Framing Russia-Ukraine War in the Newspapers of Bangladesh: A Topic Modeling Approach
DOI:
https://doi.org/10.48165/sajssh.2024.5215Keywords:
Framing war, Russian-Ukraine War, Bangladeshi Newspapers, Topic ModelingAbstract
Background: Media coverage consistently exerts a significant influence on the formation of
the public's opinion, especially framing the war. Media framing refers to the deliberate
selection and presentation of information in a manner that influences people's perception and
reaction to specific aspects of an issue. The major objective of this study was to investigate
how Bangladeshi Print media frame the Russa-Ukraine Conflict (RUC) during the conflict
period. Methods: The study comprised of scrapped data from the online version of two
newspapers the Daily Star (n=1135) and New Age (n=728) news items related to the RussaUkraine conflict from 24 February 2022 to 24 February 2023. The news stories were scraped
utilizing Python’s web scraping package Beautiful Soup. The data is analyzed adopting the
Latent Dirichlet Allocation (LDA) topic modeling technique to determine the dominant
framings like top keywords, top key phrases, and the most highlighted topic of the RussaUkraine war. Results: The frequency analysis of the Daily Star showed Ukraine (n=7,112)
and Russia (n=5,884) being the most frequently used words, similarly New Age depicted
Ukraine (n=4,901) and Russia (n=3,655) as both newspaper’s top two mentioned words:
Ukraine and Russia, were the same. The ‘United States’ was the top and second most used
key phrase in New Age and The Daily Star, correspondingly. Surprisingly, Daily Star
mentioned ‘United States’ (n=487) and ‘Joe Biden’ (n=211) in a notable amount though the
United States was not a direct part of the conflict. The topic analysis showed that the topic –
‘Military confrontations between Russia-Ukraine’ (frequency =513) and the topic- ‘Russia
and Ukraine’s military clashes’ (frequency= 421) had the utmost priority in the coverage of
the Daily Star and the New Age, respectively. Conclusion: It was evident from our findings
that Unites States, Joe Biden, western, sanctions, European Union, security council, Black
Sea etc. topics were got much attention in compared with the sufferings of the victims, price
hike, energy crisis etc. topics.
References
Allen, S. (1996). The role of the media in constructing the "just war" frame. In D. McQuail, J.
Curran, & M. Gurevitch (Eds.), Mass communication and society (pp. 342-349).
Sage.
Al-Zaman, Md. S., & Khan, T. (2021). Framing Environmental News in Bangladesh. Media
Asia, 49(2), 98–110. https://doi.org/10.1080/01296612.2021.1997526
Barron, I., & Murdock, G. (2001). The war machine and the media: Manufacturing consent
and consent manufacturing. In S. Allan, A. Bell, & S. Wood (Eds.), The state of the
media (pp. 128-143). Palgrave Macmillan.
Ciuriak, D. (2022). The Role of Social Media in Russia’s War on Ukraine (SSRN Scholarly
Paper 4078863). https://doi.org/10.2139/ssrn.4078863
Deng, Z., Li, C., Wang, Z., Kang, P., Hu, Y., Pan, H., & Liu, G. (2022). The Russia–Ukraine
war disproportionately threatens the nutrition security of developing countries.
Discover Sustainability, 3(1), 40. https://doi.org/10.1007/s43621-022-00112-8
Entman, R. M. (1993). Framing: Toward a clarification of the fractured Paradigm. Journal of
Communication, 43(4), 51-58. https://doi.org/10.1111/j.1460-2466.1993.tb01304.x
Gamson, W. A. (1992). Media discourse and political agendas. In M. Weiler (Ed.), Political
communication: Theories, cases, and methods (pp. 213-238). Guilford Press.
Haque, U., Naeem, A., Wang, S., Espinoza, J., Holovanova, I., Gutor, T., Bazyka, D.,
Galindo, R., Sharma, S., Kaidashev, I. P., Chumachenko, D., Linnikov, S., Annan, E.,
Lubinda, J., Korol, N., Bazyka, K., Zhyvotovska, L., Zimenkovsky, A., & Nguyen,
U.-S. D. T. (2022). The human toll and humanitarian crisis of the Russia-Ukraine war:
The first 162 days. BMJ Global Health, 7(9), e009550. https://doi.org/10.1136/bmjgh2022-009550
Jacobs, T., & Tschötschel, R. (2019). Topic models meet discourse analysis: A quantitative
tool for a qualitative approach. International Journal of Social Research Methodology,
(5), 469–485. https://doi.org/10.1080/13645579.2019.1576317
Kusa, I. (2022). Russia-Ukraine War: Harbinger of a Global Shift A Perspective from
Ukraine. Policy Perspectives, 19(1), 7–12.
