Calls for greater accountability for student learning and faculty productivity have been growing for decades, as States grapple with competing funding demands, the cost of attending college outpaces inflation and the public comes to question the value, relative to price, of a college education. On a different, but related, note, a report from the National Science Foundation indicated that China overtook the US as the world's largest publisher of scientific articles, underscoring the need to help free up faculty to focus on research or on other mission-critical responsibilities. We believe assistance with grading , currently available only to a small fraction of faculty, can go a long way toward freeing them up to focus on what they were trained to do, while enhancing feedback to students.