# Reference Data

### Embodied Carbon Emissions

<table><thead><tr><th>Data Description</th><th width="278.3333333333333">Reference Sources</th><th>Comments</th></tr></thead><tbody><tr><td><strong>Structural Quantities</strong></td><td><a href="https://www.pricemyers.com/climate-action">Price &#x26; Myers</a>; DeQo; C.Scale; <a href="https://www.nature.com/articles/s41597-024-03190-7">RASMI</a>; others<br>→ <a href="mailto:epic@ehdd.com?Subject=Data">Request info</a></td><td>Structural quantities by building type by structural system</td></tr><tr><td><strong>Structural Material Carbon Intensities</strong></td><td><a href="https://www.buildingtransparency.org/ec3-resources/ec3-docs/">EC3/Building Transparency</a>; <a href="https://www.oekobaudat.de/en.html">Okobaudat</a>; Quartz; <a href="https://www.buildingtransparency.org/programs/openimpact/">OpenImpact</a>; <a href="https://carbonleadershipforum.org/2021-material-baseline-report/">CLF Material Baseline Report</a>; <a href="https://corrim.org/lcas-on-wood-products-library/">Corrim</a>; <a href="https://circularecology.com/embodied-carbon-footprint-database.html">ICE</a>; <a href="https://vbn.aau.dk/da/publications/udvikling-af-dansk-generisk-lca-data">Aalborg University</a></td><td>Assume concrete density 2400 kg/m3 and timber density at 450 kg/m3</td></tr><tr><td><strong>PV Panel Lifecycle Emissions</strong></td><td><a href="https://doi.org/10.1016/j.solmat.2013.08.037">de Wild-Scholten (2013)</a></td><td>Includes panel only<br>(racks and cabling excluded)</td></tr><tr><td><strong>Cladding Carbon Intensities</strong></td><td><a href="https://www.payette.com/kaleidoscope/">Payette's Kaleidoscope (2021)</a>*;  <a href="https://www.buildingtransparency.org/ec3-resources/ec3-docs/">EC3/Building Transparency</a>; C.Scale<br>→ <a href="mailto:epic@ehdd.com?Subject=Data">Request info</a></td><td>Cladding, roofing, and glazing units.</td></tr><tr><td><strong>Interior Fit-Out Carbon Intensities</strong></td><td><a href="https://carbonleadershipforum.org/office-buildings-lca/">CLF TI Study (2018)</a>; C.Scale<br>→ <a href="mailto:epic@ehdd.com?Subject=Data">Request info</a></td><td>Data best describes commercial office fitouts</td></tr><tr><td><strong>MEP System</strong><br><strong>Carbon Intensities</strong></td><td><a href="https://carbonleadershipforum.org/office-buildings-lca/">CLF MEP Study (2018)</a></td><td>Data-scarce category</td></tr><tr><td><strong>Hardscape</strong><br><strong>Carbon Intensities</strong></td><td><a href="https://carbon-conscience.web.app/">Carbon Conscience</a>; <a href="https://www.buildingtransparency.org/ec3-resources/ec3-docs/">EC3/Building Transparency</a>; C.Scale Internal Data<br>→ <a href="mailto:epic@ehdd.com?Subject=Data">Request info</a></td><td>Based on standard hardscape details</td></tr><tr><td><strong>End-of-Life Emissions</strong></td><td><a href="https://www.epa.gov/warm">EPA WARM</a>; <a href="https://www.buildingtransparency.org/ec3-resources/ec3-docs/">EC3/Building Transparency</a></td><td>In year 60</td></tr><tr><td><strong>Embodied Carbon Benchmark Values</strong></td><td><p>Benke, B., Aurora J., Mel C., Simonen K., and Meghan Lewis. (2025). <a href="https://carbonleadershipforum.org/clf-wblca-v2/">“The Embodied Carbon Benchmark Report.”</a> Carbon Leadership Forum. </p><p></p><p>Benke, B., Chafart, M., Shen, Y., Ashtiani, M., Carlisle, S., Simonen, K. <a href="https://figshare.com/articles/dataset/A_Harmonized_Dataset_of_High-Resolution_Whole_Building_Life_Cycle_Assessment_Results_in_North_America_i_Data_only_-_i_i_First_Public_Release_i_/28462145/2">A Harmonized Dataset of High-Resolution Embodied Life Cycle Assessment Results for Buildings in North America </a>(buildings dataset)</p></td><td>Embodied Carbon results in C.Scale reference the CLF WBLCA Benchmark Study v2 results</td></tr></tbody></table>

