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A new method to identify psychosocial risk level classification in Colombian public-school teachers, based on new hybrid approach on Industrial Intelligence. In this paper, we propose a first approach to hybrid prediction method using the algorithm hill climbing and Support Vector Machines (HC-SVM) to predict the psychosocial risk level on Colombia