After meticulous data refinement, a definitive cohort of 250 employees was meticulously selected, constituting the basis of this study's analysis. This paper presents a new methodology based on machine learning techniques in diagnostics of psychosocial assessments to identify the risk level in teachers of public schools in Colombia. A comparativ