Seeing without knowing: Limitations of the transparency ideal and its application to algorithmic accountability

@article{Ananny2018SeeingWK,
  title={Seeing without knowing: Limitations of the transparency ideal and its application to algorithmic accountability},
  author={Mike Ananny and K. Crawford},
  journal={New Media & Society},
  year={2018},
  volume={20},
  pages={973 - 989}
}
  • Mike Ananny, K. Crawford
  • Published 2018
  • Computer Science
  • New Media & Society
  • Models for understanding and holding systems accountable have long rested upon ideals and logics of transparency. Being able to see a system is sometimes equated with being able to know how it works and govern it—a pattern that recurs in recent work about transparency and computational systems. But can “black boxes’ ever be opened, and if so, would that ever be sufficient? In this article, we critically interrogate the ideal of transparency, trace some of its roots in scientific and… CONTINUE READING
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    References

    SHOWING 1-10 OF 96 REFERENCES
    Peering into Transparency: Challenging Ideals, Proxies, and Organizational Practices
    • 98
    Transparency: Mediation and the Management of Visibilities
    • 40
    • Highly Influential
    The uncertain relationship between transparency and accountability
    • 426
    • Highly Influential
    Toward an Ethics of Algorithms
    • 118
    • PDF
    When open data is a Trojan Horse: The weaponization of transparency in science and governance
    • 33
    What Is Transparency?
    • 204
    Introduction to ‘Secrecy and Transparency’
    • 152
    Managing Opacity: Information Visibility and the Paradox of Transparency in the Digital Age
    • 35
    Secrecy and Transparency
    • 15