The Unbearable Lightness of Prompting: A Critical Reflection on the Environmental Impact of genAI use in Design Education
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Abstract (arXiv)
Design educators are finding ways to support students in skillfully using GenAI tools in their practices while encouraging the critical scrutiny of the ethical and social issues around these technologies. However, the issue of environmental sustainability remains unaddressed. There is a lack of both resources to grasp the environmental costs of genAI in education and a lack of shared practices for engaging with the issue. This paper critically reflects on the energy costs of using genAI in design education, using a workshop held in 2023 with 49 students as a motivating example. Through this reflection, we develop a set of five alternative stances, with related actions, that support the conscious use of genAI in design education. The work contributes to the field of design and HCI by bringing together ways for educators to reflect on their practices, informing the future development of educational programs around genAI.
Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 15 of its 87 references that are in the map. First posted on arXiv 27 Jan 2025.
Builds on
15 of 87 references.
References · 15
- 2021Sustainable AI: Environmental Implications, Challenges and Opportunitiescited by 242
- 2023Power Hungry Processing: Watts Driving the Cost of AI Deployment?cited by 191
- 2023Generative AIcited by 120
- 2022Measuring the Carbon Intensity of AI in Cloud Instancescited by 111
- 2023Making AI Less "Thirsty": Uncovering and Addressing the Secret Water Footprint of AI Modelscited by 44
- 2022Edge Impulse: An MLOps Platform for Tiny Machine Learningcited by 24
- 2021Meaningful human control: actionable properties for AI system developmentcited by 18
- 2022A Survey on AI Sustainability: Emerging Trends on Learning Algorithms and Research Challengescited by 7
- 2024Unpacking Human-AI interactions: From interaction primitives to a design spacecited by 7
- 2023Learning to Prompt in the Classroom to Understand AI Limits: A pilot studycited by 6
- 2024(Un)making AI Magic: a Design Taxonomycited by 5
- 2021Blockchain and Beyond: Understanding Blockchains through Prototypes and Public Engagementcited by 3
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