Overcoming adversity during the COVID-19 pandemic: Longitudinal stability of psychosocial resource profiles of elite athletes and their association with perceived stress

Previous research has demonstrated that psychosocial resources are associated with elite athletes' perceived stress. However, these resources have mainly been studied separately. Using a person-oriented approach, this study aimed to identify meaningful profiles of athletes' psychosocial resources, their stability over time, and their relationship with perceived stress during the COVID-19 pandemic. To identify such patterns, separate latent profile analyses (LPA) at two measurement points T1 (June 2020) and T2 (March 2021) and a subsequent latent transition analysis (LTA) were conducted with athletic identity, resilience, perceived social support, and self-esteem for a sample of 373 Swiss elite athletes. Perceived stress was analyzed at and between T1 and T2 with a mixed-design ANOVA. For LPA, theoretical considerations and statistical criteria led to a solution of four profiles: (1) Athletic Identifiers With Above-Average Resources (nT1 = 235; nT2 = 240), (2) Below-Average Athletic Identifiers With Below-Average Resources (nT1 = 84; nT2 = 90), (3) Variable Athletic Identifiers With Below-Average Internal and Clearly Below-Average External Resources (nT1 = 14; nT2 = 7), and (4) Athletic Identifiers With Below-Average Internal and Above-Average External Resources (nT1 = 40; nT2 = 36). For LTA, both structural and individual stability was demonstrated. A large and significant main effect of perceived stress was observed for resource profiles, while there was no significant main effect for measurement point nor interaction effect. Direct comparisons revealed that Athletic Identifiers With Above-Average Resources perceived significantly less stress than the other profiles at both time points. In conclusion, regardless of psychosocial resource profile, the perceived stress of elite athletes was stable during the COVID-19 pandemic, but exhibiting a pattern with high psychosocial resources seems to buffer against stress compared to a lack of specific resources. Therefore, sport federations and practitioners should provide tailored support programs to help athletes build all these resources.