Ou Lydia Liu is director of research in higher education at the Educational Testing Service. She has conducted extensive research in student learning outcomes assessment and is also a PI or co-PI on four National Science Foundation-funded grants on innovative science assessment and automated scoring. She has published over 40 papers in peer-reviewed journals in the fields of applied measurement, science education, and higher education.