Profiles for Success: Examining the Relationship between Student Profiles and Clerkship Performance Using Latent Profile Analysis

Abstract

Phenomenon

Learning is a complex phenomenon in which learners can vary in their learning orientation, learning approaches, and perception of the learning environment. Learners may be characterized as mastery oriented or performance oriented, and this learning orientation can influence their learning approaches, such as whether to seek feedback or ask for help. The learning environment includes institutional assessment policies and informal interactions that emphasize outcomes and differentiation among students. When learners perceive the learning environment as performance oriented, they feel competition from other learners and fear negative feedback. This complex interplay of learning orientation, its influence on feedback-seeking behavior, and the environmental influence and reinforcement of both can be captured through learner profiles.

Approach

In this multi-institutional cross-sectional survey study of students from six U.S. medical schools, we investigated learner profiles that characterize how these domains manifest together across individual learners. We then determined how these profiles are associated with students’ clerkship grades. Measures included the Patterns of Adaptive Learning for learning orientation, self-reports for learning approaches, and perceptions of the learning environment. We used latent profile analysis to cluster students who share common characteristics around orientation, behavior, and environment. The relationship between these profiles and the percentage of honors earned was examined using multiple regression analysis.

Findings

We found four distinct learner profiles within 666 of 974 (68%) analyzable responses: (1) performance oriented with negative perceptions of environment, (2) mastery oriented with desirable learning approaches, (3) “average” group, and (4) mastery orientation only. Profile 1 (M = 39%) and Profile 4 (M = 38%) students received fewer clerkship honors compared with other profiles. Profile 2 students earned a significantly higher percentage of honors grades (M = 54%) compared with other students. Profile 3 students (average group) earned the second highest percentage of honors (M = 46%). Effect sizes comparing the percentage of honors varied from 0.32 to 0.65, indicating medium to large differences.

Insights

The highest performers, as measured by clerkship honors grades, were mastery oriented, perceived a more positive learning environment, and were comfortable asking questions and seeking feedback for their learning. The lowest performing students were performance oriented and had negative perceptions of their learning environments. Contrary to previous findings, we found that the relationship between mastery orientation and learning approaches is not unidirectional but rather seems to be mediated by perceptions of the learning environment.