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Intellectualization of personnel development management in high-tech service-oriented companies

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Bibliographic Details
Title: Intellectualization of personnel development management in high-tech service-oriented companies
Authors: A. D. Beresnev
Source: Научно-технический вестник информационных технологий, механики и оптики, Vol 22, Iss 1, Pp 127-137 (2024)
Publisher Information: ITMO University, 2024.
Publication Year: 2024
Collection: LCC:Information technology
Subject Terms: развитие персонала, сервисная модель предоставления услуг, обучение на рабочем месте, грубые множества, обработка текстов, тематическое моделирование с аддитивной регуляризацией, анализ формальных концептов, Information technology, T58.5-58.64
Description: The paper proposes an approach to managing the personnel development in service-oriented IT companies, which is based on a parametric model of training highly qualified personnel and implemented using intelligent algorithms. The parameterization of the training model is carried out on the rough sets theory. The implementation of intelligent algorithms required the following technologies: thematic modeling with additive regularization (Additive Regularization Thematic Model), a special environment for the current development of the configuration of information systems and the analysis of formal concepts (Formal Concept Analysis). The approach was developed as a set of techniques and implemented as a software library. The efficiency assessment was carried out on a dataset that contains the results of processing for 2,948 service requests processed by employees of a service-oriented IT company in 4 months. The results of the experimental evaluation showed that the use of the developed set of methods and the library of software tools increased the efficiency of the work of service engineers in terms of key indicators from 31 to 54 %. Application of the developed approach will make it possible to quickly adapt personnel qualifications in service-oriented IT companies in the context of a rapid change in production tasks and work environment without interrupting the work process.
Document Type: article
File Description: electronic resource
Language: English
Russian
ISSN: 2226-1494
2500-0373
Relation: https://ntv.elpub.ru/jour/article/view/283; https://doaj.org/toc/2226-1494; https://doaj.org/toc/2500-0373
DOI: 10.17586/2226-1494-2022-22-1-127-137
Access URL: https://doaj.org/article/e18f2c2f021e4aefb7d584f20c555f65
Accession Number: edsdoj.18f2c2f021e4aefb7d584f20c555f65
Database: Directory of Open Access Journals
Description
Abstract:The paper proposes an approach to managing the personnel development in service-oriented IT companies, which is based on a parametric model of training highly qualified personnel and implemented using intelligent algorithms. The parameterization of the training model is carried out on the rough sets theory. The implementation of intelligent algorithms required the following technologies: thematic modeling with additive regularization (Additive Regularization Thematic Model), a special environment for the current development of the configuration of information systems and the analysis of formal concepts (Formal Concept Analysis). The approach was developed as a set of techniques and implemented as a software library. The efficiency assessment was carried out on a dataset that contains the results of processing for 2,948 service requests processed by employees of a service-oriented IT company in 4 months. The results of the experimental evaluation showed that the use of the developed set of methods and the library of software tools increased the efficiency of the work of service engineers in terms of key indicators from 31 to 54 %. Application of the developed approach will make it possible to quickly adapt personnel qualifications in service-oriented IT companies in the context of a rapid change in production tasks and work environment without interrupting the work process.
ISSN:22261494
25000373
DOI:10.17586/2226-1494-2022-22-1-127-137