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Rethinking Algorithmic Bias Through Phenomenology And Pragmatism, Johnathan C. Flowers May 2019

Rethinking Algorithmic Bias Through Phenomenology And Pragmatism, Johnathan C. Flowers

Computer Ethics - Philosophical Enquiry (CEPE) Proceedings

In 2017, Amazon discontinued an attempt at developing a hiring algorithm which would enable the company to streamline its hiring processes due to apparent gender discrimination. Specifically, the algorithm, trained on over a decade’s worth of resumes submitted to Amazon, learned to penalize applications that contained references to women, that indicated graduation from all women’s colleges, or otherwise indicated that an applicant was not male. Amazon’s algorithm took up the history of Amazon’s applicant pool and integrated it into its present “problematic situation,” for the purposes of future action. Consequently, Amazon declared the project a failure: even after attempting to …


Algo-Ritmo: More-Than-Human Performative Acts And The Racializing Assemblages Of Algorithmic Architectures, Ezekiel J. Dixon-Román Dec 2015

Algo-Ritmo: More-Than-Human Performative Acts And The Racializing Assemblages Of Algorithmic Architectures, Ezekiel J. Dixon-Román

Ezekiel J Dixon-Román

What happens when more-than-human digital acts tell us something about ourselves? This article examines the ways in which the algorithms of data analytics function in relation to other ontologies and assemblages and how they are shaping and forming our lives. Beginning by critically questioning the ontology of data, data are argued to be an assemblage that is materially and discursively produced from a multiplicity of apparatuses including sociopolitical relations of power and “difference.” The concept of algo-ritmo—that is, the repetition of data with alterity—is introduced as a way of understanding how the performative acts of the “soft(ware) thinking” of algorithms …