Comments Analysis on Social Media: A Review

Authors

  • Brian Alafwan Institut Teknologi Bandung
  • Manahan Siallagan Institut Teknologi Bandung
  • Utomo Sarjono Putro Institut Teknologi Bandung

DOI:

https://doi.org/10.4108/eetsis.3843

Keywords:

Online Comment, Social Media Communication, Social Media, Systematic Literature Review

Abstract

As the number of people using and participating in social media grows, academics become interest in studying this new media, specifically comment analysis, in order to comprehend public opinion and user behavior. However, there are no studies that map the development of comment analysis domain, which would be valuable for future research. To address the issue, we examine prior publications using PRISMA approach, and offer suggestions for further research. An investigation was conducted to locate pertinent publications published in databases between 2010 and 2022. On the basis of our examination of 115 relevant articles, we found that, within the scope of methodology, prior researches employ two methods (sentiment and content analysis) and three tools (human, software, and mixed coders), and the majority of them concentrate on gathering data from western countries, covering numerous platforms and topics. Based on these findings, we recommend that future research in comment analysis should synthesize methods and instruments. In addition, examine areas that have not been fully explore in terms of platforms (e.g., Instagram and Tiktok), topic (e.g., local government), and regions (e.g., eastern countries) that would be valuable in order to enhance the body of knowledge in this domain.

References

Abdalla, M., Ally, M., & Jabri-Markwell, R. (2021). Dehumanisation of ‘Outgroups’ on Facebook and Twitter: towards a framework for assessing online hate organisations and actors. SN Social Sciences, 1(9), 1–28. https://doi.org/10.1007/s43545-021-00240-4

Aharony, N. (2012). WikiLeaks comments: A study of responses to articles. Online Information Review, 36(6), 828–845. https://doi.org/10.1108/14684521211287927

Al-Motlaq, M. A. (2021). “There is No Corona; It’s a Conspiracy”: Addressing the Perceptions of People about COVID-19 through the Narrative of Their Comments on Social Media. Journal of Consumer Health on the Internet, 25(1), 65–76. https://doi.org/10.1080/15398285.2020.1867412

Al-Rawi, A. K. (2014). Cyber warriors in the Middle East: The case of the Syrian Electronic Army. Public Relations Review, 40(3), 420–428. https://doi.org/10.1016/j.pubrev.2014.04.005

Al-Zaman, M. S. (2021). Social media and COVID-19 misinformation: how ignorant Facebook users are? Heliyon, 7(5), e07144. https://doi.org/10.1016/j.heliyon.2021.e07144

Amarasekara, I., & Grant, W. J. (2019). Exploring the YouTube science communication gender gap: A sentiment analysis. Public Understanding of Science, 28(1), 68–84. https://doi.org/10.1177/0963662518786654

Andersen, I. (2019). Personal Emotions, Experiences and Attacks: Immigration Debate in Scandinavian Comment Sections. Javnost, 26(2), 194–209. https://doi.org/10.1080/13183222.2019.1588001

Arancibia, M. C., & Montecino, L. (2017). The construction of anger in comments on the public behavior of members of the social elite in Chile. Discourse and Society, 28(6), 595–613. https://doi.org/10.1177/0957926517721084

Artime, M. (2016). Angry and alone: Demographic characteristics of those who post to online comment sections. Social Sciences, 5(4), 1–11. https://doi.org/10.3390/socsci5040068

Adedeji, A. O. . (2022). Proliferation of Cultism in Nigerian Tertiary Institution: A Threat to National Socio-Economic Development. Journal of Psychology and Political Science(JPPS) ISSN 2799-1024, 2(05), 25–38. https://doi.org/10.55529/jpps.25.25.38

Amitava Das. (2021). English Language Invasion of COVID-Terms: How the Pandemic Affects other Languages and Cultures. Journal of Language and Linguistics in Society(JLLS) ISSN 2815-0961, 1(01), 13–21. https://doi.org/10.55529/jlls.11.13.21

Bhat, R. M. . (2022). An Analytical Study of the Kushan Rule in Kashmir. Journal of Psychology and Political Science(JPPS) ISSN 2799-1024, 2(04), 9–14. https://doi.org/10.55529/jpps.24.9.14

Bhat, R. M. . (2022). Queen Yasovati: A Descriptive Study on her Leadership in the Kingdom of Kashmir. Journal of Psychology and Political Science(JPPS) ISSN 2799-1024, 2(05), 11–17. https://doi.org/10.55529/jpps.25.11.17

Barry, S. J. (2014). Using social media to discover public values, interests, and perceptions about cattle grazing on park lands. Environmental Management, 53(2), 454–464. https://doi.org/10.1007/s00267-013-0216-4

Ben-David, A., & Soffer, O. (2018). User comments across platforms and journalistic genres. Information Communication and Society, 22(12), 1810–1829. https://doi.org/10.1080/1369118X.2018.1468919

Bloch, K. R. (2016). “It is just SICKENING”: Emotions and discourse in an anti-immigrant discussion forum. Sociological Focus, 49(4), 257–270. https://doi.org/10.1080/00380237.2016.1169901

Bolsover, G. (2016). Harmonious communitarianism or a rational public sphere: a content analysis of the differences between comments on news stories on Weibo and Facebook. Asian Journal of Communication, 27(2), 115–133. https://doi.org/10.1080/01292986.2016.1214743

Boon-Long, S., & Wongsurawat, W. (2015). Social media marketing evaluation using social network comments as an indicator for identifying consumer purchasing decision effectiveness. Journal of Direct, Data and Digital Marketing Practice, 17(2), 130–149. https://doi.org/10.1057/dddmp.2015.51

Brochado, A., Rita, P., Oliveira, C., & Oliveira, F. (2019). Airline passengers’ perceptions of service quality: themes in online reviews. International Journal of Contemporary Hospitality Management, 31(2), 855–873. https://doi.org/10.1108/IJCHM-09-2017-0572

Burton, N., & Schlieman, T. (2021). User Response to Extended Reality Sponsorship Activations on Social Media: Exploring Impressions of GoPro’s Use of 360° Video in Marketing. Journal of Interactive Advertising, 21(2), 93–107. https://doi.org/10.1080/15252019.2021.1944405

Calheiros, A. C., Moro, S., & Rita, P. (2017). Sentiment classification of consumer generated online reviews using. Journal of Hospitality Marketing and Management, 26(7), 675–693.

