What can the movement for technology governance learn from the history of public health? And even as we turn to public health as a model for supporting a beneficial role of technology in society, what can we make of deep-seated problems that have entrenched health injustices?
That’s the question I took up in a new article published by WIRED Ideas. It’s the result of my summer research at the Knight First Amendment Institute at Columbia University and many conversations from my work on the team that co-founded the Coalition for Independent Technology Research.
Ever since I wrote an article for The Guardian in 2016 about public health models for governing digital technologies, I’ve been hopeful about affirmative visions for technology that are grounded in science rather than speculation or hype. As a Guatemalan American with a respiratory disability who studies inequality in knowledge production, I also know that the public health system is failing people of color in similar ways that the tech industry has failed society. If we’re not careful, the movement for tech governance could repeat those mistakes.
My article for WIRED cites over 85 books and articles from the history of science, the social study of journalism and civil society, and original empirical research that I have carried out over more than a decade. For those of you who want to dig deeper into the future of equitable tech governance, I’m sharing my bibliography here, along with my top suggestions for what to read next.
Futures, Models, and Problems for Tech Governance
To start, here are four articles that express my own evolving thinking about technology governance over the last few years.
A Toxic Web: What the Victorians can teach us about online abuse: Writing for The Guardian in 2016, I summarized the state of online harassment research and used the history of food and drug regulation in public health to envision a role for science in tech governance—both to prevent harms and to encourage human flourishing. Years later, I’m excited to see growing enthusiasm for independent research as a means to advance safe, functional digital environments that everyone can enjoy.
CivilServant: Community-led experiments in platform governance: What would it look like for platform research to test people’s practical questions about digital life and also inform policy? In this 2018 computer science paper, I reported on two studies in harassment-prevention and the management of recommender systems that I conducted with communities of millions of people online. This project became the seed for the Citizens and Technology Lab, which now works with communities around the world to test ideas for a fairer, safer, more understanding internet.
US Universities are Not Succeeding in Diversifying Faculty: Knowledge and education can only fully serve society equitably if they account for the needs of everyone. In this analysis of U.S. higher education data for Nature Human Behavior, my colleagues and I investigate the reasons that universities are not succeeding at their diversity goals and offer a path to change that.
Impact Assessment of Human-Algorithm Feedback Loops: How can researchers, advocates, and policymakers make sense of algorithms that are designed to adapt to ever-changing human behavior? From predictive policing and algorithmic news feeds to stock market flash crashes, the behavior of these algorithms is hard to predict or reliably change. In this article for the Social Science Research Council, Lucas Wright and I outline the science and policy challenges of managing adaptive algorithms.
Four Starting Points for Envisioning a Tech Governance Movement That Serves Everyone
Conceptualizing 20 Years of Engaged Scholarship: A Scoping Review: How can we bridge gaps between the university and civil society to serve the common good? This thorough article reviews collective progress on this question since the moment in 1996 when former Carnegie Foundation President Ernest L. Boyer published the foundational article, The Scholarship of Engagement. The wonderfully clear, thorough article covers 15 disciplines from computer science to communication, describing the values, principles, and organizational process that institutions have implemented since then.
“Cosmetic Diversity”: University Websites and the Transformation of Race Categories: This paper quantitatively explains the open secret of too many institutions, including universities—that they try to whitewash deeper problems of diversity by using promotional materials, trying to “fake it till you make it.” Pamela Newkirk’s book, Diversity, Inc. explores these issues and their possible solutions in greater detail.
Toward a Historically Informed Analysis of Racial Health Disparities Since 1619: This short article by Hammonds and Reverby—two leading historians of science—offers a clear and compelling account of the American health system’s failures to support communities of color over the last several hundred years. A good follow-up would be Susan L. Smith’s book Sick and Tired of Being Sick and Tired: Black Women’s Health Activism in America, 1890-1950 or this systematic review on the history, recent evolution, and effectiveness of community health workers.
Racial and Ethnic Diversity is Lacking Among Nonprofit Leaders—But There are Ways to Change That: This great article by the sociologist and legal scholar Atinuke Adediran summarizes the state of nonprofit leadership in the US, explains how nonprofits have become so homogenous, and offers clear, practical suggestions for change.
Full Bibliography
This full list includes the books, scholarly articles, and news articles I referred to in my WIRED article.
