UDC 004.65
A MODEL FOR DEVELOPMENT OF EDUCATIONAL COMPETENCIES USING DATA MINING TOOLS
Y. B. Shcheneva, assistant of CAM department, RSREU, Ryazan, Russia;
orcid.org/0000-0001-6351-0399, e-mail:This email address is being protected from spambots. You need JavaScript enabled to view it.
A. N. Pylkin, Dr. Sc. (Tech.), professor of CAM department, RSREU, Ryazan, Russia;
orcid.org/0000-0001-9925-2870, e-mail:This email address is being protected from spambots. You need JavaScript enabled to view it.
E. S. Shchenev, post-graduate student, RSREU, Ryazan, Russia;
orcid.org/ 0009-0005-8438-7445, e-mail:This email address is being protected from spambots. You need JavaScript enabled to view it.
O. A. Bodrov, Ph.D. (Tech.), docent of ST department, RSREU, Ryazan, Russia;
orcid.org/0009-0005-7225-6704, e-mail:This email address is being protected from spambots. You need JavaScript enabled to view it.
The article considers the problem of constructing a model to develop educational competencies using methods of data mining technology. The aim of the article is to develop integrated approach that includes data analysis technology using multidimensional representation concept and cluster analysis methods. Classification and particular indicators ordering methods determining the level of educational competencies development are considered. Metric choice is justified by obtaining generalized indicator in n–dimensional space. The approach to construct educational competence development trajectories and methods to choose approximations are explained, the algorithm and the choice of clustering method for effective assessment of educational process quality are substantiated based on analyzed indicators results
Key words: : educational competencies, integrated approach, multidimensional space, private and generalized indicators, metric, competence development trajectories, cluster analysis, intellectua