Canter, L. (2013). The misconception of online comment threads content and control on local newspaper websites. Journalism Practice, 7(5), 604–619. https://doi.org/10.1080/17512786.2012.740172

Canty, M. J., Breitbart, S., Siegel, L., Fehlings, D., Milo-Manson, G., Alotaibi, N. M., & Ibrahim, G. M. (2019). The role of social media in selective dorsal rhizotomy for children: information sharing and social support. Child’s Nervous System, 35(11), 2179–2185. https://doi.org/10.1007/s00381-019-04197-x

Carpenter, J. P., & Staudt Willet, K. B. (2021). The teachers’ lounge and the debate hall: Anonymous self-directed learning in two teaching-related subreddits. Teaching and Teacher Education, 104, 103371. https://doi.org/10.1016/j.tate.2021.103371

Chang, W. L., & Chen, Y. P. (2017). Way too sentimental? a credible model for online reviews. Information Systems Frontiers, 21(2), 453–468. https://doi.org/10.1007/s10796-017-9757-z

Chu, T. H., Su, Y., Kong, H., Shi, J., & Wang, X. (2020). Online Social Support for Intimate Partner Violence Victims in China: Quantitative and Automatic Content Analysis. Violence Against Women, 27(3–4), 339–358. https://doi.org/10.1177/1077801220911452

Chumwatana, T. (2018). Comment Analysis for Product and Service Satisfaction from Thai Customers’ Review in Social Network. Journal of Information and Communication Technology, 17(2), 271–289.

Coche, R., & Le Blond, O. (2018). Is the world ready for a woman coaching a top male athlete? Analysis of online reactions to Mauresmo’s appointment as Murray’s coach. Women’s Studies International Forum, 69(January 2017), 9–17. https://doi.org/10.1016/j.wsif.2018.04.003

Coe, K., Kenski, K., & Rains, S. A. (2014). Online and uncivil? Patterns and determinants of incivility in newspaper website comments. Journal of Communication, 64(4), 658–679. https://doi.org/10.1111/jcom.12104

Cohen, S. A., Hanna, P., & Gössling, S. (2017). The dark side of business travel: A media comments analysis. Transportation Research Part D: Transport and Environment, 61, 406–419. https://doi.org/10.1016/j.trd.2017.01.004

Colliver, B., & Coyle, A. (2020). ‘Risk of sexual violence against women and girls’ in the construction of ‘gender-neutral toilets’: A discourse analysis of comments on YouTube videos. Journal of Gender-Based Violence, 4(3), 359–376. https://doi.org/10.1332/239868020X15894511554617

Craft, S., Vos, T. P., & David Wolfgang, J. (2015). Reader comments as press criticism: Implications for the journalistic field. Journalism, 17(6), 677–693. https://doi.org/10.1177/1464884915579332

Cummins, J. A., & Nambudiri, V. E. (2022). Natural language processing: A window to understanding skincare trends. International Journal of Medical Informatics, 160(January), 104705. https://doi.org/10.1016/j.ijmedinf.2022.104705

D’Errico, F., & Paciello, M. (2018). Online moral disengagement and hostile emotions in discussions on hosting immigrants. Internet Research, 28(5), 1313–1335. https://doi.org/10.1108/IntR-03-2017-0119

Dar, S. A. . (2022). Role of E-governance in Higher Education in Jammu and Kashmir. Journal of Psychology and Political Science(JPPS) ISSN 2799-1024, 2(04), 1–8. https://doi.org/10.55529/jpps.24.1.8

Dar, S. A. . (2022). The Relevance of Taylor’s Scientific Management in the Modern Era. Journal of Psychology and Political Science(JPPS) ISSN 2799-1024, 2(06), 1–6. https://doi.org/10.55529/jpps.26.1.6

Dar, S. A. ., & Lone, D. N. A. . (2022). Uniform Civil Code: Why Implementation is a Himalayan Task. Journal of Psychology and Political Science(JPPS) ISSN 2799-1024, 2(06), 7–13. https://doi.org/10.55529/jpps.26.7.13

DR. SANJAY JOHARI. (2021). Caste Conflict In Vijay Tendulkar’s Play ‘Kanyadan’. Journal of Language and Linguistics in Society(JLLS) ISSN 2815-0961, 1(02), 7–11. https://doi.org/10.55529/jlls.12.7.11

Dr. Sanjay Pandit Kamble. (2022). Sujata Parashar’s The Temple Bar Woman: A Study in Revenge Tale. Journal of Language and Linguistics in Society(JLLS) ISSN 2815-0961, 2(02), 1–4. https://doi.org/10.55529/jlls.22.1.4

da Silva, R., & Crilley, R. (2013). “Talk about terror in our back gardens”: an analysis of online comments about British foreign fighters in Syria. Critical Studies on Terrorism, 10(1), 162–186. https://doi.org/10.1080/17539153.2016.1237011

Dabi, M., Maley, J., Dana, L., Novak, I., & Pellegrini, M. M. (2020). Pathways of SME internationalization: a bibliometric and systematic review. Small Business Economics, 55(3), 705–725.

