The philosophical basis of algorithmic recourse

Suresh Venkatasubramanian, Mark Alfano

Research output: Chapter in Book/Conference proceedings/Edited volumeConference contributionScientificpeer-review

Abstract

Philosophers have established that certain ethically important values are modally robust in the sense that they systematically deliver correlative benefits across a range of counterfactual scenarios. In this paper, we contend that recourse - the systematic process of reversing unfavorable decisions by algorithms and bureaucracies across a range of counterfactual scenarios - is such a modally robust good. In particular, we argue that two essential components of a good life - temporally extended agency and trust - are underwritten by recourse. We critique existing approaches to the conceptualization, operationalization and implementation of recourse. Based on these criticisms, we suggest a revised approach to recourse and give examples of how it might be implemented - especially for those who are least well off.

Original languageEnglish
Title of host publicationFAT* 2020 - Proceedings of the 2020 Conference on Fairness, Accountability, and Transparency
EditorsMireille Hildebrandt, Carlos Castillo
PublisherAssociation for Computing Machinery (ACM)
Pages284-293
Number of pages10
ISBN (Electronic)978-145036936-7
DOIs
Publication statusPublished - 2020
Event3rd ACM Conference on Fairness, Accountability, and Transparency, FAT* 2020 - Barcelona, Spain
Duration: 27 Jan 202030 Jan 2020

Conference

Conference3rd ACM Conference on Fairness, Accountability, and Transparency, FAT* 2020
CountrySpain
CityBarcelona
Period27/01/2030/01/20

Keywords

  • Algorithmic decision making
  • Precarity
  • Recourse
  • Robust goods

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