APPLYING BERTOPIC MODELLING ON UNITED NATIONS GENERAL DEBATES 1970-2016 DATASET TO IDENTIFY ECONOMIC DEVELOPMENT AND DEMOCRACY ISSUES

Muhammad Fikry Anshori

Abstrak


This article applies topic modeling to examine the discussion on economic development and democracy in United Nations General Debates over time and finds their spread across different countries. To achieve that aim, this article uses openly available debate transcripts from 1970 to 2016 to explore how distributed economic development and democracy are in the debates. Then, this article identifies the key themes of economy and democracy discussed throughout these debates using BERTopic as the topic modeling framework. By doing that, this article provides insights into the extent to which United Nations member states articulate economic progress with democracy based on common keywords and their patterns from the topic modeling. The main finding is that the intertwining between economic development and democracy issues emerges as the comprehensive development agenda became more prominent, such as the Millennium Development Goals (MDGs) in 2000 and their transition to Sustainable Development Goals (SDGs) in 2015. That contributes to knowing how economy and democracy emerge as a concern in the United Nations, the biggest platform for multilateral diplomacy.


Kata Kunci


BERTopic; Topic Modelling; United Nations General Debates

Teks Lengkap:

PDF

Referensi


Achmann, M., & Wolf, C. (2023). Policy Issues vs. Documentation: Using BERTopic to Gain Insight in the Political Communication in Instagram Stories and Posts during the 2021 German Federal Election Campaign. Sustainability: Environment - Community - Data. The 7th Digital Humanities in the Nordic and Baltic. Oslo.

Adika, G. (2020). Economic growth dynamics between resource-rich and resource-poor countries in sub-Saharan Africa: The role of politics and institutions. African Development Review, 32(3), 303-315.

Ahmed, M., Kausar, R., & Behan, R. A. (2016). Analysis of Democratic Constitutional Monarchy: A Case Study of Political System of Malaysia. Asia-Pacific - Annual Research Journal of Far East & South East Asia, 34, 76-90.

Akwei, B., Machar, B. A., & Mnyandu, P. (2023). ‘Debris’ of Coups D’état: Electoral Democracy, Election Violence, Political Vigilantism, and Elections Securitizations in Africa. South Asian Research Journal of Humanities and Social Sciences, 5(3), 65-75.

Albagoury, S. (2016). Inclusive Green Growth in Africa: Ethiopia Case Study. Retrieved from https://www.semanticscholar.org/paper/Inclusive-Green-Growth-in-Africa%3A-Ethiopia-Case-Albagoury/c2fb9d563d2ac7751b98c650ee60f4569ae6090a

Arpino, B., & Obydenkova, A. V. (2020). Democracy and International Trust Before and After the Start of the Great Recession: The European Union and the United Nations. Social Indicators Research, 148, 395-415.

Ballin, E. H. (2019). Constitutional Identity in the Netherlands: Sailing with Others. In Constitutional Identity in a Europe of Multilevel Constitutionalism (pp. 222-242). Cambridge: Cambridge University Press.

Barbier, E. B., & Burgess, J. C. (2021). Institutional Quality, Governance and Progress towards the SDGs. Sustainability, 13(11798), 1-11.

Baturo, A., Dasandi, N., & Mikhaylov, S. J. (2017). Understanding state preferences with text as data: Introducing the UN General Debate corpus. Research & Politics, 4(2), 1-9.

Beck, M., Jung, D., & Seeberg, P. (Syria, Palestine, and the Transformation of Middle Eastern Politics). The Levant in Turmoil. New York: Palgrave Macmillan.

Bergh, A., & Kärnä, A. (2021). Globalization and populism in Europe. Public Choice, 189, 51-70.

Bhuiyan, M. R. (2017). Welfare State Development in Developing Nations: The Relationship between Organised Labour and International Organisations. Global Labour Journal, 8(3), 182-200.

BLAIR, R. A. (2021). UN Peacekeeping and the Rule of Law. American Political Science Review, 115(1), 51-68.

BLAIR, R. A., DI SALVATORE, J., & SMIDT, H. M. (2023). UN Peacekeeping and Democratization in Conflict-Affected Countries. American Political Science Review, 117(4), 1308-1326.

Bob Hancké, M. R. (2007). Beyond Varieties of Capitalism: Conflict, Contradictions, and Complementarities in the European Economy. New York: Oxford University Press.

Brancati, D. (2016). Democracy Protests: Origins, Features, and Significance. Cambridge: Cambridge University Press.

