The University of California suspended through 2024 the requirement that applicants from California submit SAT scores, upending the major role standardized testing has played in college admissions. We study the impact of such decisions and its interplay with other interventions such as affirmative action on admitted class composition. We develop a theoretical framework to study the effect of requiring test scores on academic merit and diversity in college admissions. The model has a college and set of potential students. Each student an unobserved noisy skill level, and multiple observed application components and group membership. The college is Bayesian and maximizes an objective that depends on both diversity and merit. It estimates each applicant's true skill level using the observed features, and then admits students with or without affirmative action. We characterize the trade-off between the (potentially positive) informational role of standardized testing in college admissions and its (negative) exclusionary nature. Dropping test scores may exacerbate disparities by decreasing the amount of information available for each applicant, especially those from non-traditional backgrounds. However, if there are substantial barriers to testing, removing the test improves both academic merit and diversity by increasing the size of the applicant pool. The overall effect of testing depends on both the variance of the test score noise and the amount of people excluded by the test requirement. Finally, using application and transcript data from the University of Texas at Austin, we demonstrate how an admissions committee could measure the trade-off in practice.
翻译:加利福尼亚大学通过2024年中止了加利福尼亚州申请人必须提交SAT分数的要求,延长了标准化测试在大学入学方面所发挥的主要作用。我们研究了这类决定的影响及其与其他干预措施的相互作用,例如对被录取阶级构成的平权行动;我们制定了理论框架,研究要求考试分数对大学入学的学术成绩和多样性的影响;该模式有一所学院和一组潜在的学生;每个学生都有不为人知的吵闹技能水平,并有多种观察到的应用成分和群体成员;该学院是巴伊西亚人,最大限度地实现一个既取决于多样性又取决于成绩的目标。它利用所观察到的特征来估计每个申请人的真正技能水平,然后接纳有或没有平等权利行动的学生。我们把标准化考试对大学入学成绩及其(负面)排斥性质之间的(潜在)信息作用加以权衡。放弃考试分数可能会通过减少每个申请人,特别是来自非传统背景的学生可获得的信息数量,从而加剧差距。但是,如果在测试方面存在重大障碍,则通过提高申请者人才库的规模来提高考试的成绩和多样性。最后,我们把标准化测试的成绩测试结果放在得分标准上,我们在得州考试考试中如何测试。