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1
Introduction
2
Presentation
3
Arbitrariness
4
Moral Features
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Arbitrary Decisions at Scale
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Who is Likely to Be Excluded
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Technical Solutions
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Standardization
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What is arbitrary
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Linear models
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How much randomness
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Legal risks
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Computational and technical barriers
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Audience Question
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Outro
Description:
Explore a thought-provoking seminar on the ethical implications of algorithmic decision-making systems. Delve into the concept of arbitrariness in various contexts, from employment to criminal sentencing, and examine how the widespread use of algorithms amplifies moral and legal concerns. Investigate the relationship between arbitrariness, domination, and limited autonomy, drawing parallels to discrimination. Discover technically informed solutions proposed to mitigate the moral harm caused by large-scale algorithmic decision-making. Gain insights into standardization, linear models, randomness, legal risks, and computational barriers associated with these systems. Engage with audience questions and broaden your understanding of this critical topic at the intersection of technology, ethics, and law.

Kathleen Creel- Arbitrariness, Fairness, and Opportunity in Algorithmic Decision-Making Systems

Stanford University
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