Injustice of Fairness

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A01=Apryl A. Williams
A01=Jenny L. Davis
AI & society
AI ethics
AI fairness
algorithmic ethics
algorithmic fairness
algorithmic justice
algorithmic reparation
algorithms
algorithms and society
Author_Apryl A. Williams
Author_Jenny L. Davis
black futures
Category=JBFA
Category=PDR
Category=UBJ
Category=UYQ
critical computing
critical data futures
critical data studies
data and society
decolonial AI
eq_bestseller
eq_computing
eq_isMigrated=1
eq_isMigrated=2
eq_new_release
eq_nobargain
eq_non-fiction
eq_science
eq_society-politics
feminist AI
machine learning
racist algorithms
racist technology
repair
reparation
reparations
reparative justice
technology studies

Product details

  • ISBN 9780520418271
  • Dimensions: 140 x 216mm
  • Publication Date: 02 Jun 2026
  • Publisher: University of California Press
  • Publication City/Country: US
  • Product Form: Hardback
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The Injustice of Fairness shifts the foundation of algorithmic ethics, displacing “fairness” with repair and redress. A substantial and growing field, algorithmic ethics aims to mitigate harms and realize social good. The fairness paradigm dominates this field across AI, machine learning, and other data-driven domains. So far, efforts toward fairness have been unsuccessful, with algorithmic harms that propagate and persist. Jenny L. Davis and Apryl A. Williams explain why algorithmic fairness perpetually fails and present “algorithmic reparation” in its place.
 
The stakes are high because algorithms are everywhere—from law to love, healthcare to housing, education to media, and beyond. More than lines of code or mathematical operations, algorithms carry history, configure the present, and are actively shaping the future. Set against a backdrop of societal instability and technological transformation, The Injustice of Fairness offers a careful critique, original framework, and blueprint for social change with algorithms as entry points and levers.

Jenny L. Davis is Gertrude Conaway Vanderbilt Chair and Professor of Sociology at Vanderbilt University and Honorary Professor of Sociology at the Australian National University. Blending sociology with tech studies, she explores the ways design shapes society and society shapes design. Her previous book, How Artifacts Afford, decodes how politics and power are embedded in everyday technologies.

Apryl A. Williams is Associate Professor of Digital Studies and Communication at the University of Michigan and Faculty Associate at Harvard University's Berkman Klein Center for Internet & Society. Her previous book, Not My Type, offers a powerful critique of how technology replicates and amplifies real-world social inequities in digital culture.

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