Companies have become proficient at calculating direct emissions (Scope 1) as well as those from purchased utilities (Scope 2). However, Scope 3 emissions, which include indirect emissions from a company’s value chain and suppliers, continue to be challenging due to the complex web of supplier relations and their extended business workstreams.1 Scope 3 emissions are estimated to be the largest scope category. The Carbon Disclosure Project (CDP) estimates that it accounts for on average 75% of a company’s overall emissions, and over 80% of companies report that quantifying their Scope 3 emissions is difficult.2 The graph below showcases the break of each category of scope emissions by sector.
The CDP was established in 2000, asking companies to disclose their climate impact. They have since expanded to cover all planetary boundaries. Today they are one of the largest organizations that help track carbon footprinting for companies and are one of the four recommended reporting companies for the European Union’s new regulation. The CDP rates companies based on the information that is provided and establishes a metric of comparison for them to evaluate with a year-over-year view of how they have changed.
To address the complexity of Scope 3 emissions reporting in corporate supply chains, the Greenhouse Gas Protocol has deemed the spend-based method for calculating the carbon footprint a compliant option, when direct emissions data from suppliers are not available. The spend-based method estimates emissions by utilizing economic value data of purchased goods or services multiplied by industry-average emission factors related to their monetary value. As explained in the chart below, if a company accounts for 10% of a supplier’s total sales, it is assigned 10% of that supplier’s emissions. The problem is when companies start to make more sustainable choices and incur a higher cost for those investments, their CO2 emissions reflect an increase due to the cost of the product going up.
The margin of error is drastic, which disincentivizes companies to make more sustainable choices at the expense of investing, and with the current methodology, it makes lowering Scope 3 emissions and meeting their climate expectations an unachievable goal. In the graph below you can see the margin of error that the current spend-based model is creating.
By establishing a collaborative community of companies and suppliers, focusing on methodological and algorithmic aspects, we aim to enhance accuracy and privacy, and define strategies in Scope 3 emissions reporting and reduction strategies, conducting studies with the CSCMP (with its over 9,000 members) and the CDP (over 23,000 companies) to provide recommendation for the following research questions:
- Phase 1: How to effectively and accurately identify and adjust outliers to properly reflect the carbon intensity factor on Scope 3 emissions without risking privacy concerns? What are the strategies for rectifying estimation errors and enhancing the reliability of supply chain estimations?
- Phase 2: How to simplify the challenges for scope 3 emissions and improve the real tracking process leveraging new machine learning technology?
As part of the Phase 2 research questions, we will evaluate each business sector to simplify its own method of tracking Scope 3 emissions and develop a way to share that information with their customers in a way that does not violate any of their privacy concerns. We will develop a global standardization so that if a corporation shares its Scope 3 emissions with the EU, California, or any future entity that implements regulations, it is the same required data that is being requested and it is shared in a way that is simple and easy for the company to do.
** This is an active project. Last update as of August 28, 2024.