Abstract
In this chapter, Martin and Dwyer investigate the ambiguities of social media signals and the difficulty of relying on them to determine the value of journalistic labour and products. They chart the rise of the metadata commodity, a new register of information commodification, which underpins the platform economy and its particular forms of capital accumulation, market organisation and competition. They then explore how social media analytics are created and what they purport to demonstrate, interrogating the factors that social platforms track in news use. In critiquing the accuracy of these metrics, they invite journalists to become more literate about the construction, operation and uses of social metrics so they can more effectively question their application to news production.
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References
Allmer, T. 2015. Critical Theory and Social Media: Between Emancipation and Commodification. Oxon, NY: Routledge.
Anderson, C.W. 2011. Between Creative and Quantified Audiences: Web Metrics and Changing Patterns of Newswork in Local US Newsrooms. Journalism 12 (5): 550–566. https://doi.org/10.1177/1464884911402451.
Ang, Ien. 1991. Desperately Seeking the Audience. London; New York: Routledge.
Balnaves, Mark, Tom O’Regan, and Ben Goldsmith. 2011. Rating the Audience: The Business of Media. London; New York: Bloomsbury Academic.
Baser, David. 2018. Hard Questions: What Data Does Facebook Collect When I’m Not Using Facebook, and Why? Facebook Newsroom. April 16. https://newsroom.fb.com/news/2018/04/data-off-facebook/.
Baym, N. 2013. Data Not Seen: The Uses and Shortcomings of Social Media Metrics. First Monday, 18, no. 10. October 7. http://firstmonday.org/ojs/index.php/fm/article/view/4873/3752.
Bell, Emily, and Owen Taylor. 2017. The Platform Press: How Silicon Valley Reengineered Journalism. Tow Center for Journalism. March 29. https://www.cjr.org/tow_center_reports/platform-press-how-silicon-valley-reengineered-journalism.php/.
Biltereyst, D., and P. Meers. 2011. The Political Economy of Audiences. In The Handbook of Political Economy of Communications, ed. J. Wasko, G. Murdock, and H. Sousa, 415–435. London: Wiley.
Bilton, Ricardo. 2015. Publishers Sour on Traffic-Based Bonuses. Digiday.com. January 26. http://digiday.com/publishers/publishers-sour-traffic-based-bonuses/.
Bloomgarden-Smoke, Kara. 2014. Nick Denton Announces Collective Leadership for Gawker Media. Observer.com. October 12. http://observer.com/2014/12/changes-at-gawker-media/.
Boczkowski, Pablo J., and Eugenia Mitchelstein, eds. 2013. The News Gap: When the Information Preferences of the Media and the Public Diverge. Cambridge, MA: MIT Press.
Bogle, Ariel. 2018. ‘Facebook’s Instant Articles Enabled Inflammatory Publishers to Profit from Big Brand Ads. Australian Broadcasting Corporation. March 29. https://www.abc.net.au/news/science/2018-03-29/facebook-advertising-fake-news-instant-articles-woolworths-bmw/9593948.
Bolin, Göran. 2010. Digitization, Multi-Platform Texts and Audience Reception. Popular Communication 8 (1): 72–83.
Boutin, Paul. 2008. Denton to Pay Bloggers Based on Traffic. Gawker. January 1. http://gawker.com/339271/denton-to-pay-bloggers-based-on-traffic.
Breaux, Chris, and Bradley Doll. 2018. Research Study: Only 1 in 3 Publishers See a Clear Traffic Boost from AMP. Chartbeat. August 23. http://blog.chartbeat.com/2018/08/23/research-study-1-3-publishers-see-clear-traffic-boost-amp/.
Brown, Pete. 2018. More than Half of Facebook Instant Articles Partners May Have Abandoned It. Columbia Journalism Review. February 2. https://www.cjr.org/tow_center/are-facebook-instant-articles-worth-it.php.
Carlson, Matt. 2018. Confronting Measurable Journalism. Digital Journalism 6 (4): 406–417. https://doi.org/10.1080/21670811.2018.1445003.
Carr, David. 2014. ‘Risks Abound as Reporters Play in Traffic.’ The Media Equation. New York Times. March 23. https://www.nytimes.com/2014/03/24/business/media/risks-abound-as-reporters-play-in-traffic.html.
Celis, Claudio. 2015. The Machinic Temporality of Metadata. tripleC 13 (1): 101–111.
Chan, Kathy. 2009. I Like This. Facebook. February 10. https://www.facebook.com/notes/facebook/i-like-this/53024537130.
