We surveyed over 1,100 entering college freshmen, majoring in business and engineering at a public university in the US, and combined this information with administrative data to create a comprehensive data set that, in addition to
the usual academic performance data, cognitive ability measures, and demographics, also included measures of non-cognitive skills, personality traits, and student expectations about college success.