Why Ethical Tech Can’t Ignore Water, Energy, and Health

by | Jul 16, 2026 | Community Engagement, Responsible AI

Ethical AI isn’t just about fairness in code. We forget that it's also about the water, energy, and climate harm hidden behind the systems we use every day.

The article’s argument—that AI can’t be called beneficial if it worsens climate and health harms—maps closely to our (Executive Insider’s) emphasis on root causes, evidence-based action, and community reinvestment.

What the Article Actually Says

Fiske et al. (2025) argue that AI’s environmental impact isn’t a side issue; it’s a central ethical concern because AI depends on massive water, energy, and raw-material use that can worsen climate change and health harms. They point to data showing rising water use, expanding electricity demand, hazardous e-waste, and supply-chain extraction that burden vulnerable communities, especially in the global majority.

The article also says AI’s climate burden feeds back into health through air pollution, heat stress, water conflict, and structural violence, making the benefits of AI impossible to separate from its environmental cost. The authors recommend reporting, funding conditions, auditing, regulation, cooperation, incentives, and intentionality as concrete accountability measures so AI development doesn’t keep undermining the health outcomes it claims to improve.

Climate Change and Health: The Next Challenge of Ethical AI

AI is often framed as efficient, modern, and smart. But this article makes a sharper case: if AI’s infrastructure deepens climate harm, public-health inequity, and resource conflict, then calling it “ethical” without accounting for those costs is incomplete at best.

For first-generation female professionals (FGPs), that matters because many of us are already asked to look past hidden labor and invisible tradeoffs. This piece gives us a stronger leadership frame: responsible AI isn’t only about bias in outputs. It’s also about whether the technology’s physical footprint is pushing harm onto communities with the least power.

What This Means for You, Right Now

If you work in health, policy, sustainability, operations, education, philanthropy, or tech-adjacent leadership, this article gives you a practical way to ask better questions. When your organization adopts AI, you shouldn’t stop at accuracy or productivity. You should also ask about water use, carbon emissions, sourcing, and who absorbs the environmental burden.

That matters for FGPs because we often carry a systems-level view before our institutions do. We notice the downstream effects, the people left out of the room, and the communities expected to pay for someone else’s innovation. That’s not hesitation. That’s strategic judgment and ethical leadership.

Why This Matters for FGPs (First-Gen Female Professionals)

This source fits Executive Insider’s mission because it ties equity to systems, not just individual effort. The article’s argument—that AI can’t be called beneficial if it worsens climate and health harms—maps closely to EI’s emphasis on root causes, evidence-based action, and community reinvestment.

For FGPs, especially those in mid-career or senior roles, this is also a career-development signal. The leaders who can speak fluently about ethical AI, environmental impact, and social accountability will be the ones shaping policy, vendor selection, and organizational standards. In other words, this is exactly the kind of knowledge that can move you from participating in AI conversations to helping govern them.

Your Next Step

At your next AI-related meeting, ask one question that shifts the frame: what environmental costs come with this tool, and how are we measuring them? That single question can change the conversation from convenience to responsibility.

Sources

Fiske, A., Radhuber, I. M., Willem, T., Buyx, A., Celi, L. A., & McLennan S. (2025). Climate change and health: the next challenge of ethical AI. The Lancet Global Health, 13(7), e1314-e1320. https://www.thelancet.com/journals/langlo/article/PIIS2214-109X(25)00124-X/fulltext

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As co-founder of Executive Insider, Torah Bontrager brings a unique blend of entrepreneurial, nonprofit, and AI expertise to her work, focused on overcoming the challenges faced by first-generation professionals (FGPs). She architects the holistic infusion of artificial intelligence throughout the RISE curriculum's pedagogy. As co-founder of Executive Insider, May Teo is an educator, mentor, and curriculum designer dedicated to advancing the careers of First-Generation Female Professionals. She leads the development of the RISE curriculum, a multi-tiered leadership pathway that equips women to transition from survival mode to visible, impactful leadership.

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