Browne, S., & Weiss, T. G. (2021). Introduction. In ROUTLEDGE HANDBOOK ON THE UN AND DEVELOPMENT (pp. 1-6). New York: Routledge.

Brownlee, J., & Miao, K. (2022). Why Democracies Survive. Journal of Democracy, 33(4), 133-149.

Brownlee, J., Masoud, T., & Reynolds, A. (2015). The Arab Spring: Pathways of Repression and Reform. London: Oxford Academic.

Cai, Q. (2024). Comparative Analysis of Democratic Systems in Cambodia, Laos, and Thailand. Journal of Ecohumanism, 3(4), 3000-3011.

Canton, H. (2021). United Nations Development Programme—UNDP. In The Europa Directory of International Organizations 2021 (pp. 1-6). New York: Routledge.

Challoumis, C., & Eriotis, N. (2024). The Historical View of Banking System in Greece During the Financial Crisis. Journal of Ecohumanism, 3(8), 991-1011.

Commonwealth Secretariat (2017). A Sustainable Future for Small States: Pacific 2050. Retrieved from: https://www.thecommonwealth-ilibrary.org/index.php/comsec/catalog/book/769

Coombes, A. E. (2003). History after Apartheid: Visual Culture and Public Memory in a Democratic South Africa. New York: Duke University Press.

de Zeeuw, J., & Kumar, K. (2006). Promoting Democracy in Postconflict Societies. Boulder: Lynne Rienner Publishers.

Diefenbach, T. (2020). The Democratic Organisation: Democracy and the Future of Work. New York: Routledge.

Dingwerth, K., Schmidtke, H., & Weise, T. (2020). The rise of democratic legitimation: why international organizations speak the language of democracy. European Journal of nternational Relations, 26(3), 714-741.

Diyammi, M. (2025). Income Inequality and Community Cohesion: A Comprehensive Analysis of East Africa. Eastern African Journal of Humanities and Social Sciences., 44(1), 99-107.

Dorjnyambuu, B. (2023). Estonian Digital Entrepreneurship Ecosystem Based on Digital Platform Economy Index 2020. The Journal of Entrepreneurship, 32(2), 347-375.

Dorsch, M. T., & Maarek, P. (2020). Economic downturns, inequality, and democratic improvements. European Journal of Political Economy, 62.

Dwyer, H. (2024). Education for Sustainable Development – Securitization in International, National and Local Settings? A Critical Study of Environmental Security in Policies, Education Reforms and Teaching Practices in Sweden. Journal of Teacher Education for Sustainability, 26(1), 168-195.

Dzhyhora, O., Kuchmenko, V., Kovalchuk, V., Melnyk, V., & Hrab, M. (2024). The role of international institutions in stabilising the global legal order: Assessing impact and effectiveness. Multidisciplinary Reviews, 7(10), 27-47.

Egger, R., & Joanne. (2022). A Topic Modeling Comparison Between LDA NMF, Top2Vec, and BERTopic to Demystify Twitter Posts. Frontiers in Sociology, 7, 1-16.

Etieyibo, E. (2020). The ‘two democracies’ and Africa’s burden. African Studies, 79(4), 444-462.

Evelyne, H., Dietrich, R., & John, D. (2020). Economic Development and Democracy. Classes and Elites in Democracy and Democratization. https://doi.org/10.4324/9780203765173-22.

Farzanegan, M. R., & Batmanghelidj, E. (2023). Understanding Economic Sanctions on Iran: A Survey. The Economists’ Voice, 20(2), 197-226.

Feng, J. (2024). The idea of division and balance of powers and how it guarantees individual rights and freedoms. International Journal of Frontiers in Sociology, 16(5), 1-6.

Fernández, C. (2019). The unbearable lightness of being Swedish? On the ideological thinness of a liberal citizenship regime. Ethnicities, 19(4), 674-682.

Frost, L., & Schaaf, S. D. (2024). Citizenship in the shadow of law: identifying the origins, effects, and operation of legal ambiguity in Jordan. Law & Society Review, 58, 573-606.

George, L., & Sumathy, P. (2023). An integrated clustering and BERT framework for improved topic modeling. International Journal of Information Technology, 15(4), 2187-2195.

Gerring, J., Knutsen, C. H., Maguire, M., Skaaning, S.-E., Teorell, J., & Coppedge, M. (2021). Democracy and Human Development: Issues of Conceptualization and Measurement. Democratization, 28(2), 308-332.

Golooba-Mutebi, F., & Hickey, S. (2013). Investigating the Links between Political Settlements and Inclusive Development in Uganda: Towards a Research Agenda. Machester: The Effective States and Inclusive Development (ESID) Research Centre.

