We have released a significant upgrade in our methods to predict carbon emissions for the global equities universe using machine learning. Key points:

• Emmi coverage has expanded 18% to 49,829 companies globally

• CY 2022 are now estimated for 23,948 of the world’s largest companies. This will expand as new financial data gets reported over the coming months.

• We can now predict Scope 1+2 emissions for the world's largest companies within ~5-10%. This is a significant improvement from typical industry standard methods and our previous models.

• We have incorporated new PCAF aligned methods and provide associated scores for each holding