Resources
Books, research, and organizations that inspire Feminist AI’s work, as well as our own crowdsourced resource guides
Algorithms of Oppression
Safiya Umoja Noble
Purchase Algorithms of Oppression
A revealing look at how negative biases against women of color are embedded in search engine results and algorithms
In Algorithms of Oppression, Safiya Umoja Noble challenges the idea that search engines like Google offer an equal playing field for all forms of ideas, identities, and activities. Data discrimination is a real social problem; Noble argues that the combination of private interests in promoting certain sites, along with the monopoly status of a relatively small number of Internet search engines, leads to a biased set of search algorithms that privilege whiteness and discriminate against people of color, specifically women of color.
Through an analysis of textual and media searches as well as extensive research on paid online advertising, Noble exposes a culture of racism and sexism in the way discoverability is created online. As search engines and their related companies grow in importance—operating as a source for email, a major vehicle for primary and secondary school learning, and beyond—understanding and reversing these disquieting trends and discriminatory practices is of utmost importance.
An original, surprising and, at times, disturbing account of bias on the internet, Algorithms of Oppression contributes to our understanding of how racism is created, maintained, and disseminated in the 21st century.
Algorithms of Oppression Book Club Resources Guide
Created by the Feminist.AI community
This crowd-sourced resource guide was created in conjunction with the Algorithms of Oppression book club, which was co-hosted with the Women’s Center for Creative Work, in alliance with The Free Black Women’s Library– LA.
The resource is an emergent document for Book Club members to contribute and share resources, organizations, ideas, and tools to build our community knowledge and support that center around the concepts found in Algorithms of Oppression by Professor Safiya Noble. Our goal is to continue to be responsive in our programming, not only to our communities interests, but to the fight for Black Lives — especially, the fight for Black Trans Queer Women & Folk. This book club lies in the intersections between tech, feminism, anti-racism, and many other ways that our community shows up. As we collaboratively build these resources together, we hope this becomes a tool to reflect those intersections.
Encode LA Resource Guide
Created by the Feminist AI™ community
Download the Encode LA Resources Guide & Collections for Open Community Making
This document was created in conjunction with our Encode kickoff event in February 2020. It is part of Feminist.AI’s 2020-2021 Encode programming, inspired by Algorithms of Oppression. Note: Due to COVID-19, timelines presented in this document are subject to change.
Weapons of Math Destruction
Cathy O’Neil
Purchase Weapons of Math Destruction
A former Wall Street quant sounds an alarm on the mathematical models that pervade modern life — and threaten to rip apart our social fabric
We live in the age of the algorithm. Increasingly, the decisions that affect our lives—where we go to school, whether we get a car loan, how much we pay for health insurance—are being made not by humans, but by mathematical models. In theory, this should lead to greater fairness: Everyone is judged according to the same rules, and bias is eliminated.
But as Cathy O’Neil reveals in this urgent and necessary book, the opposite is true. The models being used today are opaque, unregulated, and uncontestable, even when they’re wrong. Most troubling, they reinforce discrimination: If a poor student can’t get a loan because a lending model deems him too risky (by virtue of his zip code), he’s then cut off from the kind of education that could pull him out of poverty, and a vicious spiral ensues. Models are propping up the lucky and punishing the downtrodden, creating a “toxic cocktail for democracy.” Welcome to the dark side of Big Data.
Tracing the arc of a person’s life, O’Neil exposes the black box models that shape our future, both as individuals and as a society. These “weapons of math destruction” score teachers and students, sort résumés, grant (or deny) loans, evaluate workers, target voters, set parole, and monitor our health.
O’Neil calls on modelers to take more responsibility for their algorithms and on policy makers to regulate their use. But in the end, it’s up to us to become more savvy about the models that govern our lives. This important book empowers us to ask the tough questions, uncover the truth, and demand change.
Published by Crown Random House
Race After Technology
Ruha Benjamin
Purchase Race After Technology
From everyday apps to complex algorithms, Ruha Benjamin cuts through tech-industry hype to understand how emerging technologies can reinforce White supremacy and deepen social inequity.
Benjamin argues that automation, far from being a sinister story of racist programmers scheming on the dark web, has the potential to hide, speed up, and deepen discrimination while appearing neutral and even benevolent when compared to the racism of a previous era. Presenting the concept of the “New Jim Code,” she shows how a range of discriminatory designs encode inequity by explicitly amplifying racial hierarchies; by ignoring but thereby replicating social divisions; or by aiming to fix racial bias but ultimately doing quite the opposite. Moreover, she makes a compelling case for race itself as a kind of technology, designed to stratify and sanctify social injustice in the architecture of everyday life.
This illuminating guide provides conceptual tools for decoding tech promises with sociologically informed skepticism. In doing so, it challenges us to question not only the technologies we are sold but also the ones we ourselves manufacture.
Design Justice
Sasha Costanza-Chock
What is the relationship between design, power, and social justice?
“Design justice” is an approach to design that is led by marginalized communities and that aims expilcitly to challenge, rather than reproduce, structural inequalities. It has emerged from a growing community of designers in various fields who work closely with social movements and community-based organizations around the world.
