The Coronavirus Conversation on Reddit: A Mixed Methods Approach

Authors

Abstract

This article engages in a methodological discussion on how to consider affordances in the context of digital environments, focusing on the r/coronavirus community on Reddit. To underline how affordances might affect social interaction, Reddit and its voting system offer a privileged ground to observe how social dynamics intersect with technical features to guide expression. I will consider a vast dataset of comments, including those deleted by their own authors, through non-participant ethnographic observation and automated text analysis. It is shown how the r/coronavirus community fluidly negotiates social norms by enforcing them through affordances, that are employed to sanction social behaviour that does not conform to broader situated cultural norms. This intertwines with moderation practices, as they concur to define what is considered socially proper within an environment, as well as functioning as discursive tools to legitimise a specific view of the world. Based on this experience, the implications of a mixed methods approach for the study of online communities are briefly presented, underlining how it might aid reflexivity for researchers embedded in their research environment.

References

Airoldi, M. (2020). Lo spettro dell’algoritmo e le scienze sociali. Prospettive critiche su macchine intelligenti e automazione delle disuguaglianze. Polis, 1, 111–128. https://doi.org/10.1424/96442

Alvarez-Melis, D., & Saveski, M. (2016). Topic Modeling in Twitter: Aggregating Tweets by Conversations.

Askay, D. A. (2015). Silence in the crowd: The spiral of silence contributing to the positive bias of opinions in an online review system. New Media & Society, 17(11), 1811–1829. https://doi.org/10.1177/1461444814535190

Baumgartner, J., Zannettou, S., Keegan, B., Squire, M., & Blackburn, J. (2020). The Pushshift Reddit Dataset. ArXiv:2001.08435 [Cs]. http://arxiv.org/abs/2001.08435

Beer, D. (2017). The social power of algorithms. Information, Communication & Society, 20 (1), 1–13. https://doi.org/10.1080/1369118X.2016.1216147

Blei, D. M. (2012). Probabilistic topic models. Communications of the ACM, 55(4), 77–84. https://doi.org/10.1145/2133806.2133826

Blei, D., & Lafferty, J. (2006). Correlated topic models. Advances in neural information processing systems, 18, 147.

Boltanski, L., & Thévenot, L. (2000). The Sociology of Critical Capacity. 19.

Boyd, danah. (2011). Social network sites as networked publics: Affordances, dynamics, and implications. In A Networked self: Identity, community, and culture on social network sites (Routledge).

Bradner, E. (2000). Social Affordances of Computer-Mediated Communication Technology: Understanding Adoption. 2.

Bradner, E. (2001). Social Affordances: Understanding Technology Mediated Social Networks at Work. 6.

Bucher, T. (2012). Want to be on the top? Algorithmic power and the threat of invisibility on Facebook. New Media & Society, 14(7), 1164–1180. https://doi.org/10.1177/1461444812440159

Bucher, T. (2017). The algorithmic imaginary: Exploring the ordinary affects of Facebook algorithms. Information, Communication & Society, 20(1), 30–44. https://doi.org/10.1080/1369118X.2016.1154086

Bucher, T., & Helmond, A. (2018). The Affordances of Social Media Platforms. In The SAGE Handbook of Social Media.

Caliandro, A. (2017). Digital Methods for Ethnography: Analytical Concepts for Ethnographers Exploring Social Media Environments. Journal of Contemporary Ethnography, 089124161770296. https://doi.org/10.1177/0891241617702960

Callon, M., & Latour, B. (1981). Unscrewing the Big Leviathan; or How Actors Macrostructure Reality, and How Sociologists Help Them To Do So? In A. V. Cicourel & K. Knorr-Cetina (Eds.), Advances in social theory and methodology: Toward an integration of micro- and macro-sociologies (pp. 277–303). Routledge & Kegan Paul. https://contentstore.cla.co.uk/secure/link?id=f79c098f-d9cb-e811-80cd-005056af4099

Chakrabarti, P., & Frye, M. (n.d.). A mixed-methods framework for analyzing text data: Integrating computational techniques with qualitative methods in demography. 2017, 34.

