Balancing Brand Safety and User Engagement in a Two-Sided Market: An Analysis of Content Monetization on Reddit

References

• Aaron, M. 2010. “IAB Networks & Exchanges Committee Develops Guidelines and Proposes Compliance Program.” IAB. https://www.iab.com/news/iab-networks-exchanges-committee-develops-guidelines-proposes-compliance-program/
   Google Scholar
• Ahluwalia, R., H. R. Unnava, and R. Burnkrant. 2001. “The Moderating Role of Commitment on the Spillover Effect of Marketing Communications.” Journal of Marketing Research 38 (4): 458–470. https://doi.org/10.1509/jmkr.38.4.458.18903
   Web of Science ®Google Scholar
• Almerekhi, H., B. Jansen, and H. Kwak. 2020. “Investigating Toxicity across Multiple Reddit Communities, Users, and Moderators.” In Proceedings of the Web Conference 2020 (WWW ‘20 Companion), April 20–24, 2020, Taipei, Taiwan, 294–298. New York, NY: ACM. https://doi.org/10.1145/3366424.3382091
   Google Scholar
• Anderson, A. A., D. Brossard, D. A. Scheufele, M. A. Xenos, and P. Ladwig. 2014. “The “Nasty Effect:” Online Incivility and Risk Perceptions of Emerging Technologies.” Journal of Computer-Mediated Communication 19 (3): 373–387. https://doi.org/10.1111/jcc4.12009
   Web of Science ®Google Scholar
• Barwick, R. 2022. “Reddit’s Advertising Policy Seems to Differ from Subreddit to Subreddit.” Marketing Brew. https://www.marketingbrew.com/stories/2022/07/19/reddit-s-advertising-policy-seems-to-differ-from-subreddit-to-subreddit
   Google Scholar
• Baumgartner, J., S. Zannettou, B. Keegan, M. Squire, and J. Blackburn. 2020. “The Pushshift Reddit Dataset.” Proceedings of the International AAAI Conference on Web and Social Media 14: 830–839. https://doi.org/10.1609/icwsm.v14i1.7347
   Google Scholar
• Bellman, S., Z. Abdelmoety, J. Murphy, S. Arismendez, and D. Varan. 2018. “Brand Safety: The Effects of Controversial Video Content on Pre-Roll Advertising.” Heliyon 4 (12): e01041. https://doi.org/10.1016/j.heliyon.2018.e01041
   PubMed Web of Science ®Google Scholar
• Bishop, S. 2021. “Influencer Management Tools: Algorithmic Cultures, Brand Safety, and Bias.” Social Media + Society 7 (1): 205630512110030. https://doi.org/10.1177/20563051211003066
   Web of Science ®Google Scholar
• Bond, R. M., C. J. Fariss, J. J. Jones, A. D. Kramer, C. Marlow, J. E. Settle, and J. H. Fowler. 2012. “A 61-Million-Person Experiment in Social Influence and Political Mobilization.” Nature 489 (7415): 295–298. https://doi.org/10.1038/nature11421.
   PubMed Web of Science ®Google Scholar
• Cameron, N. 2017. “Consumers Boycotting Brands for Placing Ads Near “Offensive” Content.” CMO. https://www.cmo.com.au/article/620574/report-consumers-boycotting-brands-placing-ads-near-offensive-content/
   Google Scholar
• Chandrasekharan, E., U. Pavalanathan, A. Srinivasan, A. Glynn, J. Eisenstein, and E. Gilbert. 2017. “You Can’t Stay Here: The Efficacy of Reddit’s 2015 Ban Examined through Hate Speech.” Proceedings of the ACM on Human-Computer Interaction 1 (CSCW): 1–22. https://doi.org/10.1145/3134666
   Google Scholar
• Cheng, J., C. Danescu-Niculescu-Mizil, and J. Leskovec. 2015. “Antisocial Behavior in Online Discussion Communities.” In Proceedings of the Ninth International AAAI Conference on Web and Social Media (ICWSM 2015), May 26–29, 2015, Oxford, UK. AAAI Press, 61–70.
