Category: Frameworks
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Gender Shades
Author: Joy Buolamwini, Timnit Gebru; Publisher: MIT Media Lab; Publication Year: 2018. The following video discusses the Gender Shades project which evaluates the bias of 3 commercial artificial intelligence (AI) gender classification products (Microsoft, Face++,…
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The Ethics of People Analytics and AI in the Workplace: Four Dimensions of Trust
Author: Josh Bersin; Publisher: The Medium; Publication Year: 2019. The following article first establishes several ethical issues that can result from using artificial intelligence (AI) in hiring, managing employees, or making other decisions base on…
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Can You Hear the Will of the People in the Vote? Assessing Fairness in Redistricting via Monte Carlo Sampling
Author: Jonathan Mattingly; Publisher: Society for Industrial and Applied Mathematics; Publication Year: 2021. The following video is the author presenting his research on how local, state, and national elections depend on the underlying maps that…
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Ethical Hurdles to Combating Racially Biased Police Algorithms
Author: Jonathan Hofer; Publisher: Medium; Publication Year: 2020. The following article focuses on Cincinnati but is applicable nationwide. Their biased policing data is feeding into creating a biased predictive model. A case of “garbage in,…
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Inherent Trade-Offs in the Fair Determination of Risk Scores
Author: Jon Kleinberg, Sendhil Mullainathan, Manish Raghavan; Publisher: N/A; Publication Year: 2016. The following publication discusses issues around risk scoring with credit scores and attempts to define “fairness” in this context. The main idea of…
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How to Implement an Actionable Data Ethics Framework
Author: John Story; Publisher: TechCrunch+; Publication Year: 2021. The following resource provides ideas on how to incorporate proper data ethics policies into everyday businesses. A key idea in this framework is what the author calls…
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More Than One in Three Firms Burned by AI Bias
Ageism, AI Bias, Artificial Intelligence, Facial Recognition Systems, Fairness, Gender Bias, Government Regulation, Racial BiasAuthor: John P. Mello Jr.; Publisher: Tech News World; Publication Year: 2022. The following article discusses how bias in artificial intelligence (AI) systems can result in significant losses for companies, according to a new survey…
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Doing The Right Thing With Data: Start Exploring Data Ethics Now
Author: Jochem Dogger; Publisher: Capgemini; Publication Year: 2020. The following article makes a point that often unethical use of data results from a lack of digital literacy or little awareness of the implications of digital…