Inclusive Digital Narratives: Analyzing Toxicity, Topics, and Social Networks in Indigenous Documentaries Content Reviews

Authors

  • Yerik Afrianto Singgalen Atma Jaya Catholic University of Indonesia

Keywords:

Community, Digital Content, Kampung Naga, Livelihood, Social Network

Abstract

The research delves into the livelihood and coping strategies of indigenous communities in the digital era, focusing on the analysis of digital content. Utilizing the CRISP-DM framework, the study investigates toxicity scores, topics, and social networks within digital content, particularly examining video documentaries portraying indigenous communities' ways of life. Through data understanding, scraping, and modeling, the research unveils insights into the toxicity levels of online discussions and identifies topics resonating with viewers. The findings underscore the significance of preserving indigenous cultures, promoting community well-being, and fostering inclusive digital content. Moreover, the analysis reveals 8,776 actors and 498 edges within social networks, with an average degree of connectivity of 0.051 and an average weighted degree of 0.057. Notably, the toxicity analysis shows relatively low toxicity levels, with a toxicity score of 0.04992 and severe toxicity at 0.00609. The study concludes by recommending strategies to enhance the quality and sensitivity of digital content, contributing to broader societal understanding and appreciation of indigenous communities.

Downloads

Download data is not yet available.

References

Adeniyi, V. A., Akangbe, J. A., Kolawole, A. E., Ayeni, M. D., & Olorunfemi, D. O. (2023). Women cassava processors’ livelihood; implications for improved processing technology usage in Nigeria. Cogent Social Sciences, 9(1), 1–22. https://doi.org/10.1080/23311886.2023.2191898

Al Zoubi, S. (2023). When coping strategies become a way of life: a gendered analysis of Syrian refugees in Lebanon. Oxford Development Studies, 51(2), 126–144. https://doi.org/10.1080/13600818.2022.2096210

Alamneh, T., Mada, M., & Abebe, T. (2023). The Choices of Livelihood Diversification Strategies and Determinant Factors Among the Peri-Urban Households in Amhara Regional State, Ethiopia. Cogent Social Sciences, 9(2). https://doi.org/10.1080/23311886.2023.2281047

Amponsah, S., Ampadu, E., & Thomas, M. (2023). Professional development among in-service teachers: motivational factors, pathways and coping strategies. Educational Review, 75(4), 703–718. https://doi.org/10.1080/00131911.2021.1951173

Åsebø, E. K. S., & Løvoll, H. S. (2023). Exploring coping strategies in physical education. A qualitative case study. Physical Education and Sport Pedagogy, 28(3), 291–305. https://doi.org/10.1080/17408989.2021.1976743

Beban, A., & Gironde, C. (2023). Surviving cassava: smallholder farmer strategies for coping with market volatility in Cambodia. Journal of Land Use Science, 18(1), 109–127. https://doi.org/10.1080/1747423X.2023.2190744

Forson, M. A. (2022). Unpacking rural tourism on household livelihood: Insights from Kakum Ghana. Cogent Social Sciences, 8(1). https://doi.org/10.1080/23311886.2021.2019453

Freitag, A. M., & Camargo-Borges, C. (2024). The Digital Bow: Exploring the Potential of Digital Presence for Indigenous Community-Based Tourism in Brazil. Tourism Planning and Development, 1–18. https://doi.org/10.1080/21568316.2024.2307974

Heyward, M., & Krikowa, N. (2023). Embedding Indigenous cultural competencies within a digital media and communication context in Australian higher education. Higher Education Research and Development, 42(2), 350–365. https://doi.org/10.1080/07294360.2022.2063815

Holland, K. K., Larson, L. R., Powell, R. B., Holland, W. H., Allen, L., Nabaala, M., Tome, S., Seno, S., & Nampushi, J. (2022). Impacts of tourism on support for conservation, local livelihoods, and community resilience around Maasai Mara National Reserve, Kenya. Journal of Sustainable Tourism, 30(11), 2526–2548. https://doi.org/10.1080/09669582.2021.1932927

Jiang, L., Yu, S., & Zhao, Y. (2022). Incorporating digital multimodal composing through collaborative action research: challenges and coping strategies. Technology, Pedagogy and Education, 31(1), 45–61. https://doi.org/10.1080/1475939X.2021.1978534

Krithiga, R., & Velmurugan, G. (2024). A study on the relationship between women entrepreneurs’ stress, coping strategies, and business-related fear. Journal of the International Council for Small Business, 00(00), 1–14. https://doi.org/10.1080/26437015.2024.2320115

Ma, X., Wang, R., Dai, M., & Ou, Y. (2021). The influence of culture on the sustainable livelihoods of households in rural tourism destinations. Journal of Sustainable Tourism, 29(8), 1235–1252. https://doi.org/10.1080/09669582.2020.1826497

Masele, J. J., & Joseph, R. (2023). Media firms’ preparedness and coping strategies in the emergence of social media: a case of Tanzania. Journal of Media Business Studies, 20(4), 339–363. https://doi.org/10.1080/16522354.2022.2163794

McGinnis, G., Harvey, M., & Young, T. (2020). Indigenous Knowledge Sharing in Northern Australia: Engaging Digital Technology for Cultural Interpretation. Tourism Planning and Development, 17(1), 96–125. https://doi.org/10.1080/21568316.2019.1704855

Namakula, J., & Ilukor, J. (2024). Effect of Covid 19 on butchers and their coping strategies in Kampala district. Cogent Food and Agriculture, 10(1). https://doi.org/10.1080/23311932.2024.2303792