Danner, H., & Menapace, L. (2020). Using online comments to explore consumer beliefs regarding organic food in German-speaking countries and the United States. Food Quality and Preference, 83(February), 103912. https://doi.org/10.1016/j.foodqual.2020.103912

De Brún, A., McCarthy, M., McKenzie, K., & McGloin, A. (2014). Weight stigma and narrative resistance evident in online discussions of obesity. Appetite, 72, 73–81. https://doi.org/10.1016/j.appet.2013.09.022

Dekay, S. H. (2012). How Large Companies React to Negative Facebook Comments. Journal of Business Strategy, 33(2), 22–30. https://doi.org/10.1108/JICES-12-2012-0024

Deschamps, R. (2014). What potential for you tube as a policy deliberation tool? commenter reactions to videos about the keystone XL oil pipeline. Policy and Internet, 6(4), 341–359. https://doi.org/10.1002/1944-2866.POI376

Diakopoulos, N., & Naaman, M. (2011). Topicality, time, and sentiment in online news comments. Conference on Human Factors in Computing Systems - Proceedings, 1405–1410. https://doi.org/10.1145/1979742.1979782

Đorđević, J. P. (2020). The sociocognitive dimension of hate speech in readers’ comments on Serbian news websites. Discourse, Context and Media, 33. https://doi.org/10.1016/j.dcm.2019.100366

Döring, N., & Mohseni, M. R. (2019). Male dominance and sexism on YouTube: results of three content analyses. Feminist Media Studies, 19(4), 512–524. https://doi.org/10.1080/14680777.2018.1467945

Dubovi, I., & Tabak, I. (2020). An empirical analysis of knowledge co-construction in YouTube comments. Computers and Education, 156(March), 103939. https://doi.org/10.1016/j.compedu.2020.103939

Edgerly, S., Vraga, E. K., Dalrymple, K. E., Macafee, T., & Fung, T. K. F. (2013). Directing the Dialogue: The Relationship Between YouTube Videos and the Comments They Spur. Journal of Information Technology and Politics, 10(3), 276–292. https://doi.org/10.1080/19331681.2013.794120

Ernst, J., Schmitt, J. B., Rieger, D., Beier, A. K., Bente, G., & Roth, H. (2017). Hate beneath the counter speech? A qualitative content analysis of user comments on YouTube related to counter speech videos. Journal for Deradicalization, 10, 1–49.

Eronen, M. (2014). Moral argumentation as a rhetorical practice in popular online discourse: Examples from online comment sections of celebrity gossip. Discourse and Communication, 8(3), 278–298. https://doi.org/10.1177/1750481313510818

Ferrucci, P., & David Wolfgang, J. (2021). Inside or out? Perceptions of how Differing Types of Comment Moderation Impact Practice. Journalism Studies, 22(8), 1010–1027. https://doi.org/10.1080/1461670X.2021.1913628

Figure, G. A. U. (2021). Daily Time Spent Using Social Media. Dare Portal.

Figure, G. A. U. (2022a). Internet Users Over Time. Dare Portal.

Figure, G. A. U. (2022b). The World’s Most Used Social Media Platforms. Dare Portal.

Fortunati, L., Sorrentino, A., Fiorini, L., & Cavallo, F. (2021). The Rise of the Roboid. International Journal of Social Robotics, 13(6), 1457–1471. https://doi.org/10.1007/s12369-020-00732-y

Fu, E. L. F., van Aalst, J., & Chan, C. K. K. (2016). Toward a classification of discourse patterns in asynchronous online discussions. International Journal of Computer-Supported Collaborative Learning, 11(4), 441–478. https://doi.org/10.1007/s11412-016-9245-3

Fushimi, K. (2022). Limits of the concepts of organisational learning and learning organisation for government-owned international development agencies. International Journal of Public Sector Performance Management, 1(1), 1. https://doi.org/10.1504/ijpspm.2022.10044221

Gaus, Q., Jolliff, A., & Moreno, M. A. (2021). A Content Analysis of YouTube Depression Personal Cccount Videos and Their Comments. Computers in Human Behavior Reports, 3. https://doi.org/10.1016/j.chbr.2020.100050

Graham, T., & Wright, S. (2015). A Tale of Two Stories from “Below the Line”: Comment Fields at the Guardian. International Journal of Press/Politics, 20(3), 317–338. https://doi.org/10.1177/1940161215581926

Grant, A. (2016). “I...don’t want to see you flashing your bits around”: Exhibitionism, othering and good motherhood in perceptions of public breastfeeding. Geoforum, 71, 52–61. https://doi.org/10.1016/j.geoforum.2016.03.004

Hamid, S., Bukhari, S., Ravana, S. D., Norman, A. A., & Article, M. T. I. (2016). Role of Social Media in Information-Seeking Behaviour of International Students: A Systematic Literature Review. Aslib Journal of Information Management, 66(5), 643–666.

Harzing, A. W., & Alakangas, S. (2016). Google Scholar, Scopus and the Web of Science: a longitudinal and cross-disciplinary comparison. Scientometrics, 106(2), 787–804. https://doi.org/10.1007/s11192-015-1798-9

He, J. (2021). “Why attacking the Bureau of Industry and Commerce?”: news value flow to news comments on Chinese social media. Media, Culture and Society, 43(4), 733–749. https://doi.org/10.1177/0163443721994433

He, Lan, Yin, M., & Shi, Y. (2020). Love, Hate Thy Neighbour? Or Just Don’t Care Much about Them: A Sentiment Analysis of China-Related Posts and Comments on Reddit.Com. China Report, 56(2), 204–220. https://doi.org/10.1177/0009445520916874

He, Lihong, Han, C., Mukherjee, A., Obradovic, Z., & Dragut, E. (2019). On the dynamics of user engagement in news comment media. Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, 10(1), 1–16. https://doi.org/10.1002/widm.1342

Hille, S., & Bakker, P. (2014). Engaging the Social News User Comments on News Sites and Facebook. Journalism Practice, 8(5), 563–572. https://doi.org/10.1080/17512786.2014.899758

