CEDA¶
CEDA (Comprehensive Environmental Data Archive) originated in 2000, when Sangwon Suh then at Leiden University first released it as an Excel version on the web. Built on environmentally extended input–output analysis, CEDA was designed to support life cycle assessment (LCA) and quantify supply-chain environmental impacts across multiple indicators through an LCA software tool, SimaPRO Suh & Huppes, 2002. CEDA continued to evolve and its compilation method and data were published in Economic Systems Research in 2005 Suh, 2005. In the same year, Suh founded VitalMetrics, which continued to develop, maintain, and commercialize CEDA for applications in industry, government, and academia. Over the following two decades, CEDA evolved into a global multi-regional input–output (MRIO) model covering approximately 400 sectors across 148 countries and regions. Following Watershed’s acquisition of VitalMetrics in 2023, CEDA became an important data foundation for corporate Scope 3 GHG accounting. In 2025, Watershed made a freely accessible version of CEDA available as Open CEDA 2024, which was further developed into open CEDA 2025 through Cornerstone Li et al., 2025.
USEEIO¶
USEEIO was a research product of the U.S. Environmental Protection Agency (USEPA), first released in early 2017 and developed as a fully open-source model Yang et al., 2017. USEEIO built on the contributions of earlier U.S. single-region EEIO models, including the Carnegie Mellon EIO-LCA model Hendrickson et al., 1998Weber et al., 2009, openIO Cox & Norris, 2011, and CEDA. Its primary versions are v1 and v2.0 Ingwersen et al., 2022. USEEIO was initially developed for multi-indicator assessments for the USEPA’s Sustainable Materials Management program. Beginning in 2020, the Supply Chain GHG Emission Factors were created from USEEIO for Scope 3 reporting, first at the request of the USEPA Center for Corporate Climate Leadership and later at the request of the White House Office of Sustainability and the General Services Administration Ingwersen & Li, 2020Ingwersen, 2024. They became the most popular use of the model and one of the USEPA’s most popular open-source datasets. The limitations of a single-region model for estimating consumption-based impacts in the U.S. were addressed in later v2 models by coupling them with global MRIO models Ingwersen et al., 2024, one of which was CEDA Ingwersen et al., 2024. The USEPA ceased updating the USEEIO models in 2025 Stevens, 2025.
Cornerstone EEIO¶
A primary motivation for forming the Cornerstone Sustainability Data Initiative (Cornerstone) was to continue the USEEIO model and to bring it together with CEDA Watershed, 2025. Although the first release of Cornerstone EEIO came in 2026, the model is “new” only in that it reconciles the methods behind USEEIO and CEDA, adds major methodological innovations such as ABSR and nowcast U.S. tables, and is assembled through a new data pipeline. Read more about these innovations in Releases.
- Suh, S., & Huppes, G. (2002). Missing Inventory Estimation Tool Using Extended Input-Output Analysis. Int J LCA, 7(3), 134–140. 10.1007/BF02994047
- Suh, S. (2005). Developing a Sectoral Environmental Database for Input–Output Analysis: The Comprehensive Environmental Data Archive of the US. Economic Systems Research, 17(4), 449–469. 10.1080/09535310500284326
- Li, M., Maldonado, Y., & Suh, S. (2025). Open CEDA 2025 [Data set]. 10.5281/zenodo.23519785
- Yang, Y., Ingwersen, W. W., Hawkins, T. R., Srocka, M., & Meyer, D. E. (2017). USEEIO: A New and Transparent United States Environmentally-Extended Input-Output Model. J CLEAN PROD, 158, 308–318. 10.1016/j.jclepro.2017.04.150
- Hendrickson, C., Horvath, A., Joshi, S., & Lave, L. (1998). Economic Input-Output Models for Environmental Life-Cycle Assessment. Environmental Science & Technology, 32(7), 184A-191A. 10.1021/es983471i
- Weber, C., Matthews, D., Venkatesh, A., Costello, C., & Matthews, H. (2009). The 2002 US benchmark version of the economic input-output life cycle assessment (EIO-LCA) model. Green Design Institute, Carnegie Mellon University. https://www.academia.edu/download/30700261/full-document-2002-042310.pdf
- Cox, R. W., & Norris, G. (2011). Open IO: Developing a Transparent, Fully Accessible Economic Input-Output Life Cycle Assessment Database. Sustainability Consortium, Fayetteville, AK.
- Ingwersen, W. W., Li, M., Young, B., Vendries, J., & Birney, C. (2022). USEEIO v2.0, The US Environmentally-Extended Input-Output Model v2.0. Sci Data, 9(1), 194. 10.1038/s41597-022-01293-7
- Ingwersen, W., & Li, M. (2020). Supply Chain Greenhouse Gas Emission Factors for US Industries and Commodities (EPA/600/R-20/001; p. 76). US Environmental Protection Agency, Office of Research and Development, Center for Environmental Solutions and Emergency Response. https://cfpub.epa.gov/si/si_public_record_report.cfm?Lab=CESER&dirEntryId=349324
- Ingwersen, W. (2024). Supply Chain Greenhouse Gas Emission Factors v1.3 by NAICS-6 [Data set]. 10.23719/1531143
- Ingwersen, W., Namovich, J., Young, B., & Vendries, J. (2024). Estimating Embodied Environmental Flows in International Imports for the USEEIO Model (EPA/600/R-24/116). U.S. Environmental Protection Agency. https://cfpub.epa.gov/si/si_public_record_report.cfm?dirEntryId=362470
- Ingwersen, W., Young, B., & Li, Mo. (2024). USEEIO Models with Import Emission Factors for Greenhouse Gases for 2022 from CEDA Coupled Model [Data set]. Data.gov. 10.23719/1531906
- Stevens, H. (2025). Popular E.P.A. Database Is in Limbo Following Science Cuts. The New York Times. https://www.nytimes.com/2025/08/08/climate/epa-database-useeio-greenhouse-gases.html
- Watershed. (2025, August 8). Solidifying the Foundations of Global Sustainability Data. https://watershed.com/blog/cornerstone