This book explores the theory and practice of design justice, demonstrates how universalist design principles and practices erase certain groups of people—specifically, those who are intersectionally disadvantaged or multiply burdened under the matrix of domination (white supremacist heteropatriarchy, ableism, capitalism, and settler colonialism)—and invites readers to “build a better world, a world where many worlds fit; linked worlds of collective liberation and ecological sustainability.” Along the way, the book documents a multitude of real-world community-led design practices, each grounded in a particular social movement. Design Justice goes beyond recent calls for design for good, user-centered design, and employment diversity in the technology and design professions; it connects design to larger struggles for collective liberation and ecological survival.
Purchase Afrofuturism: The World of Black Sci-Fi and Fantasy Culture
Comprising elements of the avant-garde, science fiction, cutting-edge hip-hop, black comix, and graphic novels, Afrofuturism spans both underground and mainstream pop culture. With a twofold aim to entertain and enlighten, Afrofuturists strive to break down racial, ethnic, and all social limitations to empower and free individuals to be themselves.
Afrofuturism
Ytasha Womack
Purchase Behind the Screen: Content Moderation in the Shadows of Social Media
An eye-opening look at the invisible workers who protect us from seeing humanity’s worst on today’s commercial internet.
Social media on the internet can be a nightmarish place. A primary shield against hateful language, violent videos, and online cruelty uploaded by users is not an algorithm. It is people. Mostly invisible by design, more than 100,000 commercial content moderators evaluate posts on mainstream social media platforms: enforcing internal policies, training artificial intelligence systems, and actively screening and removing offensive material—sometimes thousands of items per day.
Sarah T. Roberts, an award-winning social media scholar, offers the first extensive ethnographic study of the commercial content moderation industry. Based on interviews with workers from Silicon Valley to the Philippines, at boutique firms and at major social media companies, she contextualizes this hidden industry and examines the emotional toll it takes on its workers. This revealing investigation of the people “behind the screen” offers insights into not only the reality of our commercial internet but the future of globalized labor in the digital age.
Behind the Screen
Sara T. Roberts
Emergent Strategy
adrienne maree brown
Purchase Emergent Strategy: Shaping Change, Changing Worlds
Inspired by Octavia Butler's explorations of our human relationship to change, Emergent Strategy is radical self-help, society-help, and planet-help designed to shape the futures we want to live. Change is constant. The world is in a continual state of flux. It is a stream of ever-mutating, emergent patterns. Rather than steel ourselves against such change, this book invites us to feel, map, assess, and learn from the swirling patterns around us in order to better understand and influence them as they happen. This is a resolutely materialist “spirituality” based equally on science and science fiction, a visionary incantation to transform that which ultimately transforms us.
Artificial Knowing challenges the masculine slant in the Artificial Intelligence (AI) view of the world. Alison Adam admirably fills the large gap in science and technology studies by showing us that gender bias is inscribed in AI-based computer systems. Her treatment of feminist epistemology, focusing on the ideas of the knowing subject, the nature of knowledge, rationality and language, are bound to make a significant and powerful contribution to AI studies.
Drawing from theories by Donna Haraway and Sherry Turkle, and using tools of feminist epistemology, Adam provides a sustained critique of AI which interestingly re-enforces many of the traditional criticisms of the AI project. Artificial Knowing is an esential read for those interested in gender studies, science and technology studies, and philosophical debates in AI.
Artificial Knowing
Alison Adam
Purchase How We Became Posthuman: Virtual Bodies in Cybernetics, Literature, and Informatics
In this age of DNA computers and artificial intelligence, information is becoming disembodied even as the "bodies" that once carried it vanish into virtuality. While some marvel at these changes, envisioning consciousness downloaded into a computer or humans "beamed" Star Trek-style, others view them with horror, seeing monsters brooding in the machines. In How We Became Posthuman, N. Katherine Hayles separates hype from fact, investigating the fate of embodiment in an information age.
Hayles relates three interwoven stories: how information lost its body, that is, how it came to be conceptualized as an entity separate from the material forms that carry it; the cultural and technological construction of the cyborg; and the dismantling of the liberal humanist "subject" in cybernetic discourse, along with the emergence of the "posthuman."
Ranging widely across the history of technology, cultural studies, and literary criticism, Hayles shows what had to be erased, forgotten, and elided to conceive of information as a disembodied entity. Thus she moves from the post-World War II Macy Conferences on cybernetics to the 1952 novel Limbo by cybernetics aficionado Bernard Wolfe; from the concept of self-making to Philip K. Dick’s literary explorations of hallucination and reality; and from artificial life to postmodern novels exploring the implications of seeing humans as cybernetic systems.
Although becoming posthuman can be nightmarish, Hayles shows how it can also be liberating. From the birth of cybernetics to artificial life, How We Became Posthuman provides an indispensable account of how we arrived in our virtual age, and of where we might go from here.
How We Became Posthuman
N. Katherine Hayles
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