The ESG Book Estimated Emissions Data Module provides investors with estimated emissions for ~37,000 public corporate entities* that do not disclose their emissions. The dataset includes estimations for Scope 1, Scope 2, and Scope 3 (total) emissions in tonnes of CO2 equivalents. confidence rating is also provided alongside each estimated emissions figure, indicating the degree of accuracy of the estimation based on the amount of available data used in the estimation process.

• Depth & Breadth - Data on over 37,000 companies, covering 99% of top global indices.
• Expertise - Cutting-edge machine learning model which estimates emissions based on relationships identified in real disclosure data.
• Transparency - Clear delineation between reported and estimated emissions, including confidence ratings for estimations.
• Technology - Access to digital disclosure and analytics platform which is free for portfolio companies to disclose.

Financial markets today lack access to quality ESG data. Without transparent, consistent, and accessible data, capital cannot be directed towards more sustainable, higher-impact assets. ESG Book's solutions make sustainability data widely available and comparable for all stakeholders. We provide framework-neutral ESG information in real-time, enable companies to be custodians of their own data, and promote transparency through our digital platform. We achieve this by bringing together deep sustainability expertise, a wealth of financial markets know-how, and market-leading technology.