{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,4]],"date-time":"2026-07-04T02:57:48Z","timestamp":1783133868616,"version":"3.54.6"},"reference-count":65,"publisher":"SAGE Publications","issue":"1","license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"content-domain":{"domain":["journals.sagepub.com"],"crossmark-restriction":true},"short-container-title":["Big Data &amp; Society"],"published-print":{"date-parts":[[2018,1]]},"abstract":"<jats:p>Algorithms and data-driven technologies are increasingly being embraced by a variety of different sectors and institutions. This paper examines how algorithms and data-driven technologies, enacted by an organization like Facebook, can induce similarity across an industry. Using theories from organizational sociology and neoinstitutionalism, this paper traces the bureaucratic roots of Big Data and algorithms to examine the institutional dependencies that emerge and are mediated through data-driven and algorithmic logics. This type of analysis sheds light on how organizational contexts are embedded into algorithms, which can then become embedded within other organizational and individual practices. By investigating technical practices as organizational and bureaucratic, discussions about accountability and decision-making can be reframed.<\/jats:p>","DOI":"10.1177\/2053951718757253","type":"journal-article","created":{"date-parts":[[2018,2,15]],"date-time":"2018-02-15T00:50:42Z","timestamp":1518655842000},"update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":169,"title":["Isomorphism through algorithms: Institutional dependencies in the case of Facebook"],"prefix":"10.1177","volume":"5","author":[{"given":"Robyn","family":"Caplan","sequence":"first","affiliation":[{"name":"Data & Society Research Institute, USA; School of Communication and Information, Rutgers University, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"danah","family":"boyd","sequence":"additional","affiliation":[{"name":"Microsoft Research, USA; Data & Society Research Institute, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"179","published-online":{"date-parts":[[2018,2,14]]},"reference":[{"key":"bibr1-2053951718757253","doi-asserted-by":"publisher","DOI":"10.1177\/0162243915606523"},{"key":"bibr2-2053951718757253","unstructured":"Anderson CW (2011) Deliberative, Agonistic, and Algorithmic Audiences: Journalism's Vision of its Public in an Age of Audience Transparency. International Journal of Communication 5: 529\u2013547."},{"key":"bibr3-2053951718757253","unstructured":"Backstrom L (2013) News Feed FYI: A window into news feed\n                      .\n                      Available at: https:\/\/www.facebook.com\/business\/news\/News-Feed-FYI-A-Window-Into-News-Feed."},{"key":"bibr4-2053951718757253","volume-title":"The Control Revolution: Technological and Economic Origins of the Information Society","author":"Beninger J","year":"1986"},{"key":"bibr5-2053951718757253","doi-asserted-by":"publisher","DOI":"10.1080\/1369118X.2012.678878"},{"key":"bibr6-2053951718757253","unstructured":"Brayne S, Rosenblat S and boyd d (2015)\n                      Predictive Policing.\n                      New York, NY: Data & Society. 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Available at: http:\/\/reallifemag.com\/rule-by-nobody\/."},{"key":"bibr10-2053951718757253","doi-asserted-by":"crossref","unstructured":"Cohen J (2016) The regulatory state in the information age.\n                      Theoretical Inquiries in Law\n                      2: 370\u2013414.","DOI":"10.1515\/til-2016-0015"},{"key":"bibr11-2053951718757253","first-page":"208","volume":"3","author":"Crain M","year":"2009","journal-title":"International Journal of Communication"},{"key":"bibr12-2053951718757253","volume-title":"The Business of Media: Corporate Media and the Public Interest","author":"Croteau D","year":"2006"},{"key":"bibr13-2053951718757253","volume-title":"Algorithmic Accountability Reporting: On the Investigation of Black Boxes","author":"Diakopoulos N","year":"2014"},{"key":"bibr14-2053951718757253","doi-asserted-by":"publisher","DOI":"10.2307\/2095101"},{"key":"bibr61-2053951718757253","unstructured":"D\u2019Onfro J (2016) How an \u2018oddball\u2019 team created one of Facebook\u2019s biggest threats to Google. Business Insider. Available at: http:\/\/www.businessinsider.com\/what-is-facebook-audience-network-and-why-does-it-matter-2016-2 (accessed 15 October 2016)."},{"key":"bibr62-2053951718757253","unstructured":"Du Gay P (2000)\n                      In Praise of Bureaucracy\n                      . London: SAGE."},{"key":"bibr15-2053951718757253","unstructured":"Efrati A (2016) Facebook struggles to stop decline in \u2018original' sharing. In: The Information. Available at: https:\/\/www.theinformation.com\/facebook-struggles-to-stop-decline-in-original-sharing (accessed 14 November 2016)."},{"key":"bibr63-2053951718757253","unstructured":"El-Arini K and Tang J (2014) News Feed FYI: Click-baiting.\n                      Facebook Newsroom\n                      . 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Available at: http:\/\/www.slate.com\/articles\/technology\/future_tense\/2015\/05\/algorithms_aren_t_responsible_for_the_cruelties_of_bureaucracy.html (accessed 25 January 2017)."},{"key":"bibr18-2053951718757253","unstructured":"Eubanks V (2018)\n                      Automating Inequality: How High-Tech Tools Profile, Police and Punish the Poor.\n                      New York, NY: St. Martin\u2019s Press."},{"key":"bibr64-2053951718757253","doi-asserted-by":"crossref","unstructured":"Fahmy S (2008) How Online Journalists Rank Importance of News Skills.\n                      Newspaper Research Journal\n                      29(2): 23\u201339.","DOI":"10.1177\/073953290802900203"},{"key":"bibr19-2053951718757253","doi-asserted-by":"crossref","unstructured":"Gillespie T (2010) The politics of \u2018platforms'.\n                      New Media & Society\n                      12(3): 347\u2013364.","DOI":"10.1177\/1461444809342738"},{"key":"bibr20-2053951718757253","unstructured":"Gottfried J and Shearer E (2016)\n                      News Use Across Social Media Platforms 2016.\n                      Washington, DC: Pew Research Center. 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