Latent transition analysis on post-traumatic stress and post-traumatic growth among firefighters

Firefighters, in the course of their professional responsibilities, confront an array of stressors contingent upon the distinctive characteristics of their duties. This study investigated the longitudinal impact of trauma incidents during duty on firefighters using latent transition analysis. Data from 346 firefighters in South Korea who had experienced trauma events while on duty were utilized. Initially, latent groups were identified based on the relationship between post-traumatic stress disorder (PTSD) and post-traumatic growth (PTG). Groups were labelled based on the analysis of differences in PTSD, mental health, and growth-related factors among classified groups. Subsequently, transition probabilities and patterns from Time 1 to Time 2 were examined, followed by an investigation into variances based on demographic factors (gender, age) and occupational factors (work experience, shift pattern) using variance analysis and multinomial logistic regression analysis. First, at Time 2, a five-group model was classified into 'Growth,' 'Resilience or Numbness,' 'Struggle,' 'Partial Struggle,' and 'PTSD' groups. Second, upon examining the transition patterns between latent groups, four patterns emerged: 'continued distress,' 'growth,' 'adaptation,' and 'escalated distress.' Third, the 'Struggle' group showed a 0% probability of transitioning to the 'Growth' group, whereas it displayed the highest probability among the groups transitioning to the 'PTSD' group. Fourth, latent transition analysis results showed a strong tendency for the 'Growth' group and 'Resilience or Numbness' group to remain in the same category. Fifth, age was found to be a significant factor affecting the transition of latent groups. This research represents the inaugural attempt to longitudinally investigate the interplay between PTSD and PTG among firefighters.