   Google Scholar
• Davidson, S., Q. Sun, and M. Wojcieszak. 2020. “Developing a New Classifier for Automated Identification of Incivility in Social Media.” In Proceedings of the Fourth Workshop on Online Abuse and Harms (WOAH 2020), November 19, 2020, Virtual Event, 95–101. USA: Association for Computational Linguistics. https://doi.org/10.18653/v1/2020.alw-1.12
   Google Scholar
• Field, H. 2023, August 1. “Twitter, Now Called X, Sues Researchers Who Showed Rise in Hate Speech on Platform After Musk Takeover.” CNBC. https://www.cnbc.com/2023/08/01/x-sues-ccdh-for-showing-hate-speech-rise-on-twitter-after-musk-deal.html
   Google Scholar
• Garrett, R. K., S. D. Gvirsman, B. K. Johnson, Y. Tsfati, R. Neo, and A. Dal. 2014. “Implications of Pro- and Counterattitudinal Information Exposure for Affective Polarization.” Human Communication Research 40 (3): 309–332. https://doi.org/10.1111/hcre.12028
   Web of Science ®Google Scholar
• Gaudette, T., R. Scrivens, G. Davies, and R. Frank. 2021. “Upvoting Extremism: Collective Identity Formation and the Extreme Right on Reddit.” New Media & Society 23 (12): 3491–3508. https://doi.org/10.1177/1461444820958123
   Web of Science ®Google Scholar
• Gearhart, S., and W. Zhang. 2015. “Was It Something I Said?” “No, It Was Something You Posted!” a Study of the Spiral of Silence Theory in Social Media Contexts.” Cyberpsychology, Behavior and Social Networking 18 (4): 208–213. https://doi.org/10.1089/cyber.2014.0443.
   PubMed Web of Science ®Google Scholar
• Guaglione, S. 2020. “Incorrect Keyword Blocking Costs U.S. Publishers $2.8 Billion.” MediaPost. https://www.mediapost.com/publications/article/345966/incorrect-keyword-blocking-costs-us-publishers.html
   Google Scholar
• Haggin, P. 2020. “Target, MTV Blocked Ads from News Mentioning “George Floyd” and “Protests”.” The Wall Street Journal. https://www.wsj.com/articles/target-mtv-blocked-ads-from-news-mentioning-george-floyd-and-protests-11594576272
   Google Scholar
• Haggin, P. 2022. “USA Today Owner Gannett Co. Gave Advertisers Inaccurate Information for Nine Months.” The Wall Street Journal. https://www.wsj.com/articles/usa-today-owner-gannett-co-gave-advertisers-inaccurate-information-for-nine-months-11646784745
   Google Scholar
• Hagiui, A. 2018. The Palgrave Encyclopedia of Strategic Management, 1104–1107. Cambridge, MA: Macmillan Publishers Ltd.
   Google Scholar
• Hmielowski, J., M. Hutchens, and V. Cicchirillo. 2014. “Living in an Age of Online Incivility: Examining the Conditional Indirect Effects of Online Discussion on Political Flaming.” Information, Communication, & Society 17 (10): 1196–1211. https://doi.org/10.1080/1369118X.2014.899609
   Web of Science ®Google Scholar
• Hopp, T., C. J. Vargo, L. Dixon, and N. Thain. 2020. “Correlating Self-Report and Trace Data Measures of Incivility: A Proof of Concept.” Social Science Computer Review 38 (5): 584–599. https://doi.org/10.1177/0894439318814241
   Web of Science ®Google Scholar
• Koch, L. 2019. “Offensive Content on Platforms Turns Off Consumers, Tarnishes Ads.” eMarketer. https://www.emarketer.com/content/does-bad-content-affect-consumer-perceptions-of-brand-safety
   Google Scholar
• Lapidot-Lefler, N., and A. Barak. 2012. “Effects of Anonymity, Invisibility, and Lack of Eye-Contact on Toxic Online Disinhibition.” Computers in Human Behavior 28 (2): 434–443. https://doi.org/10.1016/j.chb.2011.10.014
   Web of Science ®Google Scholar
