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This paper offers a fresh methodology according to device Studying procedures in diagnostics of psychosocial assessments to determine the chance amount in teachers of public universities in Colombia. A comparative study of three important models of machine Studying for prediction was done: synthetic neural networks, decision trees and naive bayes,