Results from this study showed that variation in soybean production-based CO2 emission intensity across counties and states is substantial. Across states, production emissions range from 0.36 to 1.16 kg CO2 equiv./kg soybeans, with land use changes (LUC) ranging from zero up to 6.1 kg CO2 equiv./kg soybeans. The range in emissions is even greater for county-scale estimates, ranging from 0.23 to 4.0 kg CO2 equiv./kg soybeans for production inputs and outputs, and 0 to 43 kg CO2 equiv./kg soybeans produced from LUC. We have also completed the supply chain optimization model, which provides soybean sourcing estimates for each processing facility. However, due to some unforeseen challenges and delays in developing and validating the data for the supply chain optimization model, we are currently in the process of combining the recently estimated sourcing information with the county-scale estimates of soybean production and subsequent processing to estimate total emissions attributed to soybean meal, oil, and hulls. After this is completed, we will normalize CO2 emission per kg of output, and for soybean meal, we will also present results per kg of protein to enable comparison across alternative protein products, and soybean meal sources produced outside the US. We have written a draft of the manuscript that we will be submitting for publication in a peer-review journal.