May 20

Leveraging the Python library AECData for Embodied Carbon Benchmarks

2050 Materials Benchmark Generator Logo

Almost no one knows what is good, bad or great around construction product emission values. Until today, available here

Architects and contractors are constantly seeking ways to incorporate sustainability into their projects. With climate targets becoming more stringent, understanding and managing the carbon footprint of building materials is crucial. This is where 2050 Materials’ API and the open-source Python library, aecdata, come into play. They provide powerful tools to help you develop a custom Streamlit application that can benchmark product emissions efficiently.

Building a Streamlit Tool for Emissions Benchmarking

The Streamlit tool enables users to select a product type and continent, then generate simple graphs showing the quartiles and median emissions within their selection. This functionality is vital for defining default or fallback values in Life Cycle Assessments (LCAs). Additionally, it helps categorize products as good, medium, or bad based on their emissions, providing clear benchmarks for sustainability.

Why is This Important?

  1. Defining Baselines: Establishing quartile and median emissions benchmarks is essential for determining default values in LCAs.
  2. Comparative Analysis: Helps architects and contractors understand where a specific product stands in terms of emissions within its category.
  3. Science-Based Metrics: The first step towards developing metrics that align a product’s carbon footprint with specific climate targets set by nations or individual project requirements.

Key Features of the Tool

  • Free Regional Benchmarks Generation: Users can generate benchmarks for four product types without any cost.
  • Excel Exports: The tool allows for exporting data to Excel for further analysis.
  • Footprint Comparison: Users can compare the emissions of a specific product within the benchmarked range.
  • Unlock Full Access: To access all product types, users need to generate an API key from the 2050 Materials platform and input it into the tool.
Benchmark Generator Platform Logo

How it works

  1. Head to https://2050-materials-benchmark.streamlit.app/
  2. Select a Product Type and Continent
  3. Click on “Fetch the data”
  4. Select the unit and see the boxplot
  5. (optional) Enter a benchmark to plot the line within the graph
benchmark tool developed by 2050 Materials
Screenshot from the Benchmark Generator Platform

Achieve the Full Potential

To unlock access to all product types, generate an API key from the 2050 Materials platform and input it into the tool.

This will provide comprehensive benchmarking capabilities, enabling a more detailed analysis and understanding of material emissions.

Custom Solutions

2050 Materials also builds custom tools for selected customers. If you are interested in discussing your specific use case, reach out to us at api@2050-materials.com.

You can try the tool directly here.

By leveraging the aecdata library and 2050 Materials’ API, architects and contractors can significantly improve their sustainability practices, making informed decisions based on reliable, science-based data. This tool is just a sample of what can be achieved — start building your sustainable future today.

Interested in getting the full picture on aecdata Python library? Check our previous articles on the topic and learn what you can achieve in under 5 mins.

API Solutions
Previous Case Study: Using Recycled Glass Countertops in an Architecture Firm Office
Next LAIOUT Automated Floor Plans - Powered by 2050 Materials

Related articles

Featured image for
Data & Research Sep 28

Built to Beat the Heat

This summer's drought wasn't a fluke, it was a preview. Here's the material data that actually decides whether a building shrugs off a heatwave or quietly cooks behind a great winter U value: decrement delay, solar reflectance, SHGC, and the real products behind each one.

Read more
Bar chart of cost per tonne of CO2e removed for three embodied carbon swaps: cement replacement with 75% GGBS at £10/t, facade brick buildup at £130/t, and timber vs steel or concrete frame at £190/t
Data & Research Sep 23

The Cost per Tonne Test for Embodied Carbon Swaps

Not every embodied carbon cut is worth paying for. Test any swap on cost per tonne of CO2e, see which band it falls in, and try the free calculator.

Read more
PFAS thumbnail
Data & Research Sep 02

PFAS Compliance Meets Countdown

Sealants, membranes and insulation are next in line for PFAS restrictions. The window to get ahead of it, rather than scramble to catch up, is closing.

Read more