Hsieh, Y. C. J., Lee, Z. C., & Yin, P. (2019). Wine attractions at hotels: study of online reviews. International Journal of Wine Business Research, 31(1), 89–108. https://doi.org/10.1108/IJWBR-05-2018-0020

Humprecht, E., Hellmueller, L., & Lischka, J. A. (2020). Hostile Emotions in News Comments: A Cross-National Analysis of Facebook Discussions. Social Media and Society, 6(1). https://doi.org/10.1177/2056305120912481

Haneen Ali Haleem, & Wael Mohammed Abd Elazeez. (2022). Filling in the Gaps: Comparing the Use of Verbal Ellipsis in English and Arabic . Journal of Language and Linguistics in Society(JLLS) ISSN 2815-0961, 2(04), 41–53. https://doi.org/10.55529/jlls.24.41.53

Homssi, M. A. ., Abass Ali, A. ., & Kurdi, A. (2022). The Impact of Political Marketing Via Social Media on Political Participation: An Empirical Analysis in Lebanese Context. Journal of Psychology and Political Science(JPPS) ISSN 2799-1024, 2(06), 14–21. https://doi.org/10.55529/jpps.26.14.21

Isidor FUH SUH. (2022). Parental Involvement and Pupils’ Academic Performance in English Language. Journal of Language and Linguistics in Society(JLLS) ISSN 2815-0961, 2(04), 21–32. https://doi.org/10.55529/jlls.24.21.32

Io, H. N., & Lee, C. B. (2020). Social Media Comments about Hotel Robots. Journal of China Tourism Research, 16(4), 606–625. https://doi.org/10.1080/19388160.2020.1769785

Jaiyen, T., Aimim-Tham, S., Nurmandi, A., & Mutiarin, D. (2020). How do ethics and transparency practices work in Thailand’s local governments? International Journal of Public Sector Performance Management, 6(3), 361–380. https://doi.org/10.1504/ijpspm.2020.107767

Jelodar, H., Wang, Y., Rabbani, M., Ahmadi, S. B. B., Boukela, L., Zhao, R., & Larik, R. S. A. (2021). A NLP framework based on meaningful latent-topic detection and sentiment analysis via fuzzy lattice reasoning on youtube comments. Multimedia Tools and Applications, 80(3), 4155–4181. https://doi.org/10.1007/s11042-020-09755-z

Jean Marie F. Pasicolan, Romulo T. Banera, Maria Jessamin A. Catabay, & Darin Jan C. Tindowen. (2021). Enhancing Students’ English Language Vocabulary Skills Through An Online Remediation Program. Journal of Language and Linguistics in Society(JLLS) ISSN 2815-0961, 1(01), 1–12. https://doi.org/10.55529/jlls.11.1.12

John Andoh, Daniel Arkoh Fenyi, Mawuena Komi Zotoku, & William Osei-Appiagyei. (2022). An Ethno-pragmatic Analysis of Insults in Akan Asafo Companies: The Case of Asebu Amantsendo Asafo Company of Abura-Asebu-Kwamankese District, Ghana. Journal of Language and Linguistics in Society(JLLS) ISSN 2815-0961, 2(05), 14–29. https://doi.org/10.55529/jlls.25.14.29

Juhary, J. (2012). Online comments for language learning: a pilot study. Procedia Technology, 1(December 2012), 297–302. https://doi.org/10.1016/j.protcy.2012.02.063

Jung, Y. J., & Kim, J. (2016). Facebook marketing for fashion apparel brands: Effect of other consumers’ postings and type of brand comment on brand trust and purchase intention. Journal of Global Fashion Marketing, 7(3), 196–210. https://doi.org/10.1080/20932685.2016.1162665

Kalogeropoulos, A., Negredo, S., Picone, I., & Nielsen, R. K. (2017). Who Shares and Comments on News?: A Cross-National Comparative Analysis of Online and Social Media Participation. Social Media and Society, 3(4). https://doi.org/10.1177/2056305117735754

King, C. M., & McCashin, D. (2022). Commenting and connecting: A thematic analysis of responses to YouTube vlogs about borderline personality disorder. Internet Interventions, 28(September 2021), 100540. https://doi.org/10.1016/j.invent.2022.100540

Koltsova, O., & Nagornyy, O. (2019). Redefining media agendas: Topic problematization in online reader comments. Media and Communication, 7(3 Public Discussion in Russian Social Media), 145–156. https://doi.org/10.17645/mac.v7i3.1894

Kopacz, M. A., & Lawton, B. L. (2013). Talking About the YouTube Indians: Images of Native Americans and Viewer Comments on a Viral Video Site. Howard Journal of Communications, 24(1), 17–37. https://doi.org/10.1080/10646175.2013.748406

Ksiazek, T. B. (2015). Civil Interactivity: How News Organizations’ Commenting Policies Explain Civility and Hostility in User Comments. Journal of Broadcasting and Electronic Media, 59(4), 556–573. https://doi.org/10.1080/08838151.2015.1093487

Lacalle, C., & Simelio, N. (2016). Television fiction and online communities: an analysis of comments on social networks and forums made by female viewers. Critical Studies in Media Communication, 34(5), 449–463. https://doi.org/10.1080/15295036.2017.1358820

Lange, P. G. (2014). Commenting on YouTube rants: Perceptions of inappropriateness or civic engagement? Journal of Pragmatics, 73, 53–65. https://doi.org/10.1016/j.pragma.2014.07.004

Lie, S., & Sandel, T. (2020). Unwelcomed Guests: Cultural Discourse Analysis of Comments on Ethnic Chinese in Indonesian Social Media. Journal of Chinese Overseas, 16(1), 31–57. https://doi.org/10.1163/17932548-12341412

Liebig, J., Adib, K. M., & Ra, A. (2017). Online election campaigning: Identifying political parties using likes and comment. Studies in Computational Intelligence, 693, V–VII. https://doi.org/10.1007/978-3-319-50901-3

