Traditional cognitive batteries quantify 10to 15 scores per assessment session, limiting the breadth of factor analysis models of cognition. We analyzed 107 measures, including speech and language biomarkers (SLBs), from 22 subtests. In a sample of 1,916 healthy adults, factor analysis on this large measure set revealed cognitive domains that are difficult to detect using conventional batteries with fewer measures.