INTELLIGENT TECHNOLOGIES OF STRATEGIC AND OPERATIVE MANAGEMENT SUPPORT FOR ENTERPRISES

Abstract. The article is devoted to the development of a mechanism for the proactive support of strategic and operational decision-making in an enterprise. The starting point for this mechanism should be a model (pattern) of the enterprise, which embodies the principles of balanced strategic measur...

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Main Author: Galyna O. Chornous
Format: Article
Language:English
Published: Vilnius University Press 2014-01-01
Series:Ekonomika
Online Access:https://www.journals.vu.lt/ekonomika/article/view/3540
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spelling doaj-0048930d18084be09d66860a9b0527a52020-11-25T02:10:33ZengVilnius University PressEkonomika1392-12582424-61662014-01-0193210.15388/Ekon.2014.2.3540INTELLIGENT TECHNOLOGIES OF STRATEGIC AND OPERATIVE MANAGEMENT SUPPORT FOR ENTERPRISESGalyna O. Chornous Abstract. The article is devoted to the development of a mechanism for the proactive support of strategic and operational decision-making in an enterprise. The starting point for this mechanism should be a model (pattern) of the enterprise, which embodies the principles of balanced strategic measurement systems. Development of the enterprise pattern as an ‘object–project–process–environment’ configuration allows to stitch together the strategic and operational indicators, to provide a vertical continuity, the allocation of responsibilities for the purpose of full control. An effective use of the enterprise data as a strategic resource involves knowledge discovery for decision support through developing interrelated analytical models. Taking into account the limitations of classical methods for strategic and operational management support, Data Mining (DM) is proposed as an adequate modeling tool. A basic set of autonomous DM methods for developing appropriate models is proposed. Besides, it is demonstrated that an effective mechanism for decision support should be based on the application of hybrid intelligent models and methods, and should be brought up to the level of a hybrid decision support system DSS. Achievements of modern information technology (Big Data, analytics in memory, cloud technology, etc.) play in favor of the proposed approach. Key words: strategic management, operative management, intelligent technologies, mechanism for decision support, DSS https://www.journals.vu.lt/ekonomika/article/view/3540
collection DOAJ
language English
format Article
sources DOAJ
author Galyna O. Chornous
spellingShingle Galyna O. Chornous
INTELLIGENT TECHNOLOGIES OF STRATEGIC AND OPERATIVE MANAGEMENT SUPPORT FOR ENTERPRISES
Ekonomika
author_facet Galyna O. Chornous
author_sort Galyna O. Chornous
title INTELLIGENT TECHNOLOGIES OF STRATEGIC AND OPERATIVE MANAGEMENT SUPPORT FOR ENTERPRISES
title_short INTELLIGENT TECHNOLOGIES OF STRATEGIC AND OPERATIVE MANAGEMENT SUPPORT FOR ENTERPRISES
title_full INTELLIGENT TECHNOLOGIES OF STRATEGIC AND OPERATIVE MANAGEMENT SUPPORT FOR ENTERPRISES
title_fullStr INTELLIGENT TECHNOLOGIES OF STRATEGIC AND OPERATIVE MANAGEMENT SUPPORT FOR ENTERPRISES
title_full_unstemmed INTELLIGENT TECHNOLOGIES OF STRATEGIC AND OPERATIVE MANAGEMENT SUPPORT FOR ENTERPRISES
title_sort intelligent technologies of strategic and operative management support for enterprises
publisher Vilnius University Press
series Ekonomika
issn 1392-1258
2424-6166
publishDate 2014-01-01
description Abstract. The article is devoted to the development of a mechanism for the proactive support of strategic and operational decision-making in an enterprise. The starting point for this mechanism should be a model (pattern) of the enterprise, which embodies the principles of balanced strategic measurement systems. Development of the enterprise pattern as an ‘object–project–process–environment’ configuration allows to stitch together the strategic and operational indicators, to provide a vertical continuity, the allocation of responsibilities for the purpose of full control. An effective use of the enterprise data as a strategic resource involves knowledge discovery for decision support through developing interrelated analytical models. Taking into account the limitations of classical methods for strategic and operational management support, Data Mining (DM) is proposed as an adequate modeling tool. A basic set of autonomous DM methods for developing appropriate models is proposed. Besides, it is demonstrated that an effective mechanism for decision support should be based on the application of hybrid intelligent models and methods, and should be brought up to the level of a hybrid decision support system DSS. Achievements of modern information technology (Big Data, analytics in memory, cloud technology, etc.) play in favor of the proposed approach. Key words: strategic management, operative management, intelligent technologies, mechanism for decision support, DSS
url https://www.journals.vu.lt/ekonomika/article/view/3540
work_keys_str_mv AT galynaochornous intelligenttechnologiesofstrategicandoperativemanagementsupportforenterprises
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