• Lee, C., J. Kim, and J. S. Lim. 2021. “Spillover Effects of Brand Safety Violations in Social Media.” Journal of Current Issues & Research in Advertising 42 (4): 354–371. https://doi.org/10.1080/10641734.2021.1905572
   Web of Science ®Google Scholar
• Madio, L., and M. Quinn. 2021. “Content Moderation and Advertising in Social Media Platforms.” Managerial and Decision Economics 42 (8): 1832–1844. https://doi.org/10.1002/mde.3341
   Google Scholar
• Manatt, K., D. Avital, and B. Ofer. 2018. “The Brand Safety Effect: How Unsafe Ad Placement Impacts Consumer Brand Perception.” MAGNA. https://magnaglobal.com/wp-content/uploads/2021/04/The-Brand-Safety-Effect-CHEQ-Magna-IPG-Media-Lab-BMW-Logo-101018.pdf
   Google Scholar
• O’Reilly, L. 2021. “Advertisers Are Putting Climate Crisis Content on Their Blocklists. Publishers Fear It’s “Defunding” Their News Coverage.” Insider. https://www.businessinsider.com/publishers-advertisers-keyword-blocking-climate-crisis-news-2021-9
   Google Scholar
• Papacharissi, Z. 2004. “Democracy Online: Civility, Politeness, and the Democratic Potential of Online Political Discussion Groups.” New Media & Society 6 (2): 259–283. https://doi.org/10.1177/1461444804041444
   Web of Science ®Google Scholar
• Parker, B. 2021. “How Advertisers Defund Crisis Journalism.” The New Humanitarian, January 27. https://www.thenewhumanitarian.org/analysis/2021/01/27/brand-safety-ad-tech-crisis-news
   Google Scholar
• Rainie, L., A. Smith, K. L. Schlozman, H. Brady, and S. Verba. 2012. Social Media and Political Engagement. Pew Research Center. https://www.pewresearch.org/internet/2012/10/19/social-media-and-political-engagement/
   Google Scholar
• Reddit for Business. 2020. “Introducing Inventory Types.” Reddit, September 24. https://www.redditinc.com/blog/introducing-inventory-types/
   Google Scholar
• Rochet, J.-C., and J. Tirole. 2003. “Platform Competition in Two-Sided Markets.” Journal of the European Economic Association 1 (4): 990–1029. http://www.jstor.org/stable/40005175. https://doi.org/10.1162/154247603322493212
   Web of Science ®Google Scholar
• Ruiz, Carlos, David Domingo, Josep Lluís Micó, Javier Díaz-Noci, Koldo Meso, and Pere Masip. 2011. “Public Sphere 2.0? The Democratic Qualities of Citizen Debates in Online Newspapers.” The International Journal of Press/Politics 16 (4): 463–487. https://doi.org/10.1177/1940161211415849
   Web of Science ®Google Scholar
• Santana, A. D. 2014. “Virtuous or Vitriolic: The Effect of Anonymity on Civility in Online Newspaper Reader Comment Boards.” Journalism Practice 8 (1): 18–33. https://doi.org/10.1080/17512786.2013.813194
   Google Scholar
• Stevens, H., I. Acic, and L. D. Taylor. 2021. “Uncivil Reactions to Sexual Assault Online: Linguistic Features of News Reports Predict Discourse Incivility.” Cyberpsychology, Behavior and Social Networking 24 (12): 815–821. https://doi.org/10.1089/cyber.2021.0075
   PubMed Web of Science ®Google Scholar
• Taffera-Santos, N. 2021. “US Programmatic Digital Display Advertising Outlook 2021.” https://on.emarketer.com/rs/867-SLG-901/images/eMarketer%20US%20Programmatic%20Digital%20Display%20Advertising%20Outlook%202021%20Report.pdf
   Google Scholar
• Vanian, J. 2023, September 13. “Elon Musk’s X Sued This Nonprofit after It Exposed Hate Speech, and Its New Research Shows Little Has Changed.” CNBC. https://www.cnbc.com/2023/09/13/x-formerly-twitter-hate-speech-running-rampant-ccdh.html
   Google Scholar