Kevin Hoang, khoang97@berkeley.edu
Roxy Rong, roxyrong@berkeley.edu
Maggie Corry, mmcorry@berkeley.edu
Roshni Tajnekar, roshnit@berkeley.edu
University of California, Berkeley Masters of Data Science Capstone Team
Supporting the Berkeley Carbon Trading Project (BCTP)
Our team is made up of a team at BCTP as well as UC Berkeley Masters of Data Science (MiDS) candidates completing their Capstone. This team is comprised of knowledgeable Renewable Energy and Carbon offset SMEs, data scientists, data engineers, and front-end developers.
What is Carbon Offset?
A carbon offset is a reduction in emissions of carbon dioxide or other greenhouse gases made in order to compensate for emissions produced elsewhere. By investing in carbon offset projects, such as reforestation or renewable energy, individuals and companies can balance out their own emissions.
About the Carbon Offset Market
In 2023, companies purchased and retired a record 164 million offsets, which was a 6% increase from 2022. The market is evolving rapidly, and some say it could grow to be worth $100 billion a year by 2030-35. However, others say that without regulation, no one would pay for carbon emissions, and that heavy-emitting companies could be criticized for having a right to pollute. There are two types of carbon offset markets: voluntary and compliance.
Voluntary Markets
These markets are not regulated, and organizations participate based on their own emissions reduction goals. Individuals, companies, and other organizations can participate in voluntary markets, and consumers can buy offsets to compensate for emissions from specific activities, like long flights.
Compliance Markets
These markets are created by government regulations to reduce emissions, and some of the most active compliance markets are in Europe and California.
Our Tool's Value
Carbon AIQ provides immense value through the Berkeley Carbon Trading Project by unifying and harmonizing data from multiple carbon offset registries into a single, accessible database. This platform streamlines data processing through automated pipelines and advanced natural language processing (NL) and classification algorithms to empower environmental researchers with clean, accurate data for informed decision-making. This web interface enhances the value for current users of the Excel version of the database by offering robust visualization tools and comprehensive reports, facilitating advanced research and effective management of carbon offset initiatives.
Customer Application
This application was created based on a direct need from BCTP. For the maintainers of the tool, data consolidation is now automated, taking raw data, applying characteristics via AI/ML, and applying rule-based algorithms into a single database. This has ultimately reduced hours of data tool updates by about 100 hours per quarter. Data can now be updated quickly, in an automated fashion, much more frequently. For researchers, they can now have dynamic and more frequently updated data via a web-enabled platform. Instead of receiving an Excel workbook, a flexible website provides exploratory visuals with filtering and easy data download buttons. Lastly, policy makers can also explore the harmonized credits and projects dataset and even download the pictures directly from the web application.
Data Sources
Also known as the PROJECT tab from the Current Registry's Excel tool, contains data on roughly 10,000 projects, useful for a project type classification problem and other potential research inquiries. The underlying data for the current registry includes raw data downloaded from American Carbon Registry (ACR), Climate Action Reserve (CAR), Gold Standard, and Verified Carbon Standard. More information on this data can be found in the About BCTP tab.
Berkeley Carbon Trading Project's Voluntary Registry Offsets Database contains all carbon offset projects listed globally by four major voluntary offset project registries: American Carbon Registry (ACR), Climate Action Reserve (CAR), Gold Standard, and Verra (VCS). These four registries generate almost all of the world's voluntary market offsets and include projects eligible for use under the California, Quebec, and Washington lcap-and-trade programs as well as UN Clean Development Mechanism projects that transitioned into one of the voluntary registries.
All information for Carbon AIQ is stored in the 'Download Data' tab of our website. This lists all projects in all
registries and can be filtered/sorted using drop-down menus. Each offset credit nominally represents one metric
tonne of CO2-equivalent reduced or removed from the atmosphere.
More information can be found here
Demo
Credits: Carbon AIQ MiDS Capstone Project: Kevin Hoang, Roxy Rong, Maggie Corry, Roshni Tajnekar / BCTP: Barbara Haya, PhD, Aline Abayo