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Sustainable AI and Intergenerational Justice

Author

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  • Aurélie Halsband

    (German Reference Centre for Ethics in the Life Sciences (DRZE), University of Bonn, 53113 Bonn, Germany)

Abstract

Recently, attention has been drawn to the sustainability of artificial intelligence (AI) in terms of environmental costs. However, sustainability is not tantamount to the reduction of environmental costs. By shifting the focus to intergenerational justice as one of the constitutive normative pillars of sustainability, the paper identifies a reductionist view on the sustainability of AI and constructively contributes a conceptual extension. It further develops a framework that establishes normative issues of intergenerational justice raised by the uses of AI. The framework reveals how using AI for decision support to policies with long-term impacts can negatively affect future persons. In particular, the analysis demonstrates that uses of AI for decision support to policies of environmental protection or climate mitigation include assumptions about social discounting and future persons’ preferences. These assumptions are highly controversial and have a significant influence on the weight assigned to the potentially detrimental impacts of a policy on future persons. Furthermore, these underlying assumptions are seldom transparent within AI. Subsequently, the analysis provides a list of assessment questions that constitutes a guideline for the revision of AI techniques in this regard. In so doing, insights about how AI can be made more sustainable become apparent.

Suggested Citation

  • Aurélie Halsband, 2022. "Sustainable AI and Intergenerational Justice," Sustainability, MDPI, vol. 14(7), pages 1-11, March.
    • Handle: RePEc:gam:jsusta:v:14:y:2022:i:7:p:3922-:d:780141
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    1. Aneeque A. Mir & Mohammed Alghassab & Kafait Ullah & Zafar A. Khan & Yuehong Lu & Muhammad Imran, 2020. "A Review of Electricity Demand Forecasting in Low and Middle Income Countries: The Demand Determinants and Horizons," Sustainability, MDPI, vol. 12(15), pages 1-35, July.
    2. Otto Spijkers, 2018. "Intergenerational Equity and the Sustainable Development Goals," Sustainability, MDPI, vol. 10(11), pages 1-12, October.
    3. World Commission on Environment and Development,, 1987. "Our Common Future," OUP Catalogue, Oxford University Press, number 9780192820808.
    4. Klockmann, Victor & von Schenk, Alicia & Villeval, Marie Claire, 2022. "Artificial intelligence, ethics, and intergenerational responsibility," Journal of Economic Behavior & Organization, Elsevier, vol. 203(C), pages 284-317.
    5. Galaz, Victor & Centeno, Miguel A. & Callahan, Peter W. & Causevic, Amar & Patterson, Thayer & Brass, Irina & Baum, Seth & Farber, Darryl & Fischer, Joern & Garcia, David & McPhearson, Timon & Jimenez, 2021. "Artificial intelligence, systemic risks, and sustainability," Technology in Society, Elsevier, vol. 67(C).
    6. Tan Yigitcanlar & Rashid Mehmood & Juan M. Corchado, 2021. "Green Artificial Intelligence: Towards an Efficient, Sustainable and Equitable Technology for Smart Cities and Futures," Sustainability, MDPI, vol. 13(16), pages 1-14, August.
    7. Konrad Ott, 2014. "Institutionalizing Strong Sustainability: A Rawlsian Perspective," Sustainability, MDPI, vol. 6(2), pages 1-19, February.
    8. Rita Vasconcellos Oliveira, 2018. "Back to the Future: The Potential of Intergenerational Justice for the Achievement of the Sustainable Development Goals," Sustainability, MDPI, vol. 10(2), pages 1-16, February.
    9. Kenneth Gillingham & James H. Stock, 2018. "The Cost of Reducing Greenhouse Gas Emissions," Journal of Economic Perspectives, American Economic Association, vol. 32(4), pages 53-72, Fall.
    10. Klara Helene Stumpf & Stefan Baumgärtner & Christian U. Becker & Stefanie Sievers-Glotzbach, 2015. "The Justice Dimension of Sustainability: A Systematic and General Conceptual Framework," Sustainability, MDPI, vol. 7(6), pages 1-35, June.
    11. Ricardo Vinuesa & Hossein Azizpour & Iolanda Leite & Madeline Balaam & Virginia Dignum & Sami Domisch & Anna Felländer & Simone Daniela Langhans & Max Tegmark & Francesco Fuso Nerini, 2020. "The role of artificial intelligence in achieving the Sustainable Development Goals," Nature Communications, Nature, vol. 11(1), pages 1-10, December.
    12. John Weyant, 2017. "Some Contributions of Integrated Assessment Models of Global Climate Change," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 11(1), pages 115-137.
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    Cited by:

    1. Aimee van Wynsberghe & Tijs Vandemeulebroucke & Larissa Bolte & Jamila Nachid, 2022. "Special Issue “Towards the Sustainability of AI; Multi-Disciplinary Approaches to Investigate the Hidden Costs of AI”," Sustainability, MDPI, vol. 14(24), pages 1-4, December.
    2. Alejandro Canedo-García & Jesús-Nicasio García-Sánchez, 2022. "Exploring the Instrumental and Emotional Supports for Sustainability and Social Participation," Sustainability, MDPI, vol. 14(16), pages 1-16, August.

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