Liew, T. S., & Hassan, H. (2021). The search for national identity in the discourse analysis of YouTube comments. Journal of Language and Linguistic Studies, 17(4), 1806–1821. https://doi.org/10.52462/jlls.131

Lingam, R. A., & Aripin, N. (2017). Comments on fire! classifying flaming comments on youtube videos in Malaysia. Jurnal Komunikasi: Malaysian Journal of Communication, 33(4), 104–118. https://doi.org/10.17576/JKMJC-2017-3304-07

Loures, T. C., Pedro, P. O., & Veloso, A. A. (2018). Is it possible to describe television series from online comments? Journal of Internet Services and Applications, 9(25), 1–17. https://doi.org/10.1186/s13174-018-0096-1

Lone, S. A. . (2022). Reflections of Dr. B.R Ambedkar’s Idea of Social Justice. Journal of Psychology and Political Science(JPPS) ISSN 2799-1024, 2(05), 18–24. https://doi.org/10.55529/jpps.25.18.24

M.D.Thamarai Selvi, & Dr. Aruna Arputha Malar. (2021). A Critical Analysis of Robert Frost Poems. Journal of Language and Linguistics in Society(JLLS) ISSN 2815-0961, 1(02), 1–6. https://doi.org/10.55529/jlls.12.1.6

Maiden Angel Gamboa, Eliza Stephanie Monteclaro, Jan France Joy Tabbang, Darin Jan Tindowen, & Jennifer Bangi. (2021). English Language Proficiency Of Elementary Pupils. Journal of Language and Linguistics in Society(JLLS) ISSN 2815-0961, 1(02), 12–20. https://doi.org/10.55529/jlls.12.12.20

Mrs. Vanmathy Remoshan. (2021). Mother Tongue Interference In Writing English As a second Language Among the students of Tamil language. Journal of Language and Linguistics in Society(JLLS) ISSN 2815-0961, 1(02), 21–29. https://doi.org/10.55529/jlls.12.21.29

Miss. Rameshwari Jayshing Ambawade. (2022). Shobha De’s Second Thought: The Cultural and Psychological Conflicts. Journal of Language and Linguistics in Society(JLLS) ISSN 2815-0961, 2(01), 9–12. https://doi.org/10.55529/jlls.21.9.12

M.D.Thamarai Selvi, & Dr. Saranya P. (2022). Enhancing the Announcement Text Writing Skills of Nautical Science Students’ by Employing Scaffolding Approach. Journal of Language and Linguistics in Society(JLLS) ISSN 2815-0961, 2(02), 5–21. https://doi.org/10.55529/jlls.22.5.21

M.D.Thamarai Selvi, & Dr. P. Saranya. (2022). Implementing Error Correction Strategies to Enhance Arts & Science College Students’ Writing Skills. Journal of Language and Linguistics in Society(JLLS) ISSN 2815-0961, 2(04), 1–20. https://doi.org/10.55529/jlls.24.1.20

M. Zeyad Hashim Mohammed, & M. M. Ahmed Adnan Yaseen. (2022). The Effectiveness of The Brunner Model For Developing Technical Skills For Fifth Year Middle School Students In Art Education. Journal of Language and Linguistics in Society(JLLS) ISSN 2815-0961, 2(05), 1–13. https://doi.org/10.55529/jlls.25.1.13

Malta. (2023). The Concept of Strategy in Community Empowerment: A Literature Review. Influence: International Journal of Science Review, 5(3), 24–34.

Macke, J., & Genari, D. (2018). Systematic literature review on sustainable human resource management. Journal of Cleaner Production, 208, 806–815. https://doi.org/10.1016/j.jclepro.2018.10.091

Madden, A., Ruthven, I., & McMenemy, D. (2013). A classification scheme for content analyses of YouTube video comments. Journal of Documentation, 69(5), 693–714. https://doi.org/10.1108/JD-06-2012-0078

McCambridge, L. (2022). Describing the voice of online bullying: An analysis of stance and voice type in YouTube comments. Discourse, Context and Media, 45, 100552. https://doi.org/10.1016/j.dcm.2021.100552

McCluskey, M., & Hmielowski, J. (2012). Opinion expression during social conflict: Comparing online reader comments and letters to the editor. Journalism, 13(3), 303–319. https://doi.org/10.1177/1464884911421696

Mergel, I. (2013a). A framework for interpreting social media interactions in the public sector. Government Information Quarterly, 30(4), 327–334. https://doi.org/10.1016/j.giq.2013.05.015

Mergel, I. (2013b). Social media adoption and resulting tactics in the U.S. federal government. Government Information Quarterly, 30(2), 123–130. https://doi.org/10.1016/j.giq.2012.12.004

Mergel, I. (2014). Social media adoption: Toward a representative, responsive or interactive government? ACM International Conference Proceeding Series, July, 163–170. https://doi.org/10.1145/2612733.2612740

Mergel, I. (2019). Social Media Communication Modes in Government. Routledge Handbook on Information Technology in Government, April, 168–179. https://doi.org/10.4324/9781315683645-11

Miller, E. D. (2015). Content analysis of select YouTube postings: Comparisons of reactions to the sandy hook and aurora shootings and hurricane sandy. Cyberpsychology, Behavior, and Social Networking, 18(11), 635–640. https://doi.org/10.1089/cyber.2015.0045

Miller, E. D. (2019). Codifying gradients of evil in select YouTube comment postings. Human Behavior and Emerging Technologies, 1(3), 216–222. https://doi.org/10.1002/hbe2.155

Mishra, M. S., & Sharma, R. W. (2019). Brand Crisis-Sentiment Analysis of User-Generated Comments About @Maggi on Facebook. Corporate Reputation Review, 22(2), 48–60. https://doi.org/10.1057/s41299-018-0057-4

