The PERMA model was introduced by Seligman in 2011 to increase and measure well-being. This model defines well-being in terms of Positive Emotion, Engagement, Relationships, Meaning, and Accomplishment (PERMA). Mental health concerns are common in undergraduate students and may prevent them from obtaining optimal well-being. The purpose of this study was to test whether all five PERMA elements of well-being could be constructed from items within the 2018 Purdue University Student Experience at a Research University (SERU) survey. Using confirmatory factor analysis, all five PERMA constructs were supported and demonstrated good model fit statistics. A second order PERMA well-being construct was built and demonstrated adequate model fit with RMSEA = 0.04. All five constructs were significant at p < .001. Accomplishment had the highest factor loading (0.76) and Meaning had the lowest factor loading (0.25). Results for this study support use of well-being theory in the context of undergraduate students and provides enhanced understanding of well-being characteristics in this population.