Greene, S. R. (2020). Coups and the consolidation mirage: lessons for stability in new democracies. Democratization, 27(7), 1280-1300.

Guze, A. E., Arslan, U., & Acaravci, A. (2021). The impact of economic, social, and political globalization and democracy on life expectancy in low income countries: are sustainable development goals contradictory? Environment, Development and Sustainability, 23, 13508-13525.

Hartmann, C. (2009). Democracy as a Fortuitous By-product of Independence UN Intervention and Democratization in Namibia. Taiwan Journal of Democracy, 5(1), 27-50.

Haveman, R., & Wolfe, B. (2000). Welfare to Work in the U.S.: A Model for Other Developed Nations? International Tax and Public Finance, 7, 95-114.

Hope Sr., K. R. (2019). Peace, justice and inclusive institutions: overcoming challenges to the implementation of Sustainable Development Goal 16. Global Change, Peace & Security, 32(1), 57-77.

Hope, C. (2021). Easier Said Than Done: Namibia’s “Declaratory” Developmental State and the Obstacles to Successful Industrial Policy. In The Post-Crisis Developmental State (pp. 153-177). London: Palgrave Macmillan.

Huszár, Á., & Berger, V. (2022). The new Hungarian middle class? International Journal of Sociology, 52(5), 370-396.

Imasiku, K., Thomas, V. M., & Ntagwirumugara, E. (2020). Unpacking Ecological Stress from Economic Activities for Sustainability and Resource Optimization in Sub-Saharan Africa. Sustainability, 12, 1-12.

International IDEA. (2021). THE STATE OF DEMOCRACY IN AFRICA AND THE MIDDLE EAST 2021: Resilient Democratic Aspirations and Opportunities for Consolidation. Strömsborg: International IDEA.

Ivlevs, A. (2023). Does the Emerging Middle Class Support Democracy? A Comparative Analysis of China, Countries with Authoritarian Political Regimes, and Recent Post-Socialist Democracies. Journal of Economic Issues, 57(1), 62-79.

Jamilah, A., Suriati, S., Mahadevan, K., Alin, S., & Oana, M. (2024). Exploring the University Social Responsibility Initiatives and Sustainable Development in Malaysia: A Carroll Model Approach. European Journal of Interdisciplinary Studies, 16(1), 71-90.

Jayaraman, T. (2011). GLOBAL FINANCIAL CRISIS AND ECONOMIC DOWNTURN: CHALLENGES AND OPPORTUNITIES FOR THE SMALL ISLAND COUNTRIES IN THE PACIFIC. Bank of Valletta Review, 43(Spring), 44-59.

Joseph, R. (1999). State, Conflict, and Democracy in Africa. Boulder: Lynne Rienner Publishers

Kaunert, C., & Léonard, S. (2018). The collective securitisation of terrorism in the European Union. West European Politics, 42(2), 261-277.

Khambule, I. (2024). State Institutions and Development in South Africa: The Case of Two State-Owned Enterprises. Insight on Africa, 17(1), 63-79.

Khromov, A. O., & Nakunne Yandoko, J. N. (2024). The Central African Republic and the Russian Federation: Problems of Military-Economic Cooperation. Asia & Africa Today, 9(-), 5-11.

Krašovec, A., & Johannsen, L. (2016). Recent Developments in Democracy in Slovenia. Problems of Post-Communism, 63(5-6), 313-322.

Kubicek, P. (1998). Authoritarianism in Central Asia: Curse or cure? Third World Quarterly, 19(1), 29-43.

Leal Filho, W., Otoara Ha’apio, M., Lütz, J., & Li, C. (2020). Climate change adaptation as a development challenge to small Island states: A case study from the Solomon Islands. Environmental Science and Policy, 107, 179-187.

Lee, H. W., Kim, Y., & Jho, W. (2022). Domestic politics and requests for UNESCO’s international assistance program. International Interactions, 48(3), 423-449.

Leipziger, L. E. (2024). Does Democracy Reduce Ethnic Inequality? American Journal of Political Science, 68(4), 1335-1352.

Liu, Y., & Wan, F. (2024). Unveiling temporal and spatial research trends in precision agriculture: A BERTopic text mining approach. Heliyon, 10(17).

Macedo, J. B., Martins, J. O., & Jalles, J. T. (2021). Globalization, Freedoms and Economic convergence: an empirical exploration of a trivariate relationship using a large panel. International Economics and Economic Policy, 18, 605-629.

