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Technology and Climate Change: Can the Solution Also Become Part of the Problem?

Technology can help solve climate challenges, but how do we know whether the benefits it creates outweigh the environmental footprint required to deliver them?

Nithin Kumar Reddy · 07 Oct 2026 · 5 min read

Aerial view of rows of solar panels on green grass

Introduction

Technology is increasingly being presented as an enabler of climate action. Artificial intelligence can analyse climate data, satellites can monitor methane emissions, sensors can track energy consumption, and digital platforms can help organizations calculate and manage emissions. New technologies are also supporting renewable energy, electric mobility, energy storage and climate-risk assessment.

But technology does not operate without an environmental footprint. Data centres require electricity and cooling. Electronic equipment requires minerals, energy and manufacturing capacity. Batteries and renewable-energy technologies depend on material-intensive supply chains. Digital infrastructure also creates waste at the end of its useful life.

This creates an important question: Technology can help solve climate challenges—but how do we know whether the benefits it creates outweigh the environmental footprint required to deliver them?

Situation: Technology Is Becoming Central to Climate Action

Organizations across sectors are increasingly using technology to understand and respond to climate change. Manufacturers use sensors and automation to improve energy efficiency. Oil and gas companies use satellite and monitoring technologies to identify methane emissions. Real estate companies use climate-risk platforms to assess exposure to flooding and extreme heat. Financial institutions use digital systems to collect emissions data from borrowers and investment portfolios.

Technology can therefore improve the ability to: Measure → Monitor → Analyse → Predict → Act

The benefits can be significant. Better data can identify inefficiencies, improve operational decisions and enable organizations to respond to climate risks earlier.

Technology is also becoming important for technologies that support the transition itself. Renewable-energy systems, battery storage, electric vehicles and smart grids all depend on increasingly sophisticated digital and physical technologies.

The question is therefore no longer whether technology has a role in climate action. It is how that role should be evaluated.

Complication: The Solution Has Its Own Environmental Footprint

The rapid expansion of technology creates a second sustainability challenge. Artificial intelligence is a good example. AI can support climate modelling, energy optimization and emissions analysis, but the computing infrastructure required to operate AI systems consumes electricity and requires water for cooling.

The International Energy Agency estimates that global electricity consumption from data centres could more than double by 2030, reaching around 945 TWh, with AI an important driver of this growth. The same tension exists beyond AI. An electric vehicle can reduce tailpipe emissions, but its production requires minerals, energy and battery manufacturing. A digital monitoring system may improve resource efficiency, but its sensors and infrastructure also require materials and electricity.

This does not mean that these technologies should be considered environmentally harmful. Their overall value depends on what they replace, what they enable and what resources they require throughout their lifecycle. There is also a risk of assuming that greater efficiency automatically means lower environmental impact.

If technology makes an activity cheaper or more efficient, demand for that activity may increase. This potential rebound effect means that efficiency gains at the individual-activity level do not always translate directly into lower absolute resource consumption. Technology therefore needs to be assessed beyond its immediate use.

Solution: Evaluate Technology Through Footprint and Benefit

A more balanced approach is to examine technology through two dimensions.

Technology Footprint: Energy + Water + Materials + Manufacturing + Infrastructure + Waste

What resources are required to develop, operate and eventually dispose of the technology?

Technology-Enabled Benefit: Emission reduction + Energy efficiency + Resource efficiency + Climate resilience + Better decision-making

What measurable environmental or climate benefit does the technology create? This can help organizations avoid two extremes: assuming that technology is automatically sustainable or rejecting technology simply because it has an environmental footprint.

For example, a manufacturing company may deploy sensors that consume additional resources but enable substantial reductions in energy consumption across its operations. A real estate company may use a climate-risk platform that requires computing resources but helps identify vulnerable buildings and prioritize adaptation investment.

The relevant question is therefore not simply: “Does this technology have an environmental footprint?”

Almost every technology does. The more useful question is: “What is the environmental footprint of the technology, what benefit does it enable, and can that benefit be demonstrated?”

Example: Microsoft illustrates this tension from the technology-provider perspective. The company has committed to becoming carbon negative, water positive and zero waste by 2030, while simultaneously expanding its cloud and AI infrastructure. Its sustainability reporting recognises that this expansion creates environmental pressures, including increased electricity and water requirements. Microsoft has therefore been working on areas such as renewable energy procurement, more efficient data-centre designs and approaches to reducing water consumption.

The example highlights an important principle for both technology companies and technology users: Technology cannot be assessed only by the benefits it promises. Its own environmental footprint also needs to be understood and managed.

For organizations adopting technology, this could mean including environmental considerations in technology procurement and investment decisions.

For technology developers, it could mean designing products and infrastructure with energy efficiency, water use, materials, durability and end-of-life impacts in mind.

For sustainability professionals and investors, it could mean asking whether the claimed climate benefit is measurable and whether the underlying assumptions are credible.

From Technology Adoption to Responsible Innovation

A practical assessment can therefore connect: Climate problem → Technology → Resources required → Environmental footprint → Climate benefit → Measurable outcome

This approach also changes how organizations think about innovation. The objective should not be to find a technology with zero environmental impact. That may not always be realistic. The objective should be to identify technologies that can deliver meaningful climate and environmental outcomes while actively managing their own footprint.

This becomes increasingly important as organizations invest in AI, digital infrastructure, climate analytics, automation and other emerging technologies.

Technology may be one of the most powerful tools available for the climate transition. But its contribution should be assessed through evidence rather than assumption.

Edify Advisory: Understanding the Sustainability Impact of Technology

Technology is becoming increasingly important to climate strategy, but evaluating technology requires more than understanding what it can do. At Edify Advisory, we help organizations look past the adoption question and assess technology choices through a sustainability and risk lens, what a given technology costs in resources and emissions, and what value it actually creates against those trade-offs.

Edify Advisory helps organizations build that capability directly. It enables participants to explore the intersection of technology, climate change, emissions, resource use and sustainability, examining both the environmental footprint of technology and the benefits it can create. Through practical case studies, participants assess emerging technologies, identify environmental trade-offs and develop approaches for measuring technology-enabled climate outcomes.

The objective is to help stakeholders move from technology adoption to responsible innovation.

Because the question is no longer simply: “Can technology help us address climate change?”

It is: “Can we design, deploy and measure technology in a way that creates greater climate value while responsibly managing the environmental footprint it creates?”

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Originally published on LinkedIn