Cherubini, Federica, and Rasmus Kleis Nielsen. 2016. Editorial Analytics: How News Media are Developing and Using Audience Data and Metrics. February 23. Oxford: Reuters Institute for the Study of Journalism.
Cohen, Nicole S. 2018. At Work in the Digital Newsroom. Digital Journalism. January 8. https://doi.org/10.1080/21670811.2017.1419821.
Courtois, C., P. Verdegem, and L. De Marez. 2014. The Triple Articulation of Media Technologies in Audiovisual Media Consumption. Television & New Media 14 (5): 421–439.
Eranti, Veikko, and Markku Lonkila. 2015. The Social Significance of the Facebook Like Button. First Monday 20, no. 6. https://firstmonday.org/ojs/index.php/fm/article/view/5505/4581. https://doi.org/10.5210/fm.v20i6.5505.
Facebook. 2018. Hard Questions: What Data Does Facebook Collect When I’m Not Using Facebook, and Why? Facebook Newsroom. April 16. https://newsroom.fb.com/news/2018/04/data-off-facebook/.
Ferrer-Conill, Raul. 2017. Quantifying Journalism? A Study on the Use of Data and Gamification to Motivate Journalists. Television & New Media 18 (8): 706–720. https://doi.org/10.1177/1527476417697271.
Fuchs, Christian. 2014a. Social Media: A Critical Introduction. London; Thousand Oaks; New Delhi: Sage.
———. 2014b. Critique of the Political Economy of Informational Capitalism and Social Media. In Critique, Social Media and the Information Society, ed. Christian Fuchs and Marisol Sandoval. London; New York: Routledge.
Fuchs, Christian, and Sebastian Sevignani. 2013. What Is Digital Labour? What Is Digital Work? What’s Their Difference? And Why Do These Questions Matter for Understanding Social Media? tripleC: Communication, Capitalism & Critique. Open Access Journal for a Global Sustainable Information Society 11 (2): 237–293.
Gabielkov, Maksym, Arthi Ramachandran, Augustin Chaintreau, and Arnaud Legout. 2016. Social Clicks: What and Who Gets Read on Twitter? Proceedings of the 2016 ACM SIGMETRICS International Conference on Measurement and Modeling of Computer Science. 179–192. France: HAL archives-ouvertes. https://hal.inria.fr/hal-01281190/document.
Garrahan, Matthew. 2016. Advertising: Facebook and Google Build a Duopoly. Financial Times. June 24. https://www.ft.com/content/6c6b74a4-3920-11e6-9a05-82a9b15a8ee7.
Greenslade, Roy. 2016. Why Trinity Mirror Was Right to Abandon Individual Targets for Staff. The Guardian. January 5. https://www.theguardian.com/media/greenslade/2016/jan/05/why-trinity-mirror-was-right-to-abandon-individual-targets-for-staff.
Hagar, Nick, and Nicholas Diakopoulos. 2019. Optimizing Content with A/B Headline Testing: Changing Newsroom Practices. Media and Communication 7 (1): 117–127.
Hallinan, Blake, and Ted Striphas. 2014. Recommended for You: The Netflix Prize and the Production of Algorithmic Culture. New Media & Society 23: 1–2. https://doi.org/10.1177/1461444814538646.
Hampton, Keith N., Rainie Lee, Weixu Lu, Maria Dwyer, Inyoung Shin, and Kristen Purcell. 2014. Social Media and the “Spiral of Silence”. Washington, DC: Pew Research Center. http://www.pewinternet.org/2014/08/26/social-media-and-the-spiral-of-silence/.
Hickman, Arvind. 2018. TV Industry Calls for Mandatory Third-Party Measurement of Facebook and Google. Ad News. April 23. http://www.adnews.com.au/news/tv-industry-calls-for-mandatory-third-party-measurement-of-facebook-and-google#UZxsHkrDuUGdk8my.99.
Ingram, Matthew. 2016. BuzzFeed: Days of Counting Pageviews and Unique Visitors Are Over. Fortune. February 19. http://fortune.com/2016/02/19/buzzfeed-metrics/.
Jenkins, Henry, Sam Ford, and Joshua Green. 2013. Spreadable Media: Creating Value and Meaning in a Networked Culture. New York: New York University Press.
Kang, Hyunjin, and Matthew P. McAllister. 2011. Selling You and Your Clicks: Examining the Audience Commodification of Google. tripleC 9 (2): 141–153.