Maekawa, W. (2024). United Nations peacekeeping operations and multilateral foreign aid: Credibility of good governance. World Development, 176.

Malito, D., Umbach, G., Savoia, A., & Hulme, D. (2020). Measuring Governance to Achieve Sustainable Development: Promises and Challenges. In Peace, justice and strong institutions: Encyclopedia of the UN Sustainable Development (pp. 1-14). New York: Springer Nature.

Massey, A. (2022). Sustainable Development Goals and their Fit with Good Governance. Global Policy, 13(51), 79-85.

McBride, S., Mahon, R., & Boychuk, G. W. (2015). After '08: Social Policy and the Global Financial Crisis. Vancouver: University of British Colombia Press.

McFerson, H. M. (1992). Democracy and Development in Africa. Journal of Peace Research, 29(3), 241-248. https://doi.org/10.1177/0022343392029003001

McMillan, M., Welch, K. H., & Rodrik, D. (2003). When Economic Reform Goes Wrong: Cashews in Mozambique. Brookings Trade Forum, 97-165.

Melber, H. & Saunders, C. (2001). Transition in Southern Africa – Comparative Aspects. Retrieved from: https://nai.diva-portal.org/smash/get/diva2:248856/FULLTEXT01.pdf

Mendonça, M., & Figueira, Á. (2024). Topic Extraction: BERTopic’s Insight into the 117th Congress’s Twitterverse. Informatics, 11(1), 1-8.

Menocal, A. R. (2021). Democracy and development: moving beyond the conundrum. In Research Handbook on Democracy and Development (pp. 60-78). London: Edward Elgar.

Mohammadi, H., Boccia, F., & Tohidi, A. (2023). The Relationship between Democracy and Economic Growth in the Path of Sustainable Development. Sustainability, 15(9607), 1-12.

Mourad, A. (2019). DEMOCRATIC ELECTIONS AND SUSTAINABLE DEVELOPMENT:THE CASE OF ELECTORAL DISTRICT AND REPRESENTATION IN LEBANON. BAU Journal - Creative Sustainable Development, 1(1), 1-8.

Neethling, R. J., Kleynhans, E. P., & Mncayi, P. (2023). A regional analysis of the competitiveness of industries in the Nelson Mandela Bay Metropolitan Municipality, South Africa. Local Economy, 38(2), 119-138.

Nelson, M. J., & Hoover, A. K. (2020). Notes on Using Google Colaboratory in AI Education. Proceedings of the 2020 ACM Conference on Innovation and Technology in Computer Science Education (ITiCSE '20). New York.

Nikzad, R. (2021). Governance, Institutions, and Economic Development. International Journal of Innovation and Economic Development, 7(4), 7-22.

Nijzink, L. & Piombo, J. (2005). Parliament and the Electoral System: How Are South Africans Being Represented?. In: Piombo, J., Nijzink, L. (eds) Electoral Politics in South Africa. Palgrave Macmillan, New York. https://doi.org/10.1057/9781403978868_4

Owen, C., & Bindman, E. (2017). Civic Participation in a Hybrid Regime: Limited Pluralism in Policymaking and Delivery in Contemporary Russia. Government and Opposition, 54(1), 98-120.

Paldam, M. (2024). Income, growth, and democracy looking for the main causal directions in the nexus. European Journal of Political Economy, 83.

Policardo, L., & Carrera, E. J. (2020). Can income inequality promote democratization? Metroeconomica, 71(3), 510-532.

Prozorova, Y. (2024). Democracy Revised: Democratic Imaginary and Emerging Autocracy in Post-Soviet Russia. American Behavioral Scientist, 68(13), 1683-1702.

Ramet, S. P., Hassenstab, C. M., & Listhaug, O. (2017). Building Democracy in the Yugoslav Successor States: Accomplishments, Setbacks, and Challenges since 1990. New York: Oxford University Press.

Raun, A. (2023). Too Much Development or Not Enough Democracy? Exploring an Anomaly in the Democratization of Post-Communist Countries. Canadian Journal of European and Russian Studies, 16(3), 30-58.

Réserve, R. (2016). El Salvador: Un año político y social convulso. Revista De Ciencia Politica, 36, 177-194.

Reverte, C. (2022). The importance of institutional differences among countries in SDGs achievement: A cross-country empirical study. Sustainable Development, 30, 1882-1899.

Rosenbaum, B. (2015). Making the Millennium Development Goals (MDGs) Sustainable: The Transition from MDGs to the SDGs. Harvard International Review, 37(1), 62-64.

Rosenfeld, B. (2020). State Dependency and the Limits of Middle Class Support for Democracy. Comparative Political Studies, 54(3-4), 411-444.

