Where Does AI Leave a Footprint? Children's Reasoning About AI's Environmental Costs
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Abstract (arXiv)
Two of the most socially consequential issues facing today's children are the rise of artificial intelligence (AI) and the rapid changes to the earth's climate. Both issues are complex and contested, and they are linked through the notable environmental costs of AI use. Using a systems thinking framework, we developed an interactive system called Ecoprompt to help children reason about the environmental impact of AI. EcoPrompt combines a prompt-level environmental footprint calculator with a simulation game that challenges players to reason about the impact of AI use on natural resources that the player manages. We evaluated the system through two participatory design sessions with 16 children ages 6-12. Our findings surfaced children's perspectives on societal and environmental tradeoffs of AI use, as well as their sense of agency and responsibility. Taken together, these findings suggest opportunities for broadening AI literacy to include systems-level reasoning about AI's environmental impact.
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References · 10
- 2021Carbon Emissions and Large Neural Network Trainingcited by 561
- 2024The rising costs of training frontier AI modelscited by 91
- 2025How Hungry is AI? Benchmarking Energy, Water, and Carbon Footprint of LLM Inferencecited by 73
- 2021Unraveling the Hidden Environmental Impacts of AI Solutions for Environmentcited by 32
- 2023Constructing Dreams using Generative AIcited by 8
- 2024Data Feminism for AIcited by 6
- 2025Children's Mental Models of AI Reasoning: Implications for AI Literacy Educationcited by 5
- 2024Representation Bias of Adolescents in AI: A Bilingual, Bicultural Studycited by 4
- 2025"AI just keeps guessing": Using ARC Puzzles to Help Children Identify Reasoning Errors in Generative AIcited by 2
- 2025"If anybody finds out you are in BIG TROUBLE": Understanding Children's Hopes, Fears, and Evaluations of Generative AIcited by 2
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