Chandrasekharan, E., Samory, M., Jhaver, S., Charvat, H., Bruckman, A., Lampe, C., Eisenstein, J., & Gilbert, E. (2018). The Internet’s Hidden Rules: An Empirical Study of Reddit Norm Violations at Micro, Meso, and Macro Scales. Proceedings of the ACM on Human-Computer Interaction, 2(CSCW), 1–25. https://doi.org/10.1145/3274301

Chen, H.-T. (2018). Spiral of silence on social media and the moderating role of disagreement and publicness in the network: Analyzing expressive and withdrawal behaviors. New Media & Society, 20(10), 3917–3936. https://doi.org/10.1177/1461444818763384

Chuang, J., Wilkerson, J., Weiss, R., Tingley, D., & Stewart, B. M. (2014). Computer-Assisted Content Analysis: Topic Models for Exploring Multiple Subjective Interpretations. /paper/Computer-Assisted-Content-Analysis-%3A-Topic-Models-Chuang-Wilkerson/b6f2169941eb0faef5528b9ec1a8401c95d50068

Cirucci, A. M. (2017). Normative Interfaces: Affordances, Gender, and Race in Facebook. Social Media + Society, 3(2), 205630511771790. https://doi.org/10.1177/2056305117717905

Clifford, J., & Marcus, G. E. (1986). Writing Culture: The Poetics and Politics of Ethnography: a School of American Research Advanced Seminar. University of California Press.

Conte, R., Gilbert, N., Bonelli, G., Cioffi-Revilla, C., Deffuant, G., Kertesz, J., Loreto, V., Moat, S., Nadal, J.-P., Sanchez, A., Nowak, A., Flache, A., San Miguel, M., & Helbing, D. (2012). Manifesto of computational social science. The European Physical Journal Special Topics, 214(1), 325–346. https://doi.org/10.1140/epjst/e2012-01697-8

Costa, E. (2018). Affordances-in-practice: An ethnographic critique of social media logic and context collapse. New Media & Society, 20(10), 3641–3656. https://doi.org/10.1177/1461444818756290

Das, S., & Kramer, A. (2013). Self-Censorship on Facebook. 8.

Davis, J. L., & Chouinard, J. B. (2017). Theorizing Affordances: From Request to Refuse: Bulletin of Science, Technology & Society. https://doi.org/10.1177/0270467617714944

Dewar, S., Islam, S., Resor, E., & Salehi, N. (2019). Finsta: Creating ‘Fake’ Spaces for Authentic Performance. Extended Abstracts of the 2019 CHI Conference on Human Factors in Computing Systems - CHI ’19, 1–6. https://doi.org/10.1145/3290607.3313033

DiMaggio, P., Nag, M., & Blei, D. (2013). Exploiting affinities between topic modeling and the sociological perspective on culture: Application to newspaper coverage of US government arts funding. Poetics, 41(6), 570-606.

Ellison, N. B., & Vitak, J. (2015). Social Network Site Affordances and Their Relationship to Social Capital Processes. In The Handbook of the Psychology of Communication Technology (pp. 203–227). John Wiley & Sons, Ltd. https://doi.org/10.1002/9781118426456.ch9

Evans, S. K., Pearce, K. E., Vitak, J., & Treem, J. W. (2017). Explicating Affordances: A Conceptual Framework for Understanding Affordances in Communication Research: EXPLICATING AFFORDANCES. Journal of Computer-Mediated Communication, 22(1), 35–52. https://doi.org/10.1111/jcc4.12180

Gaudette, T., Scrivens, R., Davies, G., & Frank, R. (2020). Upvoting extremism: Collective identity formation and the extreme right on Reddit. New Media & Society, 1461444820958123. https://doi.org/10.1177/1461444820958123

Gaver, W. W. (1996). Situating Action II: Affordances for Interaction: The Social Is Material for Design. Ecological Psychology, 8(2), 111–129. https://doi.org/10.1207/s15326969eco0802_2

Gibson, A. (2019). Free Speech and Safe Spaces: How Moderation Policies Shape Online Discussion Spaces. Social Media + Society, 5(1), 2056305119832588. https://doi.org/10.1177/2056305119832588

Gibson, J. J. (1979). The ecological approach to visual perception. Houghton Mifflin.

Gibson, J. J. (1966). The senses considered as perceptual systems. Houghton Mifflin.

Hayes, R. A., Carr, C. T., & Wohn, D. Y. (2016). One Click, Many Meanings: Interpreting Paralinguistic Digital Affordances in Social Media. Journal of Broadcasting & Electronic Media, 60(1), 171–187. https://doi.org/10.1080/08838151.2015.1127248

Hogan, B. (2009). Networking in everyday life (Doctoral Dissertation). University of Toronto, Toronto, Ontario, Canada.

Reddit (2020). Retrieved 15 November 2020, from https://www.redditinc.com/

Horne, B. D., Adali, S., & Sikdar, S. (2017). Identifying the Social Signals That Drive Online Discussions: A Case Study of Reddit Communities. 2017 26th International Conference on Computer Communication and Networks (ICCCN), 1–9. https://doi.org/10.1109/ICCCN.2017.8038388

Hsieh, Y. P. (2012). Online Social Networking Skills: The Social Affordances Approach to Digital Inequality (SSRN Scholarly Paper ID 1926309). Social Science Research Network. https://papers.ssrn.com/abstract=1926309

Hutchby, I. (2001). Technologies, Texts and Affordances. Sociology, 35(2), 441–456. https://doi.org/10.1177/S0038038501000219

Kennedy, J., Meese, J., & Nagel, E. van der. (2016). Regulation and social practice online. Continuum, 30(2), 146–157. https://doi.org/10.1080/10304312.2016.1143160

Kreijns, K., Kirschner, P. A., & Jochems, W. (2002). The Sociability of Computer-Supported Collaborative Learning Environments. 15.