Kosinski, Michal, David Stillwell, and Thore Graepel. 2013. Private Traits and Attributes Are Predictable from Digital Records of Human Behavior. Proceedings of the National Academy of Sciences 110 (15): 5802–5805. https://doi.org/10.1073/pnas.1218772110.
Krikorian, Raffi. 2010. Map of a Twitter Status Object. Wall Street Journal. April 18. http://online.wsj.com/public/resources/documents/TweetMetadata.pdf.
Lash, Scott. 2002. Critique of Information, 145. London: Sage.
Maron, Deborah, and Erin Carter. (2017) “More Than What It Seems”: How Critical Theory, Popular Engagement and Apps Like Tinder Can Help Us Reframe Metadata and Its Consequences. Proceedings of the International Conference on Dublin Core and Metadata Applications 2017. http://dcpapers.dublincore.org/pubs/article/view/3849.
Marx, K. (original 1867, trans. 1976). 1990. Penguin. In Capital: A Critique of Political Economy, vol. 1. London.
Masheswari, Sapna, and Sydney Ember. 2018. The End of the Social News Era? Journalists Brace for Facebook’s Change. New York Times. January 11. https://www.nytimes.com/2018/01/11/business/media/facebook-news-feed-media.html.
McDuling, John. 2018. “Unworkable, Unnecessary and Unprecedented”: Facebook Hits Back at ACCC. Sydney Morning Herald. December 13. https://www.smh.com.au/business/companies/unworkable-unnecessary-unprecedented-facebook-hits-back-at-accc-20181212-p50lvk.html.
Meehan, Elaine R. 2005. Watching Television: A Political Economic Approach. In A Companion to Television, ed. Janet Wasko, 238–255. Malden, MA: Blackwell.
Mitchell, Andy. 2015. Introducing Signal for Facebook and Instagram. Facebook Media. https://media.fb.com/2015/09/17/introducing-signal/.
Mullin, Benjamin. 2015. News Outlets to Ramp Up Publication of Instant Articles. Poynter. June 16. https://www.poynter.org/reporting-editing/2015/news-outlets-to-ramp-up-publication-of-instant-articles/.
Myllylahti, Merja. 2018. Attention Economy Trap. An Empirical Investigation into Four News Companies’ Facebook Traffic and Social Media Revenue. Journal of Media Business Studies 15: 237–253. https://doi.org/10.1080/16522354.2018.152752.
Napoli, Philip. 2011. Audience Evolution: New Technologies and the Transformation of Media Audiences. New York: Columbia University Press.
Nguyen, An. 2013. Online News Audiences: The Challenges of Webmetrics. In Journalism: New Challenges, ed. Karen Fowler-Watt and Stuart Allan, 146–161. Bournemouth: Centre for Journalism & Communication Research Bournemouth University.
O’Reilly, Lara. 2016. The 30 Biggest Media Companies in the World. Business Insider. May 31. https://www.businessinsider.com/the-30-biggest-media-owners-in-the-world-2016-5/.
Ofcom. 2014. Measuring Online News Consumption and Supply. Roundtable Discussion, December 9th 2014. Reuters Institute for the Study of Journalism.
Page, Lawrence, Sergey Brin, Rajeev Motwani, and Terry Winograd. 1999. The PageRank Citation Ranking: Bringing Order to the Web. Technical Report. Stanford InfoLab. http://ilpubs.stanford.edu:8090/422/.
Pasquale, Frank. 2015. The Black Box Society: The Secret Algorithms That Control Money and Information. Harvard: Harvard University Press.
Patel, Sahil. 2016. 85 Percent of Facebook Video Is Watched Without Sound. Digiday. May 17. https://digiday.com/media/silent-world-facebook-video/.
Perez, Mirco Musolesi, and Gianluca Stringhini. 2018. You Are Your Metadata: Identification and Obfuscation of Social Media Users Using Metadata Information Association for the Advancement of Artificial Intelligence. Paper presented to 12th International AAAI Conference on Web And Social Media. University College London. https://www.ucl.ac.uk/~ucfamus/papers/icwsm18.pdf.
Peterson, Tim. 2017. FAQ: Everything Facebook Has Admitted about Its Measurement Errors. Marketing Land. May 17. https://marketingland.com/heres-itemized-list-facebooks-measurement-errors-date-200663.
Petre, Caitlin. 2015. The Traffic Factories: Metrics at Chartbeat, Gawker Media, and The New York Times. Tow Center for Digital Journalism.