Adediran, A. Racial and Ethnic Diversity is Lacking Among Nonprofit Leaders—But There Are Ways to Change That. The Conversation (2022). http://theconversation.com/racial-and-ethnic-diversity-is-lacking-among-nonprofit-leaders-but-there-are-ways-to-change-that-174490 [https://perma.cc/NK9S-B6LX].
Allsop, J.On NHJ, UNC, and CRT. Columbia Journalism Review (2021). https://www.cjr.org/the_media_today/nikole_hannah_jones_unc_tenure.php [https://perma.cc/D6GD-CJG6].
Bajaj, S. S., & Stanford, F. C. Beyond Tuskegee—Vaccine Distrust and Everyday Racism. New England Journal of Medicine, 384 (5), e12 (2021a). https://doi.org/10.1056/NEJMpv2035827.
Beaulieu, M., Breton, M., & Brousselle, A. Conceptualizing 20 Years of Engaged Scholarship: A Scoping Review. PLOS ONE, 13 (2), e0193201 (2018). https://doi.org/10.1371/journal.pone.0193201.
Bell, M., & Lewis, N. Universities Claim to Value Community-Engaged Scholarship: So Why Do They Discourage It? Public Understanding of Science, 09636625221118779 (2022). https://doi.org/10.1177/09636625221118779.
Boling, K. S., & Walker, D. How Race and Gender Impact the Perceived Objectivity of Broadcast Women of Color on Twitter. Social Media + Society, 7 (4), 20563051211062920 (2021). https://doi.org/10.1177/20563051211062921.
Bravo, D. Y., Jefferies, J., Epps, A., & Hill, N. E. When Things Go Viral: Youth ’s Discrimination Exposure in the World of Social Media. In H. E. Fitzgerald, D. J. Johnson, D. B. Qin, F. A. Villarruel, & J. Norder (eds.), Handbook of Children and Prejudice: Integrating Research, Practice, and Policy (Springer International Publishing (2019a), 269–287. https://doi.org/10.1007/978-3-030-12228-7_15.
Choi, J. Journalism Funders: Ways to Uphold Your Diversity and Inclusivity Values During COVID-19. The Engaged Journalism Lab (2020). https://medium.com/the-engaged-journalism-lab/journalism-funders-ways-to-uphold-your-diversity-and-inclusivity-values-during-covid-19-ae5c26db2c41 [https://perma.cc/W97H-5CJZ].
Conrad, C. C., & Hilchey, K. G. A Review of Citizen Science and Community-Based Environmental Monitoring: Issues and Opportunities. Environmental Monitoring and Assessment, 176 (1) (2011), 273–291. https://doi.org/10.1007/s10661-010-1582-5.
Curtis, V. Who Takes Part in Online Citizen Science? Online Citizen Science and the Widening of Academia: Distributed Engagement with Research and Knowledge Production (Springer International Publishing, 2018), 45–68. https://doi.org/10.1007/978-3-319-77664-4_3.
de Vos, A. Stowing Parachutes, Strengthening Science. Conservation Science and Practice, 4 (5) (2022). https://doi.org/10.1111/csp2.12709.
Dietz, T., Ostrom, E., & Stern, P. C. The Struggle to Govern the Commons. Science, 302 (5652) (2003), 1907–1912. https://doi.org/10.1126/science.1091015.
Dockry, M. J., Sachdeva, S. S., Fisher, C. L., Kenefic, L. S., Locke, D. H., & Westphal, L. M. Student Trainee and Paid Internship Programs Have Positive Results but Do Little to Influence Long-Term Employee Diversity in the USDA Forest Service. PLOS ONE, 17 (11), e0277423 (2022). https://doi.org/10.1371/journal.pone.0277423.
Dubois, E., Gruzd, A., & Jacobson, J. Journalists ’ Use of Social Media to Infer Public Opinion: The Citizens ’ Perspective.Social Science Computer Review, 38 (1) (2020), 57–74. https://doi.org/10.1177/08944393187915.
Dubois, E., Gruzd, A. When Journalists Report Social Media as Public Opinion. Policy Options (2018). https://policyoptions.irpp.org/magazines/september-2018/when-journalists-report-social-media-as-public-opinion/ [https://perma.cc/GEY5-YN6Z].
Eagen, E. Why We Co-Create Research Systems with Communities. Citizens and Technology Lab (2022). https://citizensandtech.org/2022/02/co-create-research-systems/ [https://perma.cc/963H-V469].
