Un entorno profesional saludable y seguro favorece el compromiso, la motivación y el rendimiento de los trabajadores 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 comparative study of three important mo