The sophisticated analytical techniques available to institutional researchers give them an array of procedures to estimate a causal effect using observational data. But as many quantitative researchers have discovered, access to a wider selection of statistical tools does not necessarily ensure construction of a better analytical model. Moreover,…

Most institutional research (IR) practitioners lack access to direct measures of longitudinal student learning, let alone assessment instruments systematically embedded into the curriculum that yield representative cognitive gain data controlling for student motivation. Typically, measures of student learning growth rest on findings from survey…