Turning Profit Into Sustainability: Evidence on Artificial Intelligence, Education, and Ecological Footprint

ABSTRACT This paper examines how profit relates to ecological footprint intensity and how the link is shaped by artificial intelligence capability and education quality. We analyze 53,081 firm year observations from 15 innovation‐leading economies during 2003–2022 using system GMM. The findings reveal that (i) profitability is associated with lower footprint intensity (ii) artificial intelligence capability is associated with higher footprint intensity and weakens the footprint‐reducing effect of profitability, while education quality is associated with lower intensity and strengthens that channel, (iii) the joint effect of profitability, AI capability, and education quality increases footprint intensity. The findings speak to responsible production and climate action agendas. The study findings indicate that the interactions between profitability, artificial intelligence capability, and education quality have a multi‐layered structure in terms of environmental sustainability. In line with sustainable development goals, recommendations focus on subjecting artificial intelligence investments to mandatory environmental impact assessments, and aligning education systems with sustainable production and environmental responsibility awareness.

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Publication Details

Journal
Sustainable Development
Published
2025-11-25
DOI
https://doi.org/10.1002/sd.70476
Citations
1
Primary Topic
Energy, Environment, Economic Growth
Type
article
Field-Weighted Citation Impact
3.13
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article

Turning Profit Into Sustainability: Evidence on Artificial Intelligence, Education, and Ecological Footprint

Beyza Gürel, Mustafa Reha Okur, Nehir Balcı
1 citations
Sustainable Development
Energy, Environment, Economic Growth
3.13
article

Turning Profit Into Sustainability: Evidence on Artificial Intelligence, Education, and Ecological Footprint

Beyza Gürel, Mustafa Reha Okur, Nehir Balcı
article en
1 citations

Abstract

ABSTRACT This paper examines how profit relates to ecological footprint intensity and how the link is shaped by artificial intelligence capability and education quality. We analyze 53,081 firm year observations from 15 innovation‐leading economies during 2003–2022 using system GMM. The findings reveal that (i) profitability is associated with lower footprint intensity (ii) artificial intelligence capability is associated with higher footprint intensity and weakens the footprint‐reducing effect of profitability, while education quality is associated with lower intensity and strengthens that channel, (iii) the joint effect of profitability, AI capability, and education quality increases footprint intensity. The findings speak to responsible production and climate action agendas. The study findings indicate that the interactions between profitability, artificial intelligence capability, and education quality have a multi‐layered structure in terms of environmental sustainability. In line with sustainable development goals, recommendations focus on subjecting artificial intelligence investments to mandatory environmental impact assessments, and aligning education systems with sustainable production and environmental responsibility awareness.

Sustainable Development
İzmir University of Economics (TR), Dokuz Eylül University (TR)
Openalex Percentile: Top 6%
Energy, Environment, Economic Growth
3.13
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