High turnover rates in the public health workforce pose ongoing challenges to maintain essential services and institutional knowledge. Recent studies indicate that job dissatisfaction, burnout, and structural barriers have intensified following the COVID-19 pandemic. While prior studies have identified key predictors of turnover intention, the potential of machine learning to improve predictive accuracy and guide…