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Perspectives/Kate Crawford
KC

Kate Crawford

Research Professor · Author

USC · Microsoft Research

Skeptic / CriticPolicy & Ethics

Author of "Atlas of AI" (2021), a landmark critique of AI's material and political costs. Senior Principal Researcher at Microsoft Research. Studies how AI systems reproduce power asymmetries, environmental harm, and labor exploitation.

#ai-ethics#environmental-cost#bias#political-economy#labor

Core Positions & Ideas

1

AI Systems Have Real-World Infrastructure — They Are Not Immaterial

2016

Early research tracing the material supply chains behind AI: rare earth minerals mined under dangerous conditions, server farms consuming vast energy, data center workers in precarious labor conditions. Challenged the 'cloud' metaphor that obscures AI's physical footprint.

2

AI Cannot Be Made Objective — It Embeds Political and Economic Values

2019

'Halt the Use of Facial-Recognition Technology Until It Is Regulated' (2019) and related work argued that AI systems are not objective mirrors of reality but encode the political and economic interests of their creators. 'Bias' is not a bug to be fixed with more data; it reflects the power structures embedded in the training process.

3

AI Is a Fundamentally Extractive System — of Labor, Data, and Nature

2021

In 'Atlas of AI' (2021), argued that every AI system rests on three forms of extraction: natural resources (minerals for hardware), human labor (annotation workers, content moderators), and personal data (used without meaningful consent). The 'intelligence' in AI is the accumulated, often unpaid work of millions of people.

4

Regulation of AI Must Focus on Use Cases, Not Capabilities

2023

Argues that regulating 'AI' as a category is the wrong approach — we should regulate specific high-risk applications (predictive policing, hiring algorithms, benefits eligibility). Capability-based regulation (focusing on how powerful a model is) serves large labs by making compliance expensive.

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