Analysis of canceled medication orders has been used to estimate medication ordering errors. Using the same dataset analyzed in their 2017 study, the authors update the analysis using machine learning to predict medication ordering errors and associated factors. Results indicate machine learning may be useful in understanding risk factors involved with medication ordering errors.