Transitioning from traditional in-person classroom formats to online instructional delivery methods and online student assessments during the COVID-19 pandemic was a significant challenge to effective teaching, learning, and evaluation. Although there is a growing literature assessing the relative efficacy of different online teaching techniques, previous literature has not analyzed, from the student perspective, what methods are preferred for evaluating performance in experiential learning courses. How students perceive assessment methods is critical because it can affect their learning experience and academic achievements. To better understand student preferences for assessment methods, the best-worst scaling approach was used in two online surveys of 218 undergraduate students enrolled in experiential learning-based programs during the COVID-19 pandemic. Analysis of student responses indicates students’ highest levels of support for assessments that emphasize the development of critical thinking skills and professional skills, such as case studies. Most students would prefer assessments that are driving (develop different skills such as creative thinking) and realistic (develop skills transferable to the real world), while only a few (< 1%) prefer assessments that are fast (involve little time), frequent, safe (has preventive measures to eliminate cheating), or strategic (high probability of getting good grades).