Ecton, W. G., Bennett, C. T., Nienhusser, H. K., Castillo-Montoya, M., & Dougherty, S. M. If You Fund Them, Will They Come? Implications From a PhD Fellowship Program on Racial/Ethnic Student Diversity. AERA Open, 7, 23328584211040484 (2021). https://doi.org/10.1177/23328584211040485.
Faden, R., Bernstein, J., & Shebaya, S. Public Health Ethics. The Stanford Encyclopedia of Philosophy (E. N. Zalta ed.) (Metaphysics Research Lab, Stanford University, spring 2022). https://plato.stanford.edu/archives/spr2022/entries/publichealth-ethics/ [https://perma.cc/Z8UH-4JTA].
Ford, K. S., & Patterson, A. N. “Cosmetic Diversity”: University Websites and the Transformation of Race Categories. Journal of Diversity in Higher Education, 12 (2) (2019), 99. https://doi.org/10.1037/dhe0000092.
Gieryn, T. F. Boundary-work and the Demarcation of Science from Non-science: Strains and Interests in Professional Ideologies of Scientists. American Sociological Review (1983), 781–795. https://doi.org/10.2307/2095325.
Ginther, D. K., Schaffer, W. T., Schnell, J., Masimore, B., Liu, F., Haak, L. L., & Kington, R. Race, Ethnicity, and NIH Research Awards. Science,333(6045) (2011), 1015–1019. https://doi.org/10.1126/science.1196783.
Goode, K. Birthing, Blackness, and the Body: Black Midwives and Experiential, Continuities of Institutional Racism. CUNY Academic Works, Dissertations, Theses, and Capstone Projects (2014). https://academicworks.cuny.edu/gc_etds/423 [https://perma.cc/J968-E7SA].
Gorner, J., & Sweeney, A. For Years Chicago Police Rated the Risk of Tens of Thousands Being Caught Up in Violence. That Controversial Effort Has Quietly Been Ended. Chicago Tribune (January 24, 2020). https://www.chicagotribune.com/news/criminal-justice/ct-chicago-police-strategic-subject-list-ended-20200125-spn4kjmrxrh4tmktdjckhtox4i-story.html [https://perma.cc/9CSH-84TX].
Gottlieb, E. R., Ziegler, J., Morley, K., Rush, B., & Celi, L. A. Assessment of Racial and Ethnic Differences in Oxygen Supplementation Among Patients in the Intensive Care Unit. JAMA Internal Medicine, 182(8) (2022), 849–858. https://doi.org/10.1001/jamainternmed.2022.2587.
Green, B. The Just City: Machine Learning ’s Social and Political Foundations. The Smart Enough City (2019). https://smartenoughcity.mitpress.mit.edu/pub/vmjl8djz/release/1 [https://perma.cc/8XVX-TWN9].
Grieco, E. Newsroom Employees Are Less Diverse Than U.S. Workers Overall. Pew Research Center (2018). https://www.pewresearch.org/fact-tank/2018/11/02/newsroom-employees-are-less-diverse-than-u-s-workers-overall/ [https://perma.cc/YSS9-VXJP].
Grimmelmann, J. The Law and Ethics of Experiments on Social Media Users. Colorado Technology Law Journal, 13 (2015), 219. [https://perma.cc/XC2X-TDE6].
Hammonds, E. M., & Reverby, S. M. Toward a Historically Informed Analysis of Racial Health Disparities Since 1619. American Journal of Public Health, 109 (10) (2019), 1348-1349. https://doi.org/10.2105/AJPH.2019.305262.
Henrich, J., Heine, S. J., & Norenzayan, A. The Weirdest People in the World? Behavioral and Brain Sciences, 33(2–3) (2010), 61–83. https://doi.org/10.1017/S0140525X0999152X.
Hollywood, J. S. CPD ’s “Heat List” and the Dilemma of Predictive Policing. The RAND Blog (2016). https://www.rand.org/blog/2016/09/cpds-heat-list-and-the-dilemma-of-predictive-policing.html [https://perma.cc/DC25-SSX7].
Jefferson, H. White Backlash Is a Type of Racial Reckoning, Too. FiveThirtyEight. https://fivethirtyeight.com/features/white-backlash-is-a-type-of-racial-reckoning-too/ [https://perma.cc/P7KK-EQBM].
Jones, L. A. America ’s Racist Maternal Mortality Crisis Traces Back to Philadelphia. Philadelphia Inquirer (March 28, 2022). https://www.inquirer.com/news/inq2/more-perfect-union-maternal-morbidity-philadelphia-medicine-history-racism-20220712.html [https://perma.cc/DP76-JXM9].
