Мобильное приложение для развития лидерских качеств с интеллектуальной индивидуализацией траектории обучения
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Научный журнал Моделирование, оптимизация и информационные технологииThe scientific journal Modeling, Optimization and Information Technology
Online media
issn 2310-6018

Mobile application for leadership development with intelligent individualization of learning trajectory

idKuzmin A.K. idPiminov D.A. idKumova S.V. idKuznetsova K.D. idDubova M.S.

UDC 004.67
DOI: 10.26102/2310-6018/2024.46.3.028

  • Abstract
  • List of references
  • About authors

The article discusses the development of a mobile gaming application for the formation and development of leadership qualities in high school students, college and technical school students. The educational gaming application corresponds to the concept of "innovative educational technology", that is, it includes a set of three interrelated components: modern content, modern teaching methods, modern digital learning infrastructure. The developed mobile application allows you to systematically develop such leadership qualities as self-confidence, responsibility, time management skills, creativity, the ability to act in a situation of uncertainty, and determination. The application logic is based on the principle of forming an individual educational trajectory. To build individual learning trajectories for each user, neural network clustering of questionnaire data is used. That is, when generating individual trajectories for the development of leadership qualities, not only questionnaire methods are used, but also the result of applying clustering methods to a set of questionnaires. Self-organizing Kohonen maps are used for clustering. The resulting division into clusters was analyzed by experts, several clearly defined clusters were identified, for each of which a model of individual change in the trajectory of development of leadership qualities was compiled. As a result of expert analysis of the clustering results, seven clusters were identified. A description of each cluster was compiled jointly with experts.

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Kuzmin Alexey Konstantinovich
Candidate of Sciences, Associate Professor

WoS | Scopus | ORCID |

Yuri Gagarin State Technical University of Saratov

Saratov, Russia

Piminov Dmitriy Alekseevich

ORCID |

Yuri Gagarin State Technical University of Saratov

Saratov, Russia

Kumova Svetlana Valentinovna
Candidate of Sciences, Associate Professor

ORCID | eLibrary |

Yuri Gagarin State Technical University of Saratov

Saratov, Russia

Kuznetsova Kseniya Dmitrievna

WoS | Scopus | ORCID |

Yuri Gagarin State Technical University of Saratov

Saratov, Russia

Dubova Margarita Sergeevna

ORCID |

School of Additional Education "Smart Leaders School"

Saratov, Russia

Keywords: clustering, kohonen network, leadership qualities, individualization of learning trajectory, mobile application

For citation: Kuzmin A.K. Piminov D.A. Kumova S.V. Kuznetsova K.D. Dubova M.S. Mobile application for leadership development with intelligent individualization of learning trajectory. Modeling, Optimization and Information Technology. 2024;12(3). URL: https://moitvivt.ru/ru/journal/pdf?id=1597 DOI: 10.26102/2310-6018/2024.46.3.028 (In Russ).

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Full text in PDF

Received 28.08.2024

Revised 10.09.2024

Accepted 25.09.2024

Published 30.09.2024