Estimating corporate carbon emissions using artificial intelligence

Post No. 421. Where firms fail to disclose their carbon emissions, the data can be estimated using machine learning models, which yield better predictive performances than standard methods. When combined with human expertise, these models can fill in gaps in the data and refine the assessment of transition risk.