Kang, S. K., DeCelles, K. A., Tilcsik, A., & Jun, S. Whitened Résumés: Race and Self-Presentation in the Labor Market. Administrative Science Quarterly, 61 (3) (2016), 469–502. https://doi.org/10.1177/0001839216639577.
Kobrin, F. E. The American Midwife Controversy: A Crisis of Professionalization. Bulletin of the History of Medicine, 40 (4) (1966), 350–363. https://doi.org/10.1515/9783110976328.278.
Laberge, N., Wapman, K. H., Morgan, A. C., Zhang, S., Larremore, D. B., & Clauset, A. Subfield Prestige and Gender Inequality Among U.S. Computing Faculty. Communications of the ACM, 65(12) (2022), 46–55. https://doi.org/10.1145/3535510.
Lapowsky, I. In Its Battle with Big Tech,CFPB Is Hiring 25 Engineers. Protocol (2022). https://www.protocol.com/policy/cfpb-hiring-tech [https://perma.cc/TZ42-LUCE].
Levine, A., & Matias, J. N. Identifying Research Topics That Will Not Only Advance Science but Also Improve the Broader Society (opinion). Inside Higher Ed. (2021). https://www.insidehighered.com/advice/2021/04/22/identifying-research-topics-will-not-only-advance-science-also-improve-broader [https://perma.cc/ER5E-CEGB].
Lewenstein, B. V. Is Citizen Science a Remedy for Inequality? The ANNALS of the American Academy of Political and Social Science, 700 (1) (2022), 183–194. https://doi.org/10.1177/00027162221092697.
Lewis, N. A. What Counts as Good Science? How the Battle for Methodological Legitimacy Affects Public Psychology. American Psychologist, 76 (8) (2021), 1323. https://doi.org/10.1037/amp0000870.
Lewis, N. A. What Universities Say Versus Do About Diversity, Equity and Inclusion. Nature Human Behaviour, 6 (5), article 5 (2022). https://doi.org/10.1038/s41562-022-01339-1.
Linxen, S., Sturm, C., Brühlmann, F., Cassau, V., Opwis, K., & Reinecke, K. How WEIRD Is CHI? Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems (2021), 1-14. https://doi.org/10.1145/3411764.3445488.
List, J. A. The Voltage Effect: How to Make Good Ideas Great and Great Ideas Scale (Currency, 2022).
Lo, P. Practitioner Profile: Murray Cox. #MoreThanCode (2018). https://morethancode.cc/2018/05/30/practitioner-profile-murray-cox.html [https://perma.cc/7TAB-4S5A].
Matias, J. N. A Toxic Web: What the Victorians Can Teach Us About Online Abuse. The Guardian (2016). https://www.theguardian.com/technology/2016/apr/18/a-toxic-web-what-the-victorians-can-teach-us-about-online-abuse [https://perma.cc/SW45-ACHB].
Matias, J. N. Universities Say They Want More Diverse Faculties. So Why Is Academia Still So White? FiveThirtyEight (2021). https://fivethirtyeight.com/features/universities-say-they-want-more-diverse-faculties-so-why-is-academia-still-so-white/ [https://perma.cc/4TSZ-WAFQ].
Matias, J. N. Why We Need Industry-Independent Research on Tech & Society. Citizens and Technology Lab (2020). https://citizensandtech.org/2020/01/industry-independent-research/ [https://perma.cc/D8YL-JVRM].
Matias, J. N., Lewis, N. A., & Hope, E. C. US Universities Are Not Succeeding in Diversifying Faculty. Nature Human Behaviour, 6(12), article 12 (2022). https://doi.org/10.1038/s41562-022-01495-4.
Momennejad, I., Sinclair, S., & Cikara, M. Computational Justice: Simulating Structural Bias and Interventions, bioRxiv (2019), 776211. https://doi.org/10.1101/776211.
Nadeem, R. STEM Jobs See Uneven Progress in Increasing Gender, Racial and Ethnic Diversity. Pew Research Center (2021). https://www.pewresearch.org/science/2021/04/01/stem-jobs-see-uneven-progress-in-increasing-gender-racial-and-ethnic-diversity/ [https://perma.cc/2DC3-SK4W].
