Exploring Toxicity and Sentiment in Cultural Heritage Documentation: Content Analysis of Sabu Island's Portrayal in KOMPASTV's Expedition


  • Yerik Afrianto Singgalen * Mail Atma Jaya Catholic University of Indonesia, Indonesia
  • (*) Corresponding Author
Keywords: Cultural heritage; Media representation; Tourism impact; Sentiment analysis; Digital narratives

Abstract

This study explores the dual role of media in preserving and potentially distorting cultural heritage, focusing on the portrayal of Sabu Island in KOMPASTV's expedition documentary. Utilizing the Digital Content Reviews and Analysis Framework, the research comprehensively dissection the documentary’s content, uncovering critical insights into the intricate relationship between tourism, cultural preservation, and media representation. By integrating sentiment and toxicity analysis, the study identifies the emotional tone and harmful language present within digital narratives, with the toxicity analysis revealing an average score of 0.09886 and a peak score of 0.83647, indicating the potential influence of negative discourse on cultural heritage. The sentiment classification, conducted through a Support Vector Machine (SVM) model enhanced by SMOTE, demonstrated robust performance metrics, including an accuracy of 66.43%, precision of 60.51%, recall of 94.98%, and an F-measure of 73.90%, with an AUC ranging from 0.728 to 0.904. Additionally, content analysis centered on key themes such as Economic Impact, Sacred Rituals, Tourist Experience, and Weaving Traditions, revealing the complex dynamics where cultural preservation must be balanced with economic development and tourism demands. The findings emphasize the need for responsible and authentic media portrayals to safeguard cultural identities, as media holds the power to uphold or undermine cultural narratives' integrity. This research contributes to the broader discourse on cultural heritage documentation by offering a comprehensive framework for evaluating the impact of digital narratives on the preservation of cultural identities, ensuring the accurate and respectful portrayal of cultural heritage.

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References

M. D. Sánchez-Sánchez, C. De-Pablos-Heredero, and J. L. Montes-Botella, “A behaviour model for cultural tourism: loyalty to destination,” Econ. Res. Istraz. , vol. 34, no. 1, pp. 2729–2746, 2021, doi: 10.1080/1331677X.2020.1838313.

S. Chai-Arayalert, “Smart application of learning ecotourism for young eco-tourists,” Cogent Soc. Sci., vol. 6, no. 1, 2020, doi: 10.1080/23311886.2020.1772558.

C. Rinaldi, A. Cavicchi, and R. N. S. Robinson, “University contributions to co-creating sustainable tourism destinations,” J. Sustain. Tour., vol. 30, no. 9, pp. 2144–2166, 2022, doi: 10.1080/09669582.2020.1797056.

K. Krittayaruangroj, S. Suriyankietkaew, and P. Hallinger, “Research on sustainability in community-based tourism: a bibliometric review and future directions,” Asia Pacific J. Tour. Res., vol. 28, no. 9, pp. 1031–1051, 2023, doi: 10.1080/10941665.2023.2276477.

J. Wu, X. Font, and J. Liu, “Failure to morally self-regulate: deindividuation and moral disengagement from pro-environmental behavioural intentions across tourism and home contexts,” Curr. Issues Tour., no. May, pp. 1–20, 2024, doi: 10.1080/13683500.2024.2355559.

F. Carbone, “‘Don’t look back in anger’. War museums’ role in the post conflict tourism-peace nexus,” J. Sustain. Tour., vol. 30, no. 2–3, pp. 565–583, 2022, doi: 10.1080/09669582.2021.1901909.

E. Mele and L. Egberts, “Exploring travel blogs on tourism and landscape heritage: representations of the Swiss Alps,” J. Herit. Tour., vol. 18, no. 6, pp. 785–806, 2023, doi: 10.1080/1743873X.2023.2237617.

W. Megarry and K. Hadick, “Lessons from the Edge: Assessing the impact and efficacy of digital technologies to stress urgency about climate change and cultural heritage globally,” Hist. Environ. Policy Pract., vol. 12, no. 3–4, pp. 336–355, 2021, doi: 10.1080/17567505.2021.1944571.

G. Pasternak, “Photographic Digital Heritage in Cultural Conflicts: A Critical Introduction,” Photogr. Cult., vol. 14, no. 3, pp. 253–268, 2021, doi: 10.1080/17514517.2021.1953763.

S. H. Yim, “Cultural heritage through the lens of community psychology and narrative therapy: a community project on Chinese and Vietnamese diaspora in London,” Int. J. Herit. Stud., vol. 28, no. 8, pp. 970–983, Aug. 2022, doi: 10.1080/13527258.2022.2108486.