Roy, A., Basu, A., & Dong, X. (2021). Achieving Socioeconomic Development Fuelled by Globalization: An Analysis of 146 Countries. Sustainability, 13(4913), 1-15.

Rubin, B., Ginat, J., & Ma'oz, M. (1994). From War to Peace: Arab-Israeli Relations 1973-1993. New York: New York University Press.

Sajad, S. (2023). The Predominant Factors for the Persistence of Authoritarianism in the Middle East. International Journal of Multidisciplinary Research and Growth Evaluation., 4(6), 892-896.

Sanches, E. R. (2020). Small island states with strong democracies? The experience of decentralization in Cabo Verde and São Tomé and Príncipe 1. In Handbook of Governance in Small States (pp. 1-14). New York: Routledge.

Scoccia, G. (2023). Exploring Early Adopters' Perceptions of ChatGPT as a Code Generation Tool. 38th IEEE/ACM International Conference on Automated Software Engineering Workshops (ASEW). Luxembourg.

Sima, D., & Huang, F. (2023). Is democracy good for growth? — Development at political transition time matters. European Journal of Political Economy, 78.

Sinclair, G. F. (2020). orging Modern States with Imperfect Tools: United Nations Technical Assistance for Public Administration in Decolonized States. Humanity: An International Journal of Human Rights, Humanitarianism, and Development, 11(1), 54-83.

Skvarciany, V., Lapinskai, I., & Stasytyt, V. (2023). Efficiency of Digital Economy in the Context of Sustainable Development: DEA-Tobit Approach. Prague Economic Papers, 32(2), 129-158.

Stumpf, T. S., & Cheshire, C. L. (2018). The land has voice: understanding the land tenure – sustainable tourism development nexus in Micronesia. Journal of Sustainable Tourism, 27(7), 957–973. https://doi.org/10.1080/09669582.2018.1538228

Suhrke, A. (2008). Democratizing a Dependent State: The Case of Afghanistan. Democratization, 15(3), 630-648.

Thompson, D. D. (2022). Compounding challenges for disaster resilience in small island developing states. Disaster Prevention and Resilience, 1(4), 1-20.

Tian, J., Sim, N., Yan, W., & Li, Y. (2020). Trade uncertainty, income, and democracy. Economic Modelling, 90, 21-31.

Treisman, D. (2020). Economic Development and Democracy: Predispositions and Triggers. Annual Review of Political Science, 23, 241-257.

Tsedevdamba, O. (2016). The Secret Driving Force Behind Mongolia's Successful Democracy. Prism : a Journal of the Center for Complex Operations, 6(1), 140-152.

Uitto, J. I., Kohlitz, J., & Todd, D. (2017). Evaluating Sustainable Development in SIDS - Lessons from the Pacific and the Caribbean. In Evaluation for Agenda 2030: Providing Evidence on Progress and Sustainability (pp. 119-133). Exter: ‎ International Development Evaluation Association IDEAS.

Vrobļevska, E., & Rātfelders, T. (2024). The consolidation of putin’s power through legal and political means: implications for identity construction. Socrates. Rīga Stradiņš University Faculty of Law Electronic Scientific Journal of Law, 1(28), 58-64.

World Bank. (2016). Systematic country diagnostic for eight small Pacific Island countries : priorities for ending poverty and boosting shared prosperity. Retrieved from: https://documents.worldbank.org/en/publication/documents-reports/documentdetail/293681468197068563/systematic-country-diagnostic-for-eight-small-pacific-island-countries-priorities-for-ending-poverty-and-boosting-shared-prosperity

Xuereb, S., Wohl, M., Stefaniak, A., & Elgar, F. (2021). Social and Economic Determinants of Support for a Strong Non-Democratic Leader in Democracies Differ From Non-Democracies. Journal of Social and Political Psychology, 9, 334-352.




DOI: https://doi.org/10.24198/aliansi.v4i1.63600

Refbacks

  • Saat ini tidak ada refbacks.




 Aliansi : Jurnal Politik, Keamanan Dan Hubungan Internasional Terindeks Di:

Google Scholar  Bielefeld Academic Search Engine (BASE) WorldCat Indonesia One Search     

Penerbit:

Pusat Studi Keamanan dan Internasional, Fakultas Ilmu Sosial dan Ilmu Politik, Universitas Padjadjaran. Kampus FISIP Universitas Padjadjaran, Gedung D, Lt.2

Jl. Raya Bandung-Sumedang Km.21, Jatinangor, Sumedang, Indonesia