Narayanan, A., & Zevenbergen, B. No Encore for Encore? Ethical Questions for Web-Based Censorship Measurement. SSRN Scholarly Paper No. 2665148 (2015). https://doi.org/10.2139/ssrn.2665148.
Ndugga, N., & Artiga, S. Disparities in Health and Health Care: 5 Key Questions and Answers. KFF (2021). https://www.kff.org/racial-equity-and-health-policy/issue-brief/disparities-in-health-and-health-care-5-key-question-and-answers/ [https://perma.cc/WZ9A-2GWU].
Ndugga, N., Hill, L., Artiga, S., & Haldar, S. Latest Data on COVID-19 Vaccinations by Race/Ethnicity. KFF (2022). https://www.kff.org/coronavirus-covid-19/issue-brief/latest-data-on-covid-19-vaccinations-by-race-ethnicity/ [https://perma.cc/WZ9A-2GWU].
Nix, N., & Yee, A. Google, Snap and Dozens of Tech Companies Coordinate New Diversity Push. Bloomberg (2021). https://www.bloomberg.com/news/articles/2021-10-28/google-snap-among-tech-effort-to-improve-workforce-diversity.
Noble, S. U. Algorithms of Oppression (New York University Press, 2018).
Odeny, B., & Bosurgi, R. Time to End Parachute Science. PLOS Medicine, 19 (9), e1004099 (2022). https://doi.org/10.1371/journal.pmed.1004099.
Perry, H. B., Zulliger, R., & Rogers, M. M. Community Health Workers in Low-, Middle-, and High-Income Countries: An Overview of Their History, Recent Evolution, and Current Effectiveness. Annual Review of Public Health, 35 (2014), 399–421. https://doi.org/10.1146/annurev-publhealth-032013-182354.
Ray, V. A Theory of Racialized Organizations. American Sociological Review, 84 (1) (2019), 26–53. https://doi.org/10.1177/0003122418822335.
Reuters Staff. U.S. FTC Says Facebook Misused Privacy Decree to Shut Down Ad Research. Reuters (2021). https://www.reuters.com/article/us-tech-facebook-ftc-idCAKBN2F702X [https://perma.cc/B7BK-9J7B].
Reverby, S. Guatemalan STD Study Will Not Go to Trial. Wellesley College (2012). http://www.wellesley.edu/news/stories/node/27083 [https://perma.cc/EZH7-FHET].
Reverby, S. “Normal Exposure” and Inoculation Syphilis: A PHS “Tuskegee” Doctor in Guatemala, 1946–1948. Journal of Policy History, 23(1) (2011), 6–28. https://doi.org/10.1017/S0898030610000291.
Rothstein, R. The Color of Law: A Forgotten History of How Our Government Segregated America (Liveright, 2017).
Rhyme, F. The Distribution of Paycheck Protection Program Funds. National Bureau of Economic Research (2022). https://www.nber.org/digest/202206/distribution-paycheck-protection-program-funds [https://perma.cc/74R6-V553].
Scire, S. Yet Again, Newsrooms Aren ’t Showing Up to the Industry ’s Largest Diversity Survey. Nieman Lab (2022). https://www.niemanlab.org/2022/04/crushing-resistance-yet-again-newsrooms-arent-showing-up-to-the-industrys-largest-diversity-survey/ [https://perma.cc/8QGG-RH3W].
Seabert, D., McKenzie, J. F., & Pinger, R. R. McKenzie’s an Introduction to Community & Public Health (10th edition) (Jones & Bartlett Learning, 2021).
Sears, E. Philanthropy Has a Role in Improving Tech Accountability. Thur Foundation (2021). https://www.macfound.org/press/perspectives/philanthropy-has-a-role-in-improving-tech-accountability [https://perma.cc/GH4Z-3XTE].
Shevin, M., Shabazz, A., & Pfefferkorn, M. Co-Powering an Emergent Horizon. Stanford SociaI Information Review (2022). https://ssir.org/articles/entry/co_powering_an_emergent_horizon [https://perma.cc/5EFT-WEHT].
Sifry, M. L. The Big Disconnect: Why the Internet Hasn ’t Transformed Politics (OR Books, 2014).
Simons, S. A. The Debate Over Objectivity in Journalism. NPR (June 9, 2020). https://www.npr.org/2020/06/09/873172499/the-debate-over-objectivity-in-journalism [https://perma.cc/RDD9-V7R6].
Sobrevilla, X. Catalan-Ramirez v. Wong. MacArthur Justice Center (2022). https://www.macarthurjustice.org/case/catalan-ramirez-v-wong-et-al/ [https://perma.cc/4VBW-A55D].
