The results of the longitudinal study of intelligence and personality characteristics of school children aged 9-12 years are presented. The study was performed on a sample of 128 students of 3 - 6 grades during three years. The R. B. Cattell's 12-factor questionnaire and Cultural Free Test are used. The new complex data processing method based on the neural networks and factor analysis is developed.