Kuran, T. (1997). Private truths, public lies: The social consequences of preference falsification (1st Harvard University Press pbk. ed). Harvard University Press.

Latour, B. (2005). Reassembling the social: An introduction to actor-network-theory. Oxford University Press.

Loveland, K. A. (1991). Social Affordances and Interaction II: Autism and the Affordances of the Human Environment. Ecological Psychology, 3(2), 99–119. https://doi.org/10.1207/s15326969eco0302_3

Lucas, C., Nielsen, R. A., Roberts, M. E., Stewart, B. M., Storer, A., & Tingley, D. (2015). Computer-Assisted Text Analysis for Comparative Politics. Political Analysis, 23(2), 254–277. https://doi.org/10.1093/pan/mpu019

Marcus, G. E. (1995). Ethnography in/of the World System: The Emergence of Multi-Sited Ethnography. https://www.jstor.org/stable/2155931?seq=1#metadata_info_tab_contents

Marwick, A. E., & boyd, danah. (2011). I tweet honestly, I tweet passionately: Twitter users, context collapse, and the imagined audience. New Media & Society, 13(1), 114–133. https://doi.org/10.1177/1461444810365313

Massanari, A. (2015b). #Gamergate and The Fappening: How Reddit’s algorithm, governance, and culture support toxic technocultures. New Media & Society, 19(3), 329–346. https://doi.org/10.1177/1461444815608807

Massanari, A. L. (2015a). Participatory culture, community, and play: Learning from reddit. Peter Lang.

McGrenere, J., & Ho, W. (2000). Affordances: Clarifying and Evolving a Concept. 9.

McLamore, Q., & Ulu?, Ö. M. (2020). Social Representations of Sociopolitical Groups on r/The_Donald and Emergent Conflict Narratives: A Qualitative Content Analysis. Analyses of Social Issues and Public Policy, n/a(n/a). https://doi.org/10.1111/asap.12212

McVeigh-Schultz, J., & Baym, N. K. (2015). Thinking of You: Vernacular Affordance in the Context of the Microsocial Relationship App, Couple. Social Media + Society, 1(2), 2056305115604649. https://doi.org/10.1177/2056305115604649

Mimno, D., Wallach, H., Talley, E., Leenders, M., & McCallum, A. (2011). Optimizing Semantic Coherence in Topic Models. Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing, 262–272. https://www.aclweb.org/anthology/D11-1024

Muchnik, L., Aral, S., & Taylor, S. J. (2013). Social influence bias: A randomized experiment. Science (New York, N.Y.), 341(6146), 647–651. https://doi.org/10.1126/science.1240466

Nagy, P., & Neff, G. (2015). Imagined Affordance: Reconstructing a Keyword for Communication Theory. Social Media + Society, 1(2), 205630511560338. https://doi.org/10.1177/2056305115603385

Nelson, L. K. (2020). Computational Grounded Theory: A Methodological Framework. Sociological Methods & Research, 49(1), 3–42. https://doi.org/10.1177/0049124117729703

Nikolenko, S. I., Koltcov, S., & Koltsova, O. (2017). Topic modelling for qualitative studies. Journal of Information Science, 43(1), 88–102. https://doi.org/10.1177/0165551515617393

Noelle?Neumann, E. (1974). The Spiral of Silence A Theory of Public Opinion. Journal of Communication, 24(2), 43–51. https://doi.org/10.1111/j.1460-2466.1974.tb00367.x

Norman, D. A. (1988). The psychology of everyday things. Basic Books.

Ophir, Y., Walter, D., & Marchant, E. R. (2020). A Collaborative Way of Knowing: Bridging Computational Communication Research and Grounded Theory Ethnography. Journal of Communication, 70(3), 447–472. https://doi.org/10.1093/joc/jqaa013

Park, A., Conway, M., & Chen, A. T. (2018). Examining thematic similarity, difference, and membership in three online mental health communities from reddit: A text mining and visualization approach. Computers in Human Behavior, 78, 98–112. https://doi.org/10.1016/j.chb.2017.09.001

Postill, J., & Pink, S. (2012). Social Media Ethnography: The Digital Researcher in a Messy Web. Media International Australia, 145(1), 123–134. https://doi.org/10.1177/1329878X1214500114

Rathnayake, C., & Suthers, D. D. (2018). Twitter Issue Response Hashtags as Affordances for Momentary Connectedness. Social Media + Society, 4(3), 2056305118784780. https://doi.org/10.1177/2056305118784780

