overhaul identity politics. FULCRUM; https://fulcrum.sg/. https://fulcrum.sg/politicised-religion-and-indonesias-youth-time-to-overhaul-identity-politics/
Hasyim, S. (2024). West Java’s Nahdlatul Ulama and the 2024 Elections. ISEAS: Yusof Ishak Institute, 2024(105). https://doi.org/https://www.iseas.edu.sg/wp-content/uploads/2024/11/ISEAS_Perspective_2024_105.pdf
Hasyim, B., Assaad, A. S., Hardivizon, H., & Mustaming, M. (2025). Islamic Values, Social Influence, and Self-Regulation as Determinants of Online Shopping Addiction among Indonesian University Students. Jurnal Ilmiah Peuradeun, 13(3), 1719–1746. https://doi.org/10.26811/gqhwf930
Herdiansah, A. G., and Sumadinata, W. S. (2019). Indonesia’s political culture in the new digital age: A preliminary discussion. Masyarakat, Kebudayaan Dan Politik, 32(4), 378. https://doi.org/10.20473/mkp.v32i42019.378-389
Hobbs, M. J., and O’Keefe, S. (2024). Agonism in the arena: Analyzing cancel culture using a rhetorical model of deviance and reputational repair. Public Relations Review, 50(1), 102420. https://doi.org/10.1016/j.pubrev.2023.102420
Ibrahim, I., Haryadi, D., and Hidayat, N. (2024). The manipulation of identity politics in Indonesian electoral democracy today: Between regulations and practices. Journal of Infrastructure, Policy and Development, 8(7), 4211. https://doi.org/10.24294/jipd.v8i7.4211
Ibrahim, R., Yusoff, M. A., Asrinaldi, A., Pinto, J. T., and Irayanti, I. (2023). Phenomena of identity politics in Indonesia: Interaction analysis between religion and ethnicity in West Sumatera. International Journal of Multidisciplinary Research of Higher Education, 6(4), 164–172. https://doi.org/10.24036/ijmurhica.v6i4.143
Irmayanti, M., Chou, L.-F., and Anuar, N. N. binti Z. (2024). Storytelling and math anxiety: A review of storytelling methods in mathematics learning in Asian countries. European Journal of Psychology of Education, 40(1). https://doi.org/10.1007/s10212-024-00927-1
Irmayanti, M., and Muktadir, A. (2025, August 22). Bicara Data, Baca Makna: Text Mining untuk Penjelajahan Kata, Cerita, dan Emosi. Penerbit Buku Minhaj Pustaka; Minhaj Pustaka. https://doi.org/10.5281/zenodo.17169884
Karmila, L., Rachmiatie, A., K, S. S., Fardiah, D., Ahmadi, D., and Muhtadi, A. S. (2024). The role of social media in the political construction of identity: Implications for political dynamics and democracy in Indonesia. Journal of Infrastructure, Policy and Development, 8(14), 9171. https://doi.org/10.24294/jipd9171
Kemp, S. (2024, February 20). Digital 2024: Indonesia — datareportal – global digital insights. DataReportal – Global Digital Insights. https://datareportal.com/reports/digital-2024-indonesia
Kemp, S. (2025, February 25). Digital 2025: Indonesia — datareportal – global digital insights. DataReportal – Global Digital Insights. https://datareportal.com/reports/digital-2025-indonesia
Kraft, P. W., and Klemmensen, R. (2023). Lexical ambiguity in political rhetoric: Why morality doesn’t fit in a bag of words. British Journal of Political Science, 54(1), 201–219. https://doi.org/10.1017/s000712342300008x
Li, F. (Sam), and Ma, J. (2024). The interaction effect of time metaphors and destination-related user-generated content appeal on visit intention: A construal-level perspective. Tourism Management Perspectives, 54, 101315. https://doi.org/10.1016/j.tmp.2024.101315
Macanovic, A. (2022). Text mining for social science – The state and the future of computational text analysis in sociology. Social Science Research, 108, 102784. https://doi.org/10.1016/j.ssresearch.2022.102784
Muñoz, P., Bellogín, A., Barba-Rojas, R., and Díez, F. (2024). Quantifying polarization in online political discourse. EPJ Data Science, 13(1). https://doi.org/10.1140/epjds/s13688-024-00480-3
Neumann, D., and Rhodes, N. (2023). Morality in social media: A scoping review. New Media andamp; Society, 26(2), 1096–1126. https://doi.org/10.1177/14614448231166056
Nurhayati, C., Ihsan, A. B., and Shaka, M. F. (2022). The influence of social media on religious identity politics among Indonesian millennial generation. Simulacra, 5(2), 57–70. https://doi.org/10.21107/sml.v5i2.16621