Moreau, N., Roy, M., Wilson, A., & Atlani Duault, L. (2020). “Life is more important than football”: Comparative analysis of Tweets and Facebook comments regarding the cancellation of the 2015 African Cup of Nations in Morocco. International Review for the Sociology of Sport, 56(2), 252–275. https://doi.org/10.1177/1012690219899610

Murthy, D., & Sharma, S. (2019). Visualizing YouTube’s comment space: online hostility as a networked phenomena. New Media and Society, 21(1), 191–213. https://doi.org/10.1177/1461444818792393

Neumayer, C. (2012). Which Alternative? A Critical Analysis of Youtube-Comments in Anti-Fascist Protest. TripleC, 10(1), 56–65. https://doi.org/10.31269/triplec.v10i1.313

Nguyen, C., & Romaniuk, J. (2014). Pass it on: A framework for classifying the content of word of mouth. Australasian Marketing Journal, 22(2), 117–124. https://doi.org/10.1016/j.ausmj.2013.12.014

Ojong, N., Simba, A., & Dana, L. P. (2021). Female entrepreneurship in Africa: A review, trends, and future research directions. Journal of Business Research, 132(September 2020), 233–248. https://doi.org/10.1016/j.jbusres.2021.04.032

Oksanen, A., Garcia, D., Sirola, A., Näsi, M., Kaakinen, M., Keipi, T., & Räsänen, P. (2015). Pro-anorexia and anti-pro-anorexia videos on YouTube: Sentiment analysis of user responses. Journal of Medical Internet Research, 17(11), 1–10. https://doi.org/10.2196/jmir.5007

Ordu, Stanley, Okpongette Alexander Sam, & Shote Karena Goodness. (2022). The Thing around your Neck by Chimananda Ngozi Adichie: A Stylistic Perspective. Journal of Language and Linguistics in Society(JLLS) ISSN 2815-0961, 2(03), 7–18. https://doi.org/10.55529/jlls.23.7.18

Odukwu, Better, & Ordu, Stanley. (2022). Phonetics Instruction’s Effect on Adult Learners and the Production of Second Language Sounds at Ignatius Ajuru University of Education. Journal of Language and Linguistics in Society(JLLS) ISSN 2815-0961, 2(04), 33–40. https://doi.org/10.55529/jlls.24.33.40

Paasch-Colberg, S., & Strippel, C. (2022). “The Boundaries are Blurry…”: How Comment Moderators in Germany See and Respond to Hate Comments. Journalism Studies, 23(2), 224–244. https://doi.org/10.1080/1461670X.2021.2017793

Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., Shamseer, L., Tetzlaff, J. M., Akl, E. A., Brennan, S. E., Chou, R., Glanville, J., Grimshaw, J. M., Hróbjartsson, A., Lalu, M. M., Li, T., Loder, E. W., Mayo-Wilson, E., McDonald, S., … Moher, D. (2021). The PRISMA 2020 statement: An updated guideline for reporting systematic reviews. The BMJ, 372. https://doi.org/10.1136/bmj.n71

Pantelidis, I. S. (2010). Electronic meal experience: A content analysis of online restaurant comments. Cornell Hospitality Quarterly, 51(4), 483–491. https://doi.org/10.1177/1938965510378574

Parvaresh, V., & Tayebi, T. (2018). Impoliteness, aggression and the moral order. Journal of Pragmatics, 132, 91–107. https://doi.org/10.1016/j.pragma.2018.05.010

Pavalanathan, U., & Choudhury, M. De. (2015). Identity Management and Mental Health Discourse in Social Media Identity in Online Communities. International World Wide Web Conference Committee (IW3C2), 18(22), 315–321.

Piccinelli, S., Moro, S., & Rita, P. (2021). Air-travelers’ concerns emerging from online comments during the COVID-19 outbreak. Tourism Management, 85(June 2020). https://doi.org/10.1016/j.tourman.2021.104313

Pinto-Coelho, Z., Carvalho, A., & Castro Seixas, E. (2019). News discourse and readers’ comments: Expanding the range of citizenship positions? Journalism, 20(6), 733–751. https://doi.org/10.1177/1464884917707595

Rabab’ah, G., & Alali, N. (2020). Impoliteness in reader comments on the Al-Jazeera channel news website. Journal of Politeness Research, 16(1), 1–43. https://doi.org/10.1515/pr-2017-0028

Rocca, L., Giacomini, D., & Zola, P. (2020). Environmental disclosure and sentiment analysis: state of the art and opportunities for public-sector organisations. Meditari Accountancy Research, 29(3), 617–646. https://doi.org/10.1108/MEDAR-09-2019-0563

Rossini, P. (2022). Beyond Incivility: Understanding Patterns of Uncivil and Intolerant Discourse in Online Political Talk. Communication Research, 49(3), 399–425. https://doi.org/10.1177/0093650220921314

Rossini, P., Stromer-Galley, J., & Zhang, F. (2020). Exploring the Relationship Between Campaign Discourse on Facebook and the Public’s Comments: A Case Study of Incivility During the 2016 US Presidential Election. Political Studies, 69(1), 89–107. https://doi.org/10.1177/0032321719890818

Rowe, I. (2015a). Civility 2.0: a comparative analysis of incivility in online political discussion. Information Communication and Society, 18(2), 121–138. https://doi.org/10.1080/1369118X.2014.940365

Rowe, I. (2015b). Deliberation 2.0: Comparing the Deliberative Quality of Online News User Comments Across Platforms. Journal of Broadcasting and Electronic Media, 59(4), 539–555. https://doi.org/10.1080/08838151.2015.1093482

Roza, Y. M., S., I. A. B., Wahyuni, N., & Andani, K. F. . (2023). Pembelajaran Sejarah Kebudayaan Islam (SKI) Integratif di MTsN Padang Panjang. Jurnal Abdimas Peradaban, 4(1), 1–6. https://doi.org/10.54783/ap.v4i1.16