J. Li, X. Peng, X. Liu, H. Tang, and W. Li, “A study on shaping tourists’ conservational intentions towards cultural heritage in the digital era: exploring the effects of authenticity, cultural experience, and place attachment,” J. Asian Archit. Build. Eng., vol. 00, no. 00, pp. 1–20, 2024, doi: 10.1080/13467581.2024.2321999.

R. Cameron, “‘An Oriental Holiday’: constructing Bosnia and Herzegovina as a destination in British tourist literature, c. 1890–1914,” J. Tour. Hist., vol. 15, no. 3, pp. 233–256, 2023, doi: 10.1080/1755182X.2023.2235325.

M. N. Ahmad Taha and D. A. Abdelfattah, “Branding heritage in multi-cultural societies, with special references to preservation discourses,” HBRC J., vol. 19, no. 1, pp. 337–354, 2023, doi: 10.1080/16874048.2023.2272076.

M. B. Gillette and E. Boyd, “Mining for tourists in China: a digital ethnography of user-generated content from coal mining heritage parks,” J. Herit. Tour., vol. 19, no. 1, pp. 1–19, 2024, doi: 10.1080/1743873X.2023.2255691.

R. Zengeya, P. W. Mamimine, and M. C. Mwando, “Diaspora based tourism marketing conceptual paper: A conceptual analysis of the potential of harnessing the diaspora to improve tourism traffic in Zimbabwe,” Cogent Soc. Sci., vol. 9, no. 1, 2023, doi: 10.1080/23311886.2023.2164994.

R. Schiavone, S. Reijnders, and A. Brandellero, “‘Beneath the storyline’: analysing the role and importance of film in the preservation and development of Scottish heritage sites,” Int. J. Herit. Stud., vol. 28, no. 10, pp. 1107–1120, 2022, doi: 10.1080/13527258.2022.2131876.

T. D. Quang, W. B. Noseworthy, and D. Paulson, “Rising tensions: heritage-tourism development and the commodification of ‘Authentic’ culture among the Cham community of Vietnam,” Cogent Soc. Sci., vol. 8, no. 1, 2022, doi: 10.1080/23311886.2022.2116161.

E. McLoughlin and J. Hanrahan, “Evidence-informed planning for tourism,” J. Policy Res. Tour. Leis. Events, vol. 15, no. 1, pp. 1–17, 2023, doi: 10.1080/19407963.2021.1931257.

A. Firman, M. Moslehpour, R. Qiu, P. K. Lin, T. Ismail, and F. F. Rahman, “The impact of eco-innovation, ecotourism policy and social media on sustainable tourism development: evidence from the tourism sector of Indonesia,” Econ. Res. Istraz. , vol. 36, no. 2, p., 2023, doi: 10.1080/1331677X.2022.2143847.

T. Rasul et al., “Immersive virtual reality experiences: boosting potential visitor engagement and attractiveness of natural world heritage sites,” Asia Pacific J. Tour. Res., vol. 29, no. 5, pp. 515–526, 2024, doi: 10.1080/10941665.2024.2332993.

G. M. Andreou et al., “Big Data in Maritime Archaeology: Challenges and Prospects from the Middle East and North Africa,” J. F. Archaeol., vol. 47, no. 3, pp. 131–148, Apr. 2022, doi: 10.1080/00934690.2022.2028082.

Z. F. Zeadat, “Adaptive reuse challenges of Jordan’s heritage buildings: a critical review,” Int. J. Urban Sustain. Dev., vol. 16, no. 1, pp. 95–107, Dec. 2024, doi: 10.1080/19463138.2024.2329661.

J. M. Cheer, M. Mary, and A. A. Lew, “Cultural ecosystem services and placemaking in peripheral areas: a tourism geographies agenda,” Tour. Geogr., vol. 24, no. 4–5, pp. 495–500, 2022, doi: 10.1080/14616688.2022.2118826.

F. Pezeshki, M. Khodadadi, and M. Bagheri, “Investigating community support for sustainable tourism development in small heritage sites in Iran: A grounded theory approach,” Int. J. Herit. Stud., vol. 29, no. 8, pp. 773–791, 2023, doi: 10.1080/13527258.2023.2220316.

N. B. Lwoga and E. Maturo, “Motivation-based segmentation of rural tourism market in African villages,” Dev. South. Afr., vol. 37, no. 5, pp. 773–790, 2020, doi: 10.1080/0376835X.2020.1760791.

J. Saarinen, N. Moswete, J. R. Atlhopheng, and W. L. Hambira, “Changing socio-ecologies of Kalahari: Local perceptions towards environmental change and tourism in Kgalagadi, Botswana,” Dev. South. Afr., vol. 37, no. 5, pp. 855–870, 2020, doi: 10.1080/0376835X.2020.1809997.

