Emission Reporting

Emission reporting, crucial for mitigating climate change, focuses on accurately quantifying greenhouse gas emissions from various sources. Current research emphasizes improving the accuracy and scope of reporting, employing machine learning models—including graph embeddings and deep learning—to analyze complex data sets like product bills of materials and satellite imagery to estimate emissions from diverse sectors, including manufacturing, transportation, and energy production. These advancements aim to enhance the reliability of emissions data, informing policy decisions and enabling more effective strategies for emissions reduction.