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Automated essay scoring (AES) has many benefits such as immediate grading, reliable reporting, and diagnostic feedback. While automation poses certain operational and technical challenges, more states are adopting AES for both formative and summative assessments. This presentation presents empirical data from the state of West Virginia online writing assessments on the reliability and validity of machine scores.