Ye Lin, PhD, received her doctorate in Educational Measurement and Statistics from the University of Iowa in 2018. Specializing in nursing education and K-12 education, she conducts innovative research using statistical and measurement models. Her expertise includes simulation scenario scoring, machine learning, and automation in psychometrics. She is also a reviewer for professional conferences, advocating for the reliability and validity of assessments.