Starck, J. G., Sinclair, S., & Shelton, J. N. How University Diversity Rationales Inform Student Preferences and Outcomes. Proceedings of the National Academy of Sciences, 118 (16), e2013833118 (2021). https://doi.org/10.1073/pnas.2013833118.
Stefanoudis, P. V., Licuanan, W. Y., Morrison, T. H., Talma, S., Veitayaki, J., & Woodall, L. C. Turning the Tide of Parachute Science. Current Biology, 31 (4) (2021), R184–R185. https://doi.org/10.1016/j.cub.2021.01.029.
Tuchman, G. Objectivity as Strategic Ritual: An Examination of Newsmen ’s Notions of Objectivity. American Journal of Sociology, 77(4) (1972), 660–679. https://doi.org/10.1086/225193.
Tufekci, Z. Twitter and Tear Gas: The Power and Fragility of Networked Protest (Yale University Press, 2017).
U.S. Department of Health and Human Services, Health Resources and Services Administration, Bureau of Health Professionals. Community Health Worker National Workforce Study. San Antonio: Regional Center for Health Workforce Studies of the University of Texas Health Science Center (2007). https://bhw.hrsa.gov/sites/default/files/bureau-health-workforce/data-research/community-health-workforce.pdf [https://perma.cc/7US6-PCLL].
U.S. Department of Health and Human Services, National Institute of Health, Institute of Medicine, Committee for the Study of the Future of Public Health. The Future of Public Health, ch. 3 in A History of the Public Health System (National Academies Press, 1988). https://www.ncbi.nlm.nih.gov/books/NBK218224/ [https://perma.cc/2C2N-ALSR].
U.S. Equal Employment Opportunity Commission. Diversity in High Tech. https://www.eeoc.gov/special-report/diversity-high-tech [https://perma.cc/2KKZ-FMA3].
University of Illinois Chicago. Black, Hispanic Americans Are Overrepresented in Essential Jobs School of Public Health (2021). https://publichealth.uic.edu/news-stories/black-hispanic-americans-are-overrepresented-in-essential-jobs/ [https://perma.cc/YN85-X233].
Vaughan, E., & Tinker, T. Effective Health Risk Communication About Pandemic Influenza for Vulnerable Populations. American Journal of Public Health, 99(S2) (2009), S324–S332. https://doi.org/10.2105/AJPH.2009.162537.
Weiland, N., & Kolata, G. Francis Collins, Who Guided N.I.H. Through Covid-19 Crisis, Is Exiting. The New York Times (October 5, 2021). https://www.nytimes.com/2021/10/05/us/politics/francis-collins-nih.html [https://perma.cc/89QW-R3KZ].
White House. FACT SHEET: President Biden to Announce Strategy to Address Our National Mental Health Crisis, As Part of Unity Agenda in his First State of the Union. The White House (March 1, 2022). https://www.whitehouse.gov/briefing-room/statements-releases/2022/03/01/fact-sheet-president-biden-to-announce-strategy-to-address-our-national-mental-health-crisis-as-part-of-unity-agenda-in-his-first-state-of-the-union/ [https://perma.cc/E7GQ-V5TZ].
Whittaker, M. The Steep Cost of Capture. Interactions, 28(6) (2021), 50–55. https://doi.org/10.1145/3488666.
Yosso, T. J. Whose Culture Has Capital? A Critical Race Theory Discussion of Community Cultural Wealth. Race Ethnicity and Education, 8 (1) (2005), 69-91. https://doi.org/10.1080/1361332052000341006.
Zamora, A. Healing Polarized Communities. The Aspen Institute (2022). https://www.aspeninstitute.org/longform/healing-polarized-communities/ [https://perma.cc/Q37U-29KY].
Zittrain, J. L. Three Eras of Digital Governance (2019). Available at SSRN 3458435. http://dx.doi.org/10.2139/ssrn.3458435.
Zweben, S., & Bizot, B. 2017 CRA Taulbee Survey. Computing Research News, 30(5) (2018), 1–47. https://perma.cc/QG8X-LCNW.
Zweben, S., & Bizot, B. 2021 CRA Taulbee Survey. Computing Research News (2022). https://perma.cc/WL79-69UM.
J. Nathan Matias is an assistant professor in the Department of Communication at Cornell University and a Knight Institute visiting associate research scholar.