### Operational Carbon Emissions

<table><thead><tr><th width="234.33333333333331">Data Description</th><th width="278">Reference Sources</th><th>Comments</th></tr></thead><tbody><tr><td><strong>Carbon Intensity of Electricity, 2023-2050</strong></td><td><a href="https://www.nrel.gov/analysis/cambium.html">Cambium 2023</a> (USA); <a href="https://data-donnees.az.ec.gc.ca/data/substances/monitor/canada-s-official-greenhouse-gas-inventory/C-Tables-Electricity-Canada-Provinces-Territories/?lang=en">ECCC</a> (Canada); <a href="https://www.eea.europa.eu/en/analysis/indicators/greenhouse-gas-emission-intensity-of-1">EEA</a> (EU); <a href="https://www.gov.uk/government/publications/greenhouse-gas-reporting-conversion-factors-2023">Dep't for Energy Security and Net Zero</a> (UK)</td><td>Includes AER and LRMER metrics across three grid scenarios: Midcase, High Cost Renewable Energy, 95% decarbonization by 2045</td></tr><tr><td><strong>Carbon Intensity of Electricity, 2051-2110</strong></td><td>Extrapolation algorithm by C.Scale</td><td>Extrapolate 2050 Cambium estimate using average annual decrease across 2023-2050 for each geography. Or, assume 2050 value remains constant. </td></tr><tr><td><strong>Refrigerant Charge</strong></td><td>Quantities from <a href="https://digital.lib.washington.edu/researchworks/handle/1773/44736">Rodriguez 2019</a></td><td>Total refrigerant charge across all of a building's HVAC+R systems</td></tr><tr><td><strong>Energy Use Intensity Benchmark Value</strong></td><td><a href="https://zerotool.org/zerotool/">Zero Tool</a> (North America); summary of EPC databases (EU and UK)</td><td>CBECS/RECS 2003</td></tr><tr><td><strong>% of EUI from onsite combustion</strong></td><td><a href="https://zerotool.org/zerotool/">Zero Tool</a> </td><td>CBECS/RECS 2003</td></tr><tr><td><strong>Solar Resource</strong></td><td><a href="https://pvwatts.nrel.gov/version_8.php">PVWatts v8</a></td><td>NREL Physical Solar Model</td></tr><tr><td><strong>Energy Production from PV Array</strong></td><td><a href="https://pvwatts.nrel.gov/version_8.php">PVWatts v8</a></td><td>NREL PVWatts v8</td></tr><tr><td><strong>Hourly Load profiles</strong></td><td><a href="https://doi.org/10.25984/1876417">End-Use Load Profiles for the U.S. Building Stock</a></td><td><em>coming soon</em></td></tr></tbody></table>

### Carbon Storage and Sequestration

<table><thead><tr><th>Data Description</th><th width="272.3333333333333">Reference Sources</th><th>Comments</th></tr></thead><tbody><tr><td><strong>Landscape Carbon Sequestration</strong></td><td><a href="https://carbon-conscience.web.app/">Carbon Conscience</a>; <a href="http://climatepositivedesign.com/">Pathfinder</a>; <a href="https://www.fs.usda.gov/research/treesearch/6779">McPherson and Simpson (1999)</a>; <a href="https://doi.org/10.21273/HORTSCI.51.8.989">Ingram et al. (2016)</a>; <a href="https://www.sciencedirect.com/science/article/pii/S0301479715000092">Gu et al. (2015)</a></td><td></td></tr><tr><td><strong>Landscaping Maintenance Emissions</strong></td><td><a href="https://carbon-conscience.web.app/">Carbon Conscience</a>; <a href="http://climatepositivedesign.com/">Pathfinder</a>; <a href="https://buildgreen.ifas.ufl.edu/ppt/Handout_Landscaping_Carbon_Footprint.pdf">Jones (2010)</a> (pdf)</td><td></td></tr><tr><td><strong>Biogenic Carbon Storage</strong></td><td><p>CEN (2014). EN-16449: Wood and wood-based products - Calculation of the biogenic carbon content of wood and conversion to carbon dioxide </p><p></p><p>Hoxha et al (2020). Biogenic carbon in buildings: a critical overview of LCA methods. <em>Buildings and Cities</em>,1(1)</p><p></p><p>ACLCA, (2019). ACLCA Guidance to Calculating Non-LCIA Inventory Metrics in Accordance with ISO 21930:2017. <em>ACLCA.</em></p></td><td>For timber structural elements.</td></tr><tr><td><strong>Soil Organic Carbon</strong></td><td><a href="https://www.fao.org/soils-portal/data-hub/soil-maps-and-databases/global-soil-organic-carbon-map-gsocmap/en/">FAO GSOC</a></td><td>Used in calculation of emissions from greenfield development.</td></tr></tbody></table>

*\*Full citation for Payette’s Kaleidoscope: Payette’s Kaleidoscope Embodied Carbon Design Tool, data from Tally by Building Transparency and KT Innovations, thinkstep, and Autodesk using industry representative LCI data unless otherwise noted. Accessed in November 2023.*&#x20;


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