The Coronavirus Conversation on Reddit: A Mixed Methods Approach



Affordances, Digital platforms, Mixed Methods


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.


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

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.

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

Beer, D. (2017). The social power of algorithms. Information, Communication & Society, 20 (1), 1–13.

Blei, D. M. (2012). Probabilistic topic models. Communications of the ACM, 55(4), 77–84.

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.

Bucher, T. (2017). The algorithmic imaginary: Exploring the ordinary affects of Facebook algorithms. Information, Communication & Society, 20(1), 30–44.

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.

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.

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.

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.

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.

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.

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

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.

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.

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.

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.

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

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

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

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

Reddit (2020). Retrieved 15 November 2020, from

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.

Hsieh, Y. P. (2012). Online Social Networking Skills: The Social Affordances Approach to Digital Inequality (SSRN Scholarly Paper ID 1926309). Social Science Research Network.

Hutchby, I. (2001). Technologies, Texts and Affordances. Sociology, 35(2), 441–456.

Kennedy, J., Meese, J., & Nagel, E. van der. (2016). Regulation and social practice online. Continuum, 30(2), 146–157.

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.

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.

Marcus, G. E. (1995). Ethnography in/of the World System: The Emergence of Multi-Sited Ethnography.

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.

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

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).

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.

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.

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

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

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

Nikolenko, S. I., Koltcov, S., & Koltsova, O. (2017). Topic modelling for qualitative studies. Journal of Information Science, 43(1), 88–102.

Noelle?Neumann, E. (1974). The Spiral of Silence A Theory of Public Opinion. Journal of Communication, 24(2), 43–51.

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.

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.

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

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

Roberts, C. (2000). A Conceptual Framework for Quantitative Text Analysis. Quality and Quantity, 34, 259–274.

Roberts, M. E., Stewart, B. M., & Tingley, D. (2019). stm: An R Package for Structural Topic Models. Journal of Statistical Software, 91(2).

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.

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.

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.

Shepherd, R. P. (2020). Gaming Reddit’s Algorithm: R/the_donald, Amplification, and the Rhetoric of Sorting. Computers and Composition, 56, 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.

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.

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

van der Nagel, E. (2013). Faceless Bodies: Negotiating Technological and Cultural Codes on reddit gonewild. Journal of Media Arts Culture.

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.

Wellman, B. (2001). Physical Place and Cyberplace: The Rise of Personalized Networking. International Journal of Urban and Regional Research, 25(2), 227–252.

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).

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.

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.

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].