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Simulated testing has become more prevalent in higher education, especially as competency-based institutions begin to incorporate micro-credentials and skills certificates into their curriculum. Competency-based assessment falls outside traditional norm-based testing practices used in K-12 education, and is largely focused on criterion referenced evidence of student mastery. This paper summarizes one of the primary dilemmas of simulated testing - determining the appropriate number of errant paths that render a simulation valid - and proposes a novel method to address the issue.