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AI FairnessBy: Derek Leben A theory of justice for AI models making decisions about employment, lending, education, criminal justice, and other important social goods. Decisions about important social goods like education, employment, housing, loans, health care, and criminal justice are all becoming increasingly automated with the help of artificial intelligence. But because AI models are trained on data with historical inequalities, they often produce unequal
By: Derek LebenA theory of justice for AI models making decisions about employment, lending, education, criminal justice, and other important social goods.
Decisions about important social goods like education, employment, housing, loans, health care, and criminal justice are all becoming increasingly automated with the help of artificial intelligence. But because AI models are trained on data with historical inequalities, they often produce unequal outcomes for members of disadvantaged groups. In AI Fairness, Derek Leben draws on traditional philosophical theories of fairness to develop a framework for evaluating AI models, which can be called a theory of algorithmic justice—a theory inspired by the theory of justice developed by the American philosopher John Rawls.
For several years now, researchers who design artificial intelligence models have investigated the causes of inequalities in AI decisions and proposed techniques for mitigating them. It turns out that in most realistic conditions it is impossible to comply with all metrics simultaneously. Because of this, companies using AI systems will have to choose which metric they think is the correct measure of fairness, and regulators will need to determine how to apply currently existing laws to AI systems. Leben provides a detailed set of practical recommendations for companies looking to evaluate their artificial intelligence systems and regulators thinking about laws around AI systems, and he offers an honest analysis of the costs of implementing fairness in AI systems—as well as when these costs may or may not be acceptable.
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★★★★★ 5
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Format: Perfect Paperback
Much needed in our world today.
Read and reflect and apply to your own relationships.
Warm and courageous counsel.
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Reviewed in the United States on May 3, 2026
★★★★★ 5
Great advice!
Format: Perfect Paperback
This has been very helpful for navigating tough arguments especially with loved ones. Helps take the focus off yourself and see the opposite point of view.
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Reviewed in the United States on February 22, 2026
★★★★★ 5
Succinct and Spot on
Format: Perfect Paperback
This is a fantastic little book and much needed. A youth discussion group met and we used this book as the basis for the topic of disagreeing to the glory of God. I heard multiple ways students had applied it in their contexts at home and school. Gavin should be glad to know it has made a difference.
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Reviewed in the United States on November 7, 2025
★★★★★ 4
The Art of Disagreeing
Format: Perfect Paperback
I'm currently reading this book. So far it's been informative and supportive.
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Reviewed in the United States on April 10, 2025
★★★★★ 5
Great read
Format: Paperback
Good book
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Reviewed in the United States on June 1, 2026