Nepal, S. K., Lai, P. H., & Nepal, R. (2022). Do local communities perceive linkages between livelihood improvement, sustainable tourism, and conservation in the Annapurna Conservation Area in Nepal? Journal of Sustainable Tourism, 30(1), 279–298. https://doi.org/10.1080/09669582.2021.1875478

Ouma, O. K., & Stadel, C. (2021). Developing a livelihood: conservation model for the Kakamega Forest region, Kenya using experiences from Berchtesgaden National Park, Germany. World Leisure Journal, 63(1), 51–72. https://doi.org/10.1080/16078055.2021.1887999

Raniga, T. (2021). Role of economic development cooperatives in improving the livelihoods of women in Gauteng, South Africa. Development Southern Africa, 38(4), 591–606. https://doi.org/10.1080/0376835X.2021.1906628

Scheinfeld, E., Gangi, K., Nelson, E. C., & Sinardi, C. C. (2022). Please Scream Inside Your Heart: Compounded Loss and Coping during the COVID-19 Pandemic. Health Communication, 37(10), 1316–1328. https://doi.org/10.1080/10410236.2021.1886413

Singgalen, Y. A. (2024a). Implementation of Global Vectors for Word Representation ( GloVe ) Model and Social Network Analysis through Wonderland Indonesia Content Reviews. Jurnal Sistem Komputer Dan Informatika (JSON), 5(3), 559–569. https://doi.org/10.30865/json.v5i3.7569

Singgalen, Y. A. (2024b). Sentiment Classification of Food Influencer Content Reviews using Support Vector Machine Model through CRISP-DM Framework. Jurnal Sistem Komputer Dan Informatika (JSON), 5(3), 517–528. https://doi.org/10.30865/json.v5i3.7509

Singgalen, Y. A. (2024c). Social Network Analysis and Sentiment Classification of Extended Reality Product Content. Jurnal Teknik Informatika C.I.T Medicom, 16(1), 24–34.

Singgalen, Y. A. (2024d). Toxicity , topic , and sentiment analysis on the operation of coal-fired power plants content reviews. Jurnal Teknik Informatika C.I.T Medicom, 16(1), 45–57.

Tran, T. A., & Pittock, J. (2024). When water policies derail livelihood aspirations: farmers’ agency in everyday politics in the Vietnamese Mekong Delta. Environmental Sociology, 00(00), 1–12. https://doi.org/10.1080/23251042.2024.2323601

Trogisch, L. (2023). Navigating fearscapes: women’s coping strategies with(in) the conservation-conflict nexus in the Eastern Democratic Republic of the Congo. Gender, Place and Culture, 30(3), 350–373. https://doi.org/10.1080/0966369X.2022.2035695

Tshabangu, T., & Salawu, A. (2022). Technology Innovation and Digital Journalism Practice by Indigenous African-language Newspapers: The Case of uMthunywa in Zimbabwe. African Journalism Studies, 43(2), 37–52. https://doi.org/10.1080/23743670.2022.2049618

Weber, D. L., Bygholm, A. K. M., & Kanstrup, A. M. (2023). Digital coping strategies of young people living with cognitive disabilities: using emotion-focused and problem-focused coping in digital relationships. Disability and Society, 0(0), 1–25. https://doi.org/10.1080/09687599.2023.2181767

Wei, C., Xu, H., & Wall, G. (2023). Asset assemblages and livelihood resilience in a coastal community. Journal of Sustainable Tourism, 0(0), 1–19. https://doi.org/10.1080/09669582.2023.2186826

Westoby, R., Gardiner, S., Carter, R. W., & Scott, N. (2021). Sustainable livelihoods from tourism in the “10 New Balis” in Indonesia. Asia Pacific Journal of Tourism Research, 26(6), 702–716. https://doi.org/10.1080/10941665.2021.1908386

Wondimu, H., Delelegn, W., & Dejene, K. (2022). What do female-headed households’ livelihood strategies in Jimma city, South west Ethiopia look like from the perspective of the sustainable livelihood approach? Cogent Social Sciences, 8(1). https://doi.org/10.1080/23311886.2022.2075133

Xu, Y., Wang, J., & Ma, M. (2023). Adapting to Lockdown: Exploring Stress Coping Strategies on Short Video Social Media During the COVID-19 Pandemic. Psychology Research and Behavior Management, 16, 5273–5287. https://doi.org/10.2147/PRBM.S441744

Yu, R., Su, X., Cheng, J., Du, W., & Liang, Z. (2023). An assessment of the livelihood resilience of tourism smallholders in the upper reaches of Yihe River, China. Local Environment, 28(11), 1371–1387. https://doi.org/10.1080/13549839.2023.2249489

Zeratsion, B. T., Manaye, A., Gufi, Y., Tesfaye, M., Werku, A., & Anjulo, A. (2023). Agroforestry practices for climate change adaptation and livelihood resilience in drylands of Ethiopia. Forest Science and Technology, 20(1), 47–57. https://doi.org/10.1080/21580103.2023.2292171

Downloads

Published

2024-08-29

How to Cite

Singgalen, Y. A. (2024). Inclusive Digital Narratives: Analyzing Toxicity, Topics, and Social Networks in Indigenous Documentaries Content Reviews. International Journal on Social Science, Economics and Art, 14(2), 276–286. Retrieved from https://ijosea.isha.or.id/index.php/ijosea/article/view/472

Most read articles by the same author(s)