Pew Research Center. (2024, March 28). 5 facts about Muslims and Christians in Indonesia. Pew Research Center. https://www.pewresearch.org/short-reads/2024/03/28/5-facts-about-muslims-and-christians-in-indonesia/
Pranata, N. (2024). Identity politics of islamic majority and non-islamic minority voters in practical politics in indonesia: Analysis of the 2019 and 2024 presidential elections. Sci-Int. (Lahore), 36(6), 559–566. https://doi.org/https://sci-int.com/pdf/638666830082515257.edited.pdf
Prayogi, D., and Fahadayna, A. C. (2024). Religious identity politics in Indonesia’s 2019 election campaign on Twitter and its socio-political implications. Jurnal Penelitian Politik, 20(2), 95. https://doi.org/10.14203/jpp.v20i2.1497
Romadoni, A. (2024, March 25). Kpu: partisipasi pemilih pemilu 2024 capai 81,78%. Kumparan. https://kumparan.com/kumparannews/kpu-partisipasi-pemilih-pemilu-2024-capai-81-78-22PyNX95SlL
Simonsen, K. B., and Widmann, T. (2023). When do political parties moralize? A cross-national study of the strategic use of moral language in political communication on immigration. Center for Open Science. https://doi.org/10.31219/osf.io/hxd5a
Sinclair, Stéfan, and Rockwell, G. (2025). Tutorial: Collocates graph. Voyant Tools: See through Your Text. https://voyant-tools.org/docs/tutorial-collocatesgraph.html
Solovev, K., and Pröllochs, N. (2022). Moralized language predicts hate speech on social media. PNAS Nexus, 2(1). https://doi.org/10.1093/pnasnexus/pgac281
Steele, J. (2024). Indonesia. Reuters Institute for the Study of Journalism; https://reutersinstitute.politics.ox.ac.uk/. https://reutersinstitute.politics.ox.ac.uk/digital-news-report/2024/indonesia
Supratikno, A. (2022). Reviewing identity politics from pancasila democracy. Proceedings of the First International Conference on Democracy and Social Transformation, ICON-DEMOST 2021, September 15, 2021, Semarang, Indonesia. https://doi.org/10.4108/eai.15-9-2021.2315573
Suryana, A. (2024, May 8). Why identity polarisation mattered less in indonesia’s 2024 presidential election. FULCRUM; https://fulcrum.sg/. https://fulcrum.sg/why-identity-polarisation-mattered-less-in-indonesias-2024-presidential-election/
Syahruddin, S., Jumriani, J., Indra, A. B., Darussalam, F. I., and Najib, H. A. (2025). Analysis of fairclough’s critical discourse on religion visualization in the politics of the 2024 indonesian presidential election. JED (Jurnal Etika Demokrasi), 10(2), 195–206. https://doi.org/10.26618/jed.v10i2.17494
Syam, A. A., and Afdal, A. A. M. (2024). Examining social media public sentiment: Youtube response to 2024 Indonesian presidential debate. Kybernology : Journal of Government Studies, 4(1), 15–28. https://doi.org/10.26618/kjgs.v4i1.14642
Taylor, C. (2022). Corpus linguistics in the study of political discourse: Recent directions. In The Routledge Handbook of Corpus Linguistics (pp. 602–614). Routledge. https://doi.org/10.4324/9780367076399-42
TESL-EJ. (2020). Researchers, teachers, and learners seeing new possibilities with Voyant Tools. TESL-EJ: Teaching English as a Second or Foreign Language; https://tesl-ej.org/. https://tesl-ej.org/wordpress/issues/volume24/ej94/ej94m1/
Wadipalapa, R. P., and Budiatri, A. P. (2025). The Rise of Religious Brokerage: Nahdlatul Ulama in Indonesia’s 2024 Presidential Elections. In Contemporary southeast asia vol. 47/1 (april 2025). ISEAS: Yusof Ishak Institute. https://bookshop.iseas.edu.sg/publication/7954
Wang, H., and Yan, J. (2022). Effects of social media tourism information quality on destination travel intention: Mediation effect of self-congruity and trust. Frontiers in Psychology, 13. https://doi.org/10.3389/fpsyg.2022.1049149
Wibyanto, S., Adhrianti, L., and Alfarabi, A. (2024). Strategi Media Sosial Minumin Bengkulu dalam Membangun Citra Positif. Syntax Literate ; Jurnal Ilmiah Indonesia, 9(8), 4027–4032. https://doi.org/10.36418/syntax-literate.v9i8.15919
Widian, R., Satya, P. A. N. I. P., and Yazid, S. (2022). Religion in indonesia’s elections: An implementation of a populist strategy? Politics and Religion, 16(2), 351–373. https://doi.org/10.1017/s1755048321000195
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