Poell, Thomas, and David Nieborg. 2018. The Platformization of Cultural Production: Theorizing the Contingent Cultural Commodity. New Media & Society 20 (11): 4275–4292.
Postigo, Hector. 2014. The Socio-technical Architecture of Digital Labor: Converting Play into YouTube Money. New Media & Society. 18 (2): 332–349.
Rusbridger, A. 2015. The Future of Journalism. Guardian Live. May 22. http://www.theguardian.com/membership/video/2015/may/22/alan-rusbridger-on-the-future-of-journalism-video.
Screaming Frog. 2018. Adwords History. https://www.screamingfrog.co.uk/adwords-history/.
Silverstone, Roger. 1994. Television and Everyday Life. London: Routledge.
———. 2002. Complicity and Collusion in the Mediation of Everyday Life. New Literary History 33 (4): 761–780.
Smythe, D.W. 2001/1981. On the Audience Commodity and Its Work. In Media and Cultural Studies: Key Works, ed. M.G. Durham and D. Kellner, 253–279. Malden, MA: Blackwell.
Speed, Barbara. 2015. “A Cursed Project”: A Short History of the Facebook “Like” Button. New Statesman America. October 9. https://www.newstatesman.com/science-tech/social-media/2015/10/cursed-project-short-history-facebook-button.
Stark, Luke, and Kate Crawford. 2015. The Conservatism of Emoji: Work, Affect, and Communication. Social Media + Society 1 (2). https://doi.org/10.1177/2056305115604853.
Stieglitz, Stefan, Milad Mirbabaie, Björn Ross, and Christoph Neuberger. 2018. Social Media Analytics – Challenges in Topic Discovery, Data Collection, and Data Preparation. International Journal of Information Management 39: 156–168.
Thurman, Neil. 2018. Social Media, Surveillance, and News Work: On the Apps Promising Journalists a “Crystal Ball”. Digital Journalism 6 (1): 76–97. https://doi.org/10.1080/21670811.2017.1345318.
Trottier, Daniel. 2012. Social Media as Surveillance: Rethinking Visibility in a Converging World. Surrey: Ashgate Publishing.
Vu, Hong Tien. 2014. The Online Audience as Gatekeeper: The Influence of Reader Metrics on News Editorial Selection. Journalism 15 (8): 1094–1110.
Walker, J. 2002. Links and Power: The Political Economy of Linking on the Web. Proceedings of Hypertext 2002. 78–79. Baltimore: ACM Press. http://jilltxt.net/txt/linksandpower.html.
Wang, Shan. 2017. Adaptation, A/B Testing and Analytics: How BuzzFeed Optimizes the News for Its Audience. International Centre for Journalists. IJnet. September 19. https://ijnet.org/en/story/adaptation-ab-testing-and-analytics-how-buzzfeed-optimizes-news-its-audience.
WAN-IFRA. 2017. World Press Trends 2017. http://www.wan-ifra.org/reports/2017/10/10/world-press-trends-2017
Whipple, Kelsey N., and Jeremy L. Shermak. 2018. Quality, Quantity and Policy: How Newspaper Journalists Use Digital Metrics to Evaluate Their Performance and Their Papers’ Strategies. International Symposium on Journalism. #ISOJ Journal, 8, no. 1. http://isoj.org/research/quality-quantity-and-policy-how-newspaper-journalists-use-digital-metrics-to-evaluate-their-performance-and-their-papers-strategies/.
Winseck, Dwayne. 2016. Reconstructing the Political Economy of Communication for the Digital Media Age. The Political Economy of Communication 4 (2): 73–114.
Wolff, R. 2015. Facebook Instant Articles Just Don’t Add Up for Publishers. Technology Review. July 9. http://www.technologyreview.com/news/539066/facebook-instant-articles-just-dont-add-up-for-publishers/.
Woods, Ben. 2015. How the Guardian’s Ophan Analytics Engine Helps Editors Make Better Decisions. The Next Web. April 13. https://thenextweb.com/media/2015/04/13/how-the-guardians-ophan-analytics-engine-helps-editors-make-better-decisions/.
Zeng, Daniel, Hsinchun Chen, Robert Lusch, and Shu-Hsing Li. 2010. Social Media Analytics and Intelligence. IEEE Intelligent Systems 25 (6): 13–16.
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Martin, F., Dwyer, T. (2019). The Numbers Game: Social News Analytics. In: Sharing News Online. Palgrave Macmillan, Cham. https://doi.org/10.1007/978-3-030-17906-9_3
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