Data Science as Political Action: Grounding Data Science in a Politics of Justice

Journal of Social Computing

17 Pages Posted: 29 Aug 2020 Last revised: 1 Feb 2022

See all articles by Ben Green

Ben Green

University of Michigan at Ann Arbor - Society of Fellows; University of Michigan at Ann Arbor - Gerald R. Ford School of Public Policy; Harvard University - Berkman Klein Center for Internet & Society

Date Written: December 20, 2021

Abstract

In response to public scrutiny of data-driven algorithms, the field of data science has adopted ethics training and principles. Although ethics can help data scientists reflect on certain normative aspects of their work, such efforts are ill-equipped to generate a data science that avoids social harms and promotes social justice. In this article, I argue that data science must embrace a political orientation. Data scientists must recognize themselves as political actors engaged in normative constructions of society and evaluate their work according to its downstream impacts on people's lives. I first articulate why data scientists must recognize themselves as political actors. In this section, I respond to three arguments that data scientists commonly invoke when challenged to take political positions regarding their work. In confronting these arguments, I describe why attempting to remain apolitical is itself a political stance—a fundamentally conservative one—and why data science's attempts to promote “social good” dangerously rely on unarticulated and incrementalist political assumptions. I then propose a framework for how data science can evolve toward a deliberative and rigorous politics of social justice. I conceptualize the process of developing a politically engaged data science as a sequence of four stages. Pursuing these new approaches will empower data scientists with new methods for thoughtfully and rigorously contributing to social justice.

Keywords: data science; ethics; politics; social justice; social change; social good; pedagogy

Suggested Citation

Green, Ben, Data Science as Political Action: Grounding Data Science in a Politics of Justice (December 20, 2021). Journal of Social Computing, Available at SSRN: https://ssrn.com/abstract=3658431 or http://dx.doi.org/10.2139/ssrn.3658431

Ben Green (Contact Author)

University of Michigan at Ann Arbor - Society of Fellows ( email )

Ann Arbor, MI
United States

University of Michigan at Ann Arbor - Gerald R. Ford School of Public Policy ( email )

735 South State Street, Weill Hall
Ann Arbor, MI 48109
United States

Harvard University - Berkman Klein Center for Internet & Society ( email )

Harvard Law School
23 Everett, 2nd Floor
Cambridge, MA 02138
United States

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