DATA PROCESSING AND ANALYSIS
MATHEMATICAL MODELING
INTELLIGENCE SYSTEMS AND TECHNOLOGIES
MANAGEMENT AND DECISION MAKING
M. V. Petrov Method of Intelligent Support for Management Decision(Making in Corporate Expert Networks
MATHEMATICAL FOUNDATIONS OF INFORMATION TECHNOLOGY
M. V. Petrov Method of Intelligent Support for Management Decision(Making in Corporate Expert Networks
Abstract. 

Effective human resource management prevents excessive costs, improves the quality of products and services, and promotes better workforce planning. The use of expert networks is aimed at improving the company's business processes based on know-how and innovative technological solutions. Improving the efficiency of management decisions in corporate expert networks is a significant task. This improving can be based on the automation of processes associated with the extraction, structuring and use of information and knowledge about innovations, projects and experts. A method that provides information support for such processes can be used to solve this problem by processing and providing only the most necessary information and possible solutions. This article discusses in detail such a method, which includes algorithms aimed at extracting innovations, their analysis and selection, organizing the process of creating projects for the implementation of selected innovations, forming teams for the joint implementation of such projects, updating the competencies of project executors. The method also includes a competence ontology used by these algorithms. The conducted experimental studies have shown an improving the efficiency of management decisions in corporate expert networks in terms of qualitative and quantitative criteria through the use of the developed method.

Keywords: 

decision support, expert networks, expert management, project management.

PP. 109-122.