Lichtenstein, D., Esau, K., Pavlova, L., Osipov, D., & Argylov, N. (2019). Framing the
Ukraine crisis: A comparison between talk show debates in Russian and German
television. International Communication Gazette, 81(1), 66–88.
https://doi.org/10.1177/1748048518755209
MacFarlane, S. (2016). Kto Vinovat ? Why is there a crisis in Russia’s relations with the
West? Contemporary Politics, 22, 1–17.
https://doi.org/10.1080/13569775.2016.1201315
Mbah, R. E., & Wasum, F. (2022). Russian-Ukraine 2022 War: A Review of the Economic
Impact of Russian-Ukraine Crisis on the USA. Advances in Social Sciences Research
Journal, 9, 144–153. https://doi.org/10.14738/assrj.93.12005
Mearsheimer, J. J. (2014). Why the Ukraine Crisis Is the West’s Fault: The Liberal Delusions
That Provoked Putin. Foreign Affairs, 93(5), 77–89.Mearsheimer, J. J. (2022). The Causes and Consequences of the Ukraine War. Horizons:
Journal of International Relations and Sustainable Development, 21, 12–27.
Messinger, G. (2011). The Battle for the Mind: War and Peace in the Era of Mass
Communication. University of Massachusetts Press.
https://muse.jhu.edu/pub/190/monograph/book/2047
Olmastroni, F. (2014). Framing War: Public Opinion and Decision-Making in Comparative
Perspective. United States: Taylor & Francis. https://doi.org/10.4324/9781315857077
Park, C. Y., Mendelsohn, J., Field, A., & Tsvetkov, Y. (2022). Challenges and Opportunities
in Information Manipulation Detection: An Examination of Wartime Russian Media
(arXiv:2205.12382). arXiv. https://doi.org/10.48550/arXiv.2205.12382
Parry, K. (2010). A visual framing analysis of British press photography during the 2006
Israel- Lebanon conflict. Media, War & Conflict, 3(1), 67-85.
https://doi.org/10.1177/1750635210353679
Qureshi, A., Rizwan, M. S., Ahmad, G., & Ashraf, D. (2022). Russia–Ukraine war and
systemic risk: Who is taking the heat? Finance Research Letters, 48, 103036.
https://doi.org/10.1016/j.frl.2022.103036
Singh, S. (2023). The Ukraine-Russia War and Non-Aligned South Asia: A Steady Walk
Amidst Great Power Politics. Journal of International Affairs, 75(2), 109–120.
Steinbach, S. (2023). The Russia–Ukraine war and global trade reallocations. Economics
Letters, 226, 111075. https://doi.org/10.1016/j.econlet.2023.111075
Tahrima, C., Tahreen, A, D., Paul, Rizwana, I., & Angga, P. (2023). Impacts of the RussiaUkraine War price shocks on the Bangladesh economy: A general equilibrium
analysis. International Food Policy Research Institute.
https://doi.org/10.2499/p15738coll2.136691
Trautman, L. J., & McFarlin, M. (2023). Putin, Russia And Ukraine: International Human
Rights Violations, War Crimes, & Future Implications (SSRN Scholarly Paper
. https://doi.org/10.2139/ssrn.4393282
Wilkenfeld, J., Young, K., Asal, V., & Quinn, D. (2003). Mediating International Crises:
Cross-National and Experimental Perspectives. Journal of Conflict Resolution, 47(3),
–301. https://doi.org/10.1177/0022002703252365
Xinshen, D., A, D., Paul, Jenny, S., & James, T. (2022). Bangladesh: Impacts of the Ukraine
and global crises on poverty and food security. International Food Policy Research
Institute https://doi.org/10.2499/p15738coll2.135947
Zhou, X.-Y., Lu, G., Xu, Z., Yan, X., Khu, S.-T., Yang, J., & Zhao, J. (2023). Influence of
Russia-Ukraine War on the Global Energy and Food Security. Resources,
Conservation and Recycling, 188, 106657.
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