Rather, A. Y. (2022). A Note on Conception of Aurangzeb Alamgir Religious Policy. Journal of Psychology and Political Science(JPPS) ISSN 2799-1024, 2(04), 15–22. https://doi.org/10.55529/jpps.24.15.22

SHAIRGOJRI, A. A. . (2022). Russia vs. Ukraine War: India’s stance. Journal of Psychology and Political Science(JPPS) ISSN 2799-1024, 2(05), 1–10. https://doi.org/10.55529/jpps.25.1.10

Sudha Rawat. (2022). Politics of Language and Education: An evaluation of Tamil Separatism in the Sri Lankan civil war. Journal of Language and Linguistics in Society(JLLS) ISSN 2815-0961, 2(01), 1–8. https://doi.org/10.55529/jlls.21.1.8

Sana Haider. (2022). Critical Linguistics : Demythlogising Society. Journal of Language and Linguistics in Society(JLLS) ISSN 2815-0961, 2(03), 1–6. https://doi.org/10.55529/jlls.23.1.6

Saefudin, I., Yuliansyah, T., Nabilah, R. A., & Rusanti, A. (2023). Public Relations Strategy of the West Java Province Cooperative and Small Business Service in Increasing the Active Role of Secondary Cooperatives in West Java. International Journal of Science and Society, 5(4), 120-134. https://doi.org/10.54783/ijsoc.v5i4.770

Santana, A. D. (2014). Virtuous or Vitriolic. Journalism Practice, 8(1), 18–33. https://doi.org/10.1080/17512786.2013.813194

Seely, N. (2017). Virtual Vitriol: A Comparative Analysis of Incivility Within Political News Discussion Forums. Electronic News, 12(1), 42–61. https://doi.org/10.1177/1931243117739060

Siersdorfer, S., Chelaru, S., Nejdl, W., & San Pedro, J. (2010). How Useful are Your Comments? Analyzing and Predicting YouTube Comments and Comment Ratings. Proceedings of the 19th International Conference on World Wide Web, 891. https://doi.org/10.1145/1772690.1772781

Silva, M. T. da. (2013). Participation and deliberation: a case study of readers’ comments to news stories on the Brazilian presidential campaign. Comunicação e Sociedade, 23, 96–109. https://doi.org/10.17231/comsoc.23(2013).1616

Silva, E. O., & Flynn, M. B. (2020). Liminal Stigma and Disaligning Activity: Online Comments about Trump’s Family Separation Policy. Symbolic Interaction, 43(1), 126–155. https://doi.org/10.1002/symb.474

Strandberg, K., & Berg, J. (2013). Online Newspapers’ Readers’ Comments - Democratic Conversation Platforms or Virtual Soapboxes? Comunicação e Sociedade, 23, 132–152. https://doi.org/10.17231/comsoc.23(2013).1618

Su, L. Y. F., Xenos, M. A., Rose, K. M., Wirz, C., Scheufele, D. A., & Brossard, D. (2018). Uncivil and personal? Comparing patterns of incivility in comments on the Facebook pages of news outlets. New Media and Society, 20(10), 3678–3699. https://doi.org/10.1177/1461444818757205

Supardam, D., Prayitno, H., Kona, M., & Idyaningsih, N. (2023). Analysis of Social Competence of an Educator in Improving Excellence Aviation Vocational Cadets. Akselerasi: Jurnal Ilmiah Nasional, 5(2), 100-104. https://doi.org/10.54783/jin.v5i2.720

Suter, V., Shahrezaye, M., & Meckel, M. (2022). COVID-19 Induced Misinformation on YouTube: An Analysis of User Commentary. Frontiers in Political Science, 4(March), 1–10. https://doi.org/10.3389/fpos.2022.849763

Szabó, G., Kmetty, Z., & Molnár, E. K. (2021). Politics and Incivility in the Online Comments: What is Beyond the Norm-Violation Approach? International Journal of Communication, 15, 1659–1684.

Tandon, A., Dhir, A., & Mäntymäki, M. (2020). Jealousy due to social media? A systematic literature review and framework of social media-induced jealousy. Internet Research, 31(5), 1541–1582. https://doi.org/10.1108/INTR-02-2020-0103

Tao, L., & Jacobs, L. (2019). “Inbox me, please”: Analysing comments on anonymous Facebook posts about depression and suicide. Journal of Psychology in Africa, 29(5), 491–498. https://doi.org/10.1080/14330237.2019.1665903

Teh, P. L., Ooi, P. B., Chan, N. N., & Chuah, Y. K. (2018). A comparative study of the effectiveness of sentiment tools and human coding in sarcasm detection. Journal of Systems and Information Technology, 20(3), 358–374. https://doi.org/10.1108/JSIT-12-2017-0120

Thelwall, M. (2011). Commenting onYouTube Videos: From Guatemalan Rock to El Big Bang. Journal of the American Society for Information Science and Technology, 63(3), 616–629. https://doi.org/10.1002/asi

Thakur, D. A. ., Kumdesh, M. M. ., & Shivhare, M. S. K. . (2022). The 5s: Key Components of Effective and Dynamic Communication. Journal of Psychology and Political Science(JPPS) ISSN 2799-1024, 2(04), 23–31. https://doi.org/10.55529/jpps.24.23.31

Thelwall, M. (2018). Can museums find male or female audiences online with YouTube? Aslib Journal of Information Management, 70(5), 481–497. https://doi.org/10.1108/AJIM-06-2018-0146

Thelwall, M., & Mas-Bleda, A. (2018). YouTube science channel video presenters and comments: female friendly or vestiges of sexism? Aslib Journal of Information Management, 70(1), 28–46. https://doi.org/10.1108/AJIM-09-2017-0204

