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MORE THAN A GLITCH

CONFRONTING RACE, GENDER, AND ABILITY BIAS IN TECH

An informed analysis of one of the insidious elements of technology.

A sharp rebuke of technochauvinism.

Broussard brings her perspective as a multiracial woman, data journalist, and computer scientist to an eye-opening critique of racism, sexism, and ableism in technology. She decries technochauvinism, which she defines as “a kind of bias that considers computational solutions to be superior to all other solutions.” Examining the use of AI programs in areas such as facial recognition, learning assessment, and medical diagnosis, Broussard argues persuasively that algorithmic systems “often act in racist ways because they are built using training data that reflects racist actions or policies.” Moreover, these systems have been developed by “able-bodied, white, cis-gender, American men” who test programs on a similar pool. Racial bias is blatant when facial recognition programs are instituted in policing, leading to harassment and false arrests. “Facial recognition is known to work better on people with light skin than dark skin,” she writes, “better on men than on women, and it routinely misgenders trans, nonbinary, or gender nonconforming people.” Broussard explains clearly how data sets limit the efficacy of AI in predictive policing—“a strategy that uses statistics to predict future crimes”—as well as in medical diagnostics: “The skin cancer AIs are likely to work only on light skin because that’s what is in the training data.” The author draws on her own experience with breast cancer to point out the inadequacy of an AI assessment that missed her disease. Fortunately, her experienced doctor did not even consult the AI results. Broussard highlights the work of the Algorithmic Justice League, the Surveillance Technology Oversight Project, and other groups involved in algorithmic auditing. “If we are building AI systems that intervene in people’s lives,” she warns, “we need to maintain and inspect and replace the systems the same way we maintain and inspect and replace bridges and roads.”

An informed analysis of one of the insidious elements of technology.

Pub Date: March 14, 2023

ISBN: 9780262047654

Page Count: 240

Publisher: MIT Press

Review Posted Online: Jan. 5, 2023

Kirkus Reviews Issue: Feb. 1, 2023

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ONE DAY, EVERYONE WILL HAVE ALWAYS BEEN AGAINST THIS

A philosophically rich critique of state violence and mass apathy.

An Egyptian Canadian journalist writes searchingly of this time of war.

“Rules, conventions, morals, reality itself: all exist so long as their existence is convenient to the preservation of power.” So writes El Akkad, who goes on to state that one of the demands of modern power is that those subject to it must imagine that some group of people somewhere are not fully human. El Akkad’s pointed example is Gaza, the current destruction of which, he writes, is causing millions of people around the world to examine the supposedly rules-governed, democratic West and declare, “I want nothing to do with this.” El Akkad, author of the novel American War (2017), discerns hypocrisy and racism in the West’s defense of Ukraine and what he views as indifference toward the Palestinian people. No stranger to war zones himself—El Akkad was a correspondent in Afghanistan and Iraq—he writes with grim matter-of-factness about murdered children, famine, and the deliberate targeting of civilians. With no love for Zionism lost, he offers an equally harsh critique of Hamas, yet another one of the “entities obsessed with violence as an ethos, brutal in their treatment of minority groups who in their view should not exist, and self-­decreed to be the true protectors of an entire religion.” Taking a global view, El Akkad, who lives in the U.S., finds almost every government and society wanting, and not least those, he says, that turn away and pretend not to know, behavior that we’ve seen before and that, in the spirit of his title, will one day be explained away until, in the end, it comes down to “a quiet unheard reckoning in the winter of life between the one who said nothing, did nothing, and their own soul.”

A philosophically rich critique of state violence and mass apathy.

Pub Date: Feb. 25, 2025

ISBN: 9780593804148

Page Count: 224

Publisher: Knopf

Review Posted Online: Dec. 14, 2024

Kirkus Reviews Issue: Jan. 15, 2025

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BEYOND THE GENDER BINARY

From the Pocket Change Collective series

A fierce, penetrating, and empowering call for change.

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Artist and activist Vaid-Menon demonstrates how the normativity of the gender binary represses creativity and inflicts physical and emotional violence.

The author, whose parents emigrated from India, writes about how enforcement of the gender binary begins before birth and affects people in all stages of life, with people of color being especially vulnerable due to Western conceptions of gender as binary. Gender assignments create a narrative for how a person should behave, what they are allowed to like or wear, and how they express themself. Punishment of nonconformity leads to an inseparable link between gender and shame. Vaid-Menon challenges familiar arguments against gender nonconformity, breaking them down into four categories—dismissal, inconvenience, biology, and the slippery slope (fear of the consequences of acceptance). Headers in bold font create an accessible navigation experience from one analysis to the next. The prose maintains a conversational tone that feels as intimate and vulnerable as talking with a best friend. At the same time, the author's turns of phrase in moments of deep insight ring with precision and poetry. In one reflection, they write, “the most lethal part of the human body is not the fist; it is the eye. What people see and how people see it has everything to do with power.” While this short essay speaks honestly of pain and injustice, it concludes with encouragement and an invitation into a future that celebrates transformation.

A fierce, penetrating, and empowering call for change. (writing prompt) (Nonfiction. 14-adult)

Pub Date: June 2, 2020

ISBN: 978-0-593-09465-5

Page Count: 64

Publisher: Penguin Workshop

Review Posted Online: March 14, 2020

Kirkus Reviews Issue: April 1, 2020

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