Indpendent Greenhouse gas
Emissions Tracking
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Examples and Case Studies

If you’re using Climate TRACE data for an emissions reduction project, policy, or research paper, we’d love to know more! We occasionally feature highly impactful projects on our website and in our newsletter. Please contact us.

Example Use Cases

What are other governments, companies, and institutions using Climate TRACE data for? A lot! We are currently tracking 31 known use cases and learning more all the time. Below are three examples of the most common, high-impact use cases happening right now.

Supply Chain Decarbonization

Applicable Subsectors
Cement
Iron and steel
Aluminum
Petrochemicals
Rice cultivation
Synthetic fertilizer application
Domestic shipping
International shipping

Companies that buy large amounts of raw materials from highly-emitting sectors have begun using Climate TRACE data to verify self-reported emissions from suppliers and to identify cases in which lower-emitting options are available.

Example user

Data-Driven Policymaking At All Levels

Applicable Subsectors
All

Policymakers in all levels of government, but particularly sub-national governments, often lack detailed, up-to-date emissions data from their own territory. Several have begun using Climate TRACE data to develop ambitious, data-driven decarbonization plans that start with a clear understanding of the largest sources and sinks of emissions in their own area.

Example user

Bringing Transparency To Financed Emissions

Applicable Subsectors
All

Financial organizations such as development banks and investors are using Climate TRACE data to help count greenhouse gas emissions embedded in their portfolios, verify self-reported data from emissions source owners, and prioritize lower-emitting investments.

Example user

Case Study: The States and Regions Remote Sensing Project (STARRS)

The States and Regions Remote Sensing Project (STARRS) illustrates the value of collaboration in generating independent greenhouse gas emissions data.

starrs-globe

Did You Know?

Research by Climate Group, as Secretariat to the Under2 Coalition, shows that states and regions with a recent inventory of emissions data are more likely to set emissions reduction targets.

What’s more, having access to a detailed breakdown of region-wide greenhouse gas emissions allows states and regions to identify their highest-emitting sectors and design and implement targeted mitigation strategies.

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Our Approach

STARRS brings together Climate TRACE, Climate Group, and six states around the world to develop detailed, up-to-date, regional emissions data.

All of the states participating in this project previously had access to varying levels of emissions data, but many reported that it was difficult to source and generate their own inventories. As a result, their data were incomplete and often only updated every few years.

Climate TRACE is able to fill in these gaps and generate independent emissions estimates that don’t primarily rely on self-reported data. Climate TRACE pairs satellite and remote sensing data with artificial intelligence to identify emitting activities and calculate greenhouse gas emissions.

Through the STARRS collaboration, six regional governments shared data and provided feedback to improve the accuracy and relevance of Climate TRACE data.

About the Data

Climate TRACE’s technologically-advanced approach offers an independent look at emissions, providing states and regions with both complementary and new information to support their monitoring efforts.

Climate TRACE also aims to provide emissions data updates on an annual basis going forward.

To help our partners act decisively, we go beyond emissions estimates by sector or industry and break down aggregated data to detect emissions from individual sources such as power plants and oil fields. With this information, regional governments can take data-informed actions such as incentivizing efficiency improvements by major emitters, or introducing measures to help farmers switch to regenerative farming practices.

Review our methodology to learn more about how Climate TRACE estimates emissions and how it's different from the states' methodologies.

Latest Projects

Abruzzo Italy

01

Basque Country Spain

02

Jalisco Mexico

03

Pernambuco Brazil

04

Querétaro Mexico

05

Western Cape South Africa

06

Work with us

Use timely and granular emissions data and insights to inform your work to create emissions reduction plans and policies.

While our ultimate goal is to create emissions inventories for every state around the world, we prioritize projects based on opportunities for direct collaboration. If you’re interested in partnering, please contact us.

Climate Group through its role as Secretariat of the Under2 Coalition, brings together states, regions, provinces and other subnational governments committed to achieving net zero emissions by 2050 at the latest. Find out why states and regions are so important for climate action: https://www.theclimategroup.org/under2-coalition.

News & Insights

May 29, 2025

Climate TRACE Releases March 2025 Emissions Data

May release 4.3.0 includes monthly emissions data now through March 2025.
May 27, 2025

Tech firms, AI-driven platforms step in to track GHG emissions across US

Christy Lewis, of member organization WattTime, explains why more US cities and states will be seeking to fill data gaps in the near future, adding that many are likely still grappling with changes in information availability and will look for replacements soon.
Apr 25, 2025

Climate TRACE Releases February 2025 Emissions Data

April release 4.2.0 includes monthly emissions data now through February 2025.