DOI 10.14357/20718632230111
 
References

1. Miranda S., Orciuoli F., Loia V., Sampson D. An ontology-based model for competence management // Data & Knowledge Engineering. 2017. vol.107. pp. 51-66.
2. Omar M.N., Fayek A.R. Modeling and evaluating construction project competencies and their relationship to project performance // Automation in Construction. 2016. vol. 69. pp. 115-130.
3. Chigrina, A.A., O.S. Volkov, K.A. Bagrationi, A.G. Prilipko. 2019. Organizacionnaja determinacija gruppovoj osoznannosti chlenov komand IT proektov [Organizational determination of the collective mindfulness of it projects' team members]. Informacionnye Tehnologii i Vychislitel'nye Sistemy. [Journal of Information Technologies and Computing Systems]. 2:62-74.
4. Nikitinsky N. Improving Talent Management with Automated Competence Assessment: Research Summary // Proceedings of the Scientific-Practical Conference “Research and Development - 2016”. 2018. pp. 73-82.
5. Brumshtejn, Ju.M., I.A. Djudikov. 2015. Modeli optimizacii podbora resursov pri upravlenii sovokupnost'ju proektov s uchetom zavisimosti kachestva rezul'tatov, riskov i zatrat [Optimization models of resources selection for management of the project sets taking into account the dependence of the quality results, risks and expenses]. Vestnik Astrahanskogo Gosudarstvennogo Tehnicheskogo Universiteta. Serija: Upravlenie, Vychislitel'naja Tehnika i Informatika. [Vestnik of Astrakhan State Technical University. Series: Management, Computer Science and Informatics]. 1:78-89.
6. Larichev, O. 1984. Problemy vzaimodejstvija chelovek-JeVM v sistemah podderzhki prinjatija reshenij [Problems of human-computer interaction in decision support systems]. Procedury ocenivanija mnogokriterial'nyh ob'ektov. [Procedures for evaluating multicriteria objects]. 9:20-28.
7. Mirkin, B.G. 1974. Problema gruppovogo vybora [Group choice problem]. Moscow: Science. 256 p.
8. Kitaev, N.N. 1975. Gruppovye jekspertnye ocenki [Group peer review]. Moscow: Knowledge. 64 p.
9. Bui T.X. Co-oP: A Group Decision Support System for Cooperative Multiple Criteria Group Decision Making / Ed. by G. Goos, J. Hartmanis. Berlin: Springer-Verlag, 1987. 250 pp.
10. Loufrani-Fedida S., Saglietto L. Mechanisms for Managing Competencies in Project-Based Organizations: An Integrative Multilevel Analysis // Long Range Planning. 2016. vol. 49. pp. 72-89.
11. Kholoshnia V.D., Boldyreva E.A. The System for Finding the Least Resource-Intensive Path in Two- or Three-Dimensional Space Using Machine Learning // CEUR Workshop Proceedings. 2020. Vol. 2590. pp. 1- 10.
12. Bachtadze N., Kulba V., Nikulina I., Zaikin O., Żylawski A. Mathematical Model and Method of Analysis of the Personal and Group Competence to Complete the Project Task // IFAC-PapersOnLine. 2019. vol. 52. pp. 469-474.
13. Liang S., Rijke M. Formal language models for finding groups of experts // Information Processing & Management. 2016. vol. 4. pp. 529-549.
14. Karimi-Majd A., Mahootchi M., Zakery A. A reinforcement learning methodology for a human resource planning problem considering knowledge-based promotion // Simulation Modelling Practice and Theory. 2017. vol.79. pp. 87-99.
15. Saati, T.L. 2019. Prinjatie reshenij pri zavisimostjah i obratnyh svjazjah: Analiticheskie seti [Decision Making under Dependencies and Feedbacks: Analytical Networks]. Moscow: URSS. 360 p.
16. Figueira J., Mousseau V., Roy B. ELECTRE methods //Multiple criteria decision analysis: state of the art surveys. 2005. pp. 609–637.
17. Rojzenzon, G. V. 2012. Sinergeticheskij jeffekt v prinjatii reshenij [Synergistic effect in decision making]. Sistemnye issledovanija. Metodologicheskie problemy: Ezhegodnik 2011-2012. [System Research. Methodological issues: Yearbook 2011-2012]. 248-272.
18. Larichev, O. 2006. Verbal'nyj analiz reshenij [Verbal decision analysis]. Moscow: Science. 181 p.
19. Izhbulatova, O.V. 2009. Upravlenie kompetenciej personala kak osnova formirovanija strategii upravlenija chelovecheskimi resursami [Management competence of staff as a basis for building human resource management strategy]. Vestnik Akademii jekonomicheskoj bezopasnosti MVD Rossii. [Vestnik of economic security]. 8:118-122.
20. Slepcova, E.V., M.Ju. Tumanova. 2018. Upravlenie kompetencijami v sisteme upravlenija personalom [Management of competencies in the system of personnel management]. Jekonomika ustojchivogo razvitija. [Economics of sustainable development]. 35:293-297.
21. Abramova, E.A. 2020. Sozdanie modeli kompetencij dlja sovershenstvovanija biznes-processov upravlenija personalom [Creating a competency model for improving human resources business processes]. Sovremennye naukoemkie tehnologii. Regional'noe prilozhenie. [Modern High Technologies.Regional Application]. 64:8-13.
22. Gladina, T.D. 2017. Izmenenie tradicionnogo myshlenija i kompetencij pri postroenii vzaimootnoshenij rabotodatelej i rabotnikov v sovremennoj rynochnoj kul'ture Rossii [Changing traditional thinking and competencies in building relationships between employers and employees in the modern market culture of Russia]. Tradicii i innovacii v prostranstve sovremennoj kul'tury. [Traditions and Innovations in the Space of Modern Culture]. 17-19.
23. Ployhart R.E., Moliterno T.P. Emergence of the Human Capital Resource: A Multilevel Model // Academy of Management Review. 2011. vol. 36. pp. 127-150.
24. Abazieva, K.G., A.V. Voronina, S.N. Goncharova. 2019. Model' kompetencij personala v aspekte upravlenija izmenenijami [Personnel competence model in the aspect of change management]. Nauka i obrazovanie: hozjajstvo ijekonomika; predprinimatel'stvo; pravo i upravlenie. [Science and Education: Economy and Economy; Entrepreneurship; Law and Governance]. 107:36-39.
25. Canavan D., Scott P.S., Mangematin V. Creative professional service firms: aligning strategy and talent // Journal of Business Strategy. 2013. vol. 34. pp. 24-32.
26. Serditov V.A., Kanevcev M.V. Stages of development of human competences // Современный менеджмент: проблемы и перспективы. 2016. С. 193-196.
27. Petrov, M. 2019. Formirovanie gruppy ispolnitelej dlja sovmestnogo reshenija zadach: osnovannyj na kompetencijah metod i ego realizacija [Formation of an expert group for joint problem solving: the competence method and its implementation]. Nauchnyj vestnik NGTU. [Science Bulletin of the NSTU]. 75:49–68.
28. Petrov M., Kashevnik A. Expert competence level adjustment based on the project participation: method and evaluation // Journal of Management Information and Decision Sciences, Allied Business Academies. 2021. Vol. 24(8). pp. 1–16.
 

2024 / 01
2023 / 04
2023 / 03
2023 / 02

© ФИЦ ИУ РАН 2008-2018. Создание сайта "РосИнтернет технологии".