Epistemic Harms
The development and operation of AI systems causing environmental harm, such as through energy consumption of data centers, or material and carbon footprints associated with AI hardware.
"Algorithmic recommender systems reinforce and amplify anthropocentric bias or desire of some people for animal cruelty as entertainment — leading to greater harm to animals through reinforcement of meat eating from factory farms, cruel uses of animals for entertainment, etc"
Supporting Evidence (2)
"Indirect harms may occur when AI promotes or reinforces attitudes that animals have no moral significance. Although this may immediately harm animals too and be hard to predict, consolidation of anthropocentricism may harm future animals, perhaps on a grand scale. We call these harms epistemic harms, since they affect how we understand and regard animals."(p. 20)
"It is already well-known that AI can cause representational harms to humans (Buddemeyer et al., 2021). Representational harms involve conveying factually or morally false views that embody or engender insufficient ethical respect. ‘Representation bias’ occurs, for example, in ML using a training sample that ‘underrepresents some part of the [target] population, and subsequently fails to generalize well for a subset of the use population’ (Suresh & Guttag, 2021, p. 4)."(p. 21)
Part of Unintentional: indirect
Other risks from Coghlan & Parker (2023) (11)
Intentional: socially condemned/illegal
6.6 Environmental harmIntentional: socially condemned/illegal > AI intentionally designed and used to harm animals in ways that contradict social values or are illegal
6.6 Environmental harmIntentional: socially condemned/illegal > AI designed to benefit animals, humans, or ecosystems is intentionally abused to harm animals in ways that contradict social values or are illegal
6.6 Environmental harmIntentional: socially accepted/legal
6.6 Environmental harmUnintentional: direct
6.6 Environmental harmUnintentional: direct > AI is designed in a way that shows ignorant, reckless, or prejudiced lack of consideration for its impact on animals
6.6 Environmental harm