While preferable over requiring standardized tests, test-optional policies also have some unintended consequences. The limitations of test-optional policies do not warrant a return to required standardized testing, which is even more counterproductive to equity given that race and class are substantial predictors of performance on such tests.…

Letters of recommendation from school counselors are required to apply to many selective colleges and universities. Still, relatively little is known about how this non-standardized component may affect equity in admissions. We use cutting-edge natural language processing techniques to algorithmically analyze a national dataset of over 600,000…