Choosing a Proxy for Academic Aptitude

Although academic ability is the most important explanatory variable in studies of student learning, researchers control for it with a wide array of proxies and combinations thereof. We investigate how the proxy choice affects estimates of undergraduate student learning by testing over 150 specifications of a single model, each including a different combination of 11 scholastic aptitude measures — high school GPA and rank and variants of college...