Riyanto, M. Iqbal, Supriono, M. R. A. Fahmi, and E. S. Yuliaji, “The effect of community involvement and perceived impact on residents’ overall well-being: Evidence in Malang marine tourism,” Cogent Bus. Manag., vol. 10, no. 3, pp. 1–20, 2023, doi: 10.1080/23311975.2023.2270800.

W. Warcholik, “From authenticity to attractiveness of the natural and cultural heritage site as perceived by tourists in Ojców National Park,” Cogent Arts Humanit., vol. 10, no. 1, 2023, doi: 10.1080/23311983.2023.2247669.

M. C. Lambán, R. P. Vidal, and M. Z. Antón, “Mapping the ‘Magic of Huesca’: a methodological proposal for the design of tourist cartography,” J. Maps, vol. 19, no. 1, 2023, doi: 10.1080/17445647.2022.2141142.

B. Isakhan and L. Meskell, “Local perspectives on heritage reconstruction after conflict: a public opinion survey of Aleppo,” Int. J. Herit. Stud., vol. 30, no. 7, pp. 821–839, Jul. 2024, doi: 10.1080/13527258.2024.2342288.

R. K. Shrestha, J. N. P. L’Espoir Decosta, and M. Whitford, “Indigenous knowledge systems and socio-cultural values for sustainable tourism development: insights from Indigenous Newars of Nepal,” J. Sustain. Tour., vol. 0, no. 0, pp. 1–25, 2024, doi: 10.1080/09669582.2024.2316298.

M. M. Phori, U. P. Hermann, and L. Grobbelaar, “Residents’ perceptions of sustainable heritage tourism development in a rural municipality,” Dev. South. Afr., vol. 41, no. 3, pp. 551–569, 2024, doi: 10.1080/0376835X.2024.2350391.

S. Boyd, M. V. Reddy, S. Kulshreshtha, and M. Nica, “Post-conflict tourism opportunity spectrum (POCTOS): a framework for destinations recovering from conflict,” J. Sustain. Tour., vol. 31, no. 1, pp. 131–148, 2023, doi: 10.1080/09669582.2021.1993866.

E. Mele, P. Kerkhof, and L. Cantoni, “Analyzing cultural tourism promotion on Instagram: a cross-cultural perspective,” J. Travel Tour. Mark., vol. 38, no. 3, pp. 326–340, 2021, doi: 10.1080/10548408.2021.1906382.

K. T. T. Nguyen, L. Murphy, T. Chen, and P. L. Pearce, “Let’s listen: the voices of ethnic villagers in identifying host-tourist interaction issues in the Central Highlands, Vietnam,” J. Herit. Tour., vol. 19, no. 2, pp. 263–286, 2024, doi: 10.1080/1743873X.2023.2259512.

G. M. Majid, I. Tussyadiah, Y. R. Kim, and A. Pal, “Intelligent automation for sustainable tourism: a systematic review,” J. Sustain. Tour., vol. 31, no. 11, pp. 2421–2440, 2023, doi: 10.1080/09669582.2023.2246681.

M. C. Puche-Ruiz, “Flamboyance and wit. The promotion of film-induced tourism and Andalusian-inspired ‘brand Spain’ under the Ministry of Information and Tourism (1953-1959),” J. Tour. Hist., vol. 14, no. 2, pp. 167–201, 2022, doi: 10.1080/1755182X.2022.2118377.

E. Evagorou, C. Mettas, A. Agapiou, K. Themistocleous, S. Papavasileiou, and D. Hadjimitsis, “Digital camera calibration for cultural heritage documentation: the case study of a mass digitization project of religious monuments in Cyprus,” Eur. J. Remote Sens., vol. 54, no. sup1, pp. 6–17, Feb. 2021, doi: 10.1080/22797254.2020.1810131.

R. Luekveerawattana, “Successful green tourism in remote cultural community areas,” Cogent Soc. Sci., vol. 10, no. 1, p., 2024, doi: 10.1080/23311886.2024.2330733.

T. Nguyen Phu and H. Nguyen Thi Thu, “Assessment of tourism service quality for traditional craft villages in Da Nang city, Vietnam,” Cogent Soc. Sci., vol. 8, no. 1, 2022, doi: 10.1080/23311886.2022.2108636.


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Article History
Submitted: 2024-08-22
Published: 2024-09-12
Abstract View: 22 times
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How to Cite
Singgalen, Y. (2024). Exploring Toxicity and Sentiment in Cultural Heritage Documentation: Content Analysis of Sabu Island’s Portrayal in KOMPASTV’s Expedition. Building of Informatics, Technology and Science (BITS), 6(2), 1092−1110. https://doi.org/10.47065/bits.v6i2.5838
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