Roberts, C. (2000). A Conceptual Framework for Quantitative Text Analysis. Quality and Quantity, 34, 259–274. https://doi.org/10.1023/A:1004780007748

Roberts, M. E., Stewart, B. M., & Tingley, D. (2019). stm: An R Package for Structural Topic Models. Journal of Statistical Software, 91(2). https://doi.org/10.18637/jss.v091.i02

Roberts, M. E., Stewart, B. M., Tingley, D., Lucas, C., Leder-Luis, J., Gadarian, S. K., Albertson, B., & Rand, D. G. (2014). Structural Topic Models for Open-Ended Survey Responses: STRUCTURAL TOPIC MODELS FOR SURVEY RESPONSES. American Journal of Political Science, 58(4), 1064–1082. https://doi.org/10.1111/ajps.12103

Rogers, R. (2013). Digital methods. The MIT Press.

Sbalchiero, S., & Eder, M. (2020). Topic modeling, long texts and the best number of topics. Some Problems and solutions. Quality & Quantity, 54(4), 1095–1108. https://doi.org/10.1007/s11135-020-00976-w

Schrock, A. R. (2015). Communicative Affordances of Mobile Media: Portability, Availability, Locatability, and Multimediality. 18.

Schwartz, B., & Neff, G. (2019). The gendered affordances of Craigslist “new-in-town girls wanted” ads: New Media & Society. https://doi.org/10.1177/1461444819849897

Shepherd, R. P. (2020). Gaming Reddit’s Algorithm: R/the_donald, Amplification, and the Rhetoric of Sorting. Computers and Composition, 56, 102572. https://doi.org/10.1016/j.compcom.2020.102572

Singer, P., Flöck, F., Meinhart, C., Zeitfogel, E., & Strohmaier, M. (2014). Evolution of Reddit: From the Front Page of the Internet to a Self-referential Community? Proceedings of the 23rd International Conference on World Wide Web, 517–522. https://doi.org/10.1145/2567948.2576943

Solon O. & Glaser A. (2020). How Reddit's coronavirus community became a destination. NBC News.

Treem, J. W., & Leonardi, P. M. (2013). Social Media Use in Organizations: Exploring the Affordances of Visibility, Editability, Persistence, and Association. Annals of the International Communication Association, 36(1), 143–189. https://doi.org/10.1080/23808985.2013.11679130

Triggs, A. H., Møller, K., & Neumayer, C. (2019). Context collapse and anonymity among queer Reddit users. New Media & Society, 1461444819890353. https://doi.org/10.1177/1461444819890353

van der Nagel, E. (2013). Faceless Bodies: Negotiating Technological and Cultural Codes on reddit gonewild. Journal of Media Arts Culture. http://scan.net.au/scn/journal/vol10number2/Emily-van-der-Nagel.html

Wallach, H. M., Murray, I., Salakhutdinov, R., & Mimno, D. (2009). Evaluation methods for topic models. In Proceedings of the 26th Annual International Conference on Machine Learning (pp. 1105–1112). Association for Computing Machinery. https://doi.org/10.1145/1553374.1553515

Wellman, B. (2001). Physical Place and Cyberplace: The Rise of Personalized Networking. International Journal of Urban and Regional Research, 25(2), 227–252. https://doi.org/10.1111/1468-2427.00309

Wellman, B., Quan-Haase, A., Boase, J., Chen, W., Hampton, K., Díaz, I., & Miyata, K. (2003). The Social Affordances of the Internet for Networked Individualism. Journal of Computer-Mediated Communication, 8(3). https://doi.org/10.1111/j.1083-6101.2003.tb00216.x

Weninger, T., Johnston, T. J., & Glenski, M. (2015). Random Voting Effects in Social-Digital Spaces: A Case Study of Reddit Post Submissions. Proceedings of the 26th ACM Conference on Hypertext & Social Media, 293–297. https://doi.org/10.1145/2700171.2791054

Wu, T.-Y., & Atkin, D. J. (2018). To comment or not to comment: Examining the influences of anonymity and social support on one’s willingness to express in online news discussions. New Media & Society, 20(12), 4512–4532. https://doi.org/10.1177/1461444818776629

Zhang, J. S., Keegan, B. C., Lv, Q., & Tan, C. (2020). A Tale of Two Communities: Characterizing Reddit Response to COVID-19 through /r/China_Flu and /r/Coronavirus. ArXiv:2006.04816 [Cs]. http://arxiv.org/abs/2006.04816

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2021-10-01

How to Cite

Rama, I. (2021). The Coronavirus Conversation on Reddit: A Mixed Methods Approach. Culture E Studi Del Sociale, 6(1, Special), 175–192. Retrieved from https://www.cussoc.it/journal/article/view/180