Towner, T. L. (2012). Campaigns and elections in a web 2.0 world: Uses, effects, and implications for democracy. In Public Administration and Information Technology (Vol. 1, pp. 185–199). https://doi.org/10.1007/978-1-4614-1448-3_12

Tremmel, M., Gerdtham, U. G., Nilsson, P. M., & Saha, S. (2017). Economic Burden of Obesity: A Systematic Literature Review. International Journal of Environmental Research and Public Health, 14(4), 1–18. https://doi.org/10.3390/ijerph14040435

Tsou, A., Thelwall, M., Mongeon, P., & Sugimoto, C. R. (2014). A community of curious souls: An analysis of commenting behavior on TED Talks videos. PLoS ONE, 9(4). https://doi.org/10.1371/journal.pone.0093609

Tur-Viñes, V., & Castelló-Martínez, A. (2019). Commenting on top Spanish youtubers: “No comment.” Social Sciences, 8(10). https://doi.org/10.3390/socsci8100266

Utami, P. (2023). Transformasi Administrasi Publik: Inovasi dan Adaptasi Menuju Efisiensi dan Pelayanan Publik Berkualitas. Papatung: Jurnal Ilmu Administrasi Publik, Pemerintahan dan Politik, 6(2), 1-9. https://doi.org/10.54783/japp.v6i2.726

Utami, S. R., Salsabila, A., Sofiyah, & Kurniawan, T. (2023). Pemanfaatan Eceng Gondok Waduk Saguling untuk Peningkatan Sosial, Ekonomi, dan Lingkungan Masyarakat Oleh PT PLN Indonesia Power Saguling POMU. Jurnal Kelola: Jurnal Ilmu Sosial, 6(2), 11-23. https://doi.org/10.54783/jk.v6i2.722

Veletsianos, G., Kimmons, R., Larsen, R., Dousay, T. A., & Lowenthal, P. R. (2018). Public comment sentiment on educational videos: Understanding the effects of presenter gender, video format, threading, and moderation on YouTube TED talk comments. PLoS ONE, 13(6), 1–21. https://doi.org/10.1371/journal.pone.0197331

Walker, B., & Malson, J. (2020). Science, God, and Nature: A Textual and Frequency Analysis of Facebook Comments on News Articles About Agricultural and Environmental Gene Editing. Environmental Communication, 14(7), 1004–1016. https://doi.org/10.1080/17524032.2020.1761853

Wawrzuta, D., Jaworski, M., Gotlib, J., & Panczyk, M. (2021). What arguments against COVID-19 vaccines run on facebook in poland: Content analysis of comments. Vaccines, 9(5). https://doi.org/10.3390/vaccines9050481

Whiting, J. B., Olufuwote, R. D., Cravens-Pickens, J. D., & Witting, A. B. (2019). Online blaming and intimate partner violence: a content analysis of social media comments. Qualitative Report, 24(1), 78–94. https://doi.org/10.46743/2160-3715/2019.3486

Wu, J., & Hong, T. (2022). The Picture of #Mentalhealth on Instagram: Congruent vs. Incongruent Emotions in Predicting the Sentiment of Comments. Frontiers in Communication, 7(April), 1–9. https://doi.org/10.3389/fcomm.2022.824119

Wu, W. N., & Jung, K. (2016). A missing link between citizen participation, satisfaction, and public performance: Evidences from the city and county of San Francisco. International Journal of Public Sector Performance Management, 2(4), 392–410. https://doi.org/10.1504/IJPSPM.2016.079720

X., S. S. L. ., R., S. ., A, K., & O, A. J. (2022). Comparative Analysis of Ethanolic Juniperus Thurifera Leaf, Stem Bark and Root Extract Using Gas Chromatography and Mass Spectrometry. Journal of Psychology and Political Science(JPPS) ISSN 2799-1024, 2(04), 32–41. https://doi.org/10.55529/jpps.24.32.41

Xu, W. W., Park, J. young, & Park, H. W. (2016). Longitudinal dynamics of the cultural diffusion of Kpop on YouTube. Quality and Quantity, 51(4), 1859–1875. https://doi.org/10.1007/s11135-016-0371-9

Yi, S., Li, X., & Jai, T. M. (Catherine). (2016). Hotel guests’ perception of best green practices: A content analysis of online reviews. Tourism and Hospitality Research, 18(2), 191–202. https://doi.org/10.1177/1467358416637251

Zahra, N. ., Kriyantono, R. ., & Prasetyo, B. D. . (2023). Hidayatullah.com and Liputanislam.com Editorial Policies in Middle East Conflict Reporting. Endless: International Journal of Future Studies, 6(3), 1–15.

Zaleski, K. L., Gundersen, K. K., Baes, J., Estupinian, E., & Vergara, A. (2016). Exploring rape culture in social media forums. Computers in Human Behavior, 63, 922–927. https://doi.org/10.1016/j.chb.2016.06.036

Zheng, C., Xue, J., Sun, Y., & Zhu, T. (2021). Public Opinions and Concerns Regarding the Canadian Prime Minister’s Daily COVID-19 Briefing: Longitudinal Study of YouTube Comments Using Machine Learning Techniques. Journal of Medical Internet Research, 23(2), 1–12. https://doi.org/10.2196/23957

Ziegele, M., Breiner, T., & Quiring, O. (2014). What Creates Interactivity in Online News Discussions? An Exploratory Analysis of Discussion Factors in User Comments on News Items. Journal of Communication, 64(6), 1111–1138. https://doi.org/10.1111/jcom.12123

Downloads

Published

06-09-2023

How to Cite

1.
Alafwan B, Siallagan M, Putro US. Comments Analysis on Social Media: A Review. EAI Endorsed Scal Inf Syst [Internet]. 2023 Sep. 6 [cited 2024 Dec. 23];10(6). Available from: https://publications.eai.eu/index.php/sis/article/view/3843