Multivariate statistical analysis in determining the enterprises’ behavior with resources
The threefold concept of sustainable development is largely based on the optimal use of limited resources. In this case, the development of an effective toolkit for the conscious influence of business entities to the effectiveness of using its resource base deserves special attention. The study atte...
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2021-01-01
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doaj-9e5b5b1df077488d94226ec4cf65b8812021-09-23T11:41:37ZengEDP SciencesE3S Web of Conferences2267-12422021-01-013070500310.1051/e3sconf/202130705003e3sconf_dsdm2021_05003Multivariate statistical analysis in determining the enterprises’ behavior with resourcesKravchenko SergeyPankova Mariia0Enterprise Economics Department, SHEE “Donetsk National Technical University”The threefold concept of sustainable development is largely based on the optimal use of limited resources. In this case, the development of an effective toolkit for the conscious influence of business entities to the effectiveness of using its resource base deserves special attention. The study attempts to substantiate the existence of several basic (characteristic) enterprises types in terms of resources usage results and to identify the key parameters that form a certain style of behavior. This approach includes the methods of multivariate statistical analysis (cluster and discriminant). The results obtained make it possible to assert the existence of four basic enterprises types with different styles of resource management, which affects the level of their resource security. Special attention was paid to identifying indicators that have the greatest separation power. In addition, the classification functions were built, and their quality was confirmed, which makes it possible to model the situation of targeted impact on individual indicators (forecasting the future situation for correction). The research results should contribute to an increase in the degree of the scientific validity recommendations for business entities on the rational use of their resource base (effective regulating the level of resource security).https://www.e3s-conferences.org/articles/e3sconf/pdf/2021/83/e3sconf_dsdm2021_05003.pdf |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Kravchenko Sergey Pankova Mariia |
spellingShingle |
Kravchenko Sergey Pankova Mariia Multivariate statistical analysis in determining the enterprises’ behavior with resources E3S Web of Conferences |
author_facet |
Kravchenko Sergey Pankova Mariia |
author_sort |
Kravchenko Sergey |
title |
Multivariate statistical analysis in determining the enterprises’ behavior with resources |
title_short |
Multivariate statistical analysis in determining the enterprises’ behavior with resources |
title_full |
Multivariate statistical analysis in determining the enterprises’ behavior with resources |
title_fullStr |
Multivariate statistical analysis in determining the enterprises’ behavior with resources |
title_full_unstemmed |
Multivariate statistical analysis in determining the enterprises’ behavior with resources |
title_sort |
multivariate statistical analysis in determining the enterprises’ behavior with resources |
publisher |
EDP Sciences |
series |
E3S Web of Conferences |
issn |
2267-1242 |
publishDate |
2021-01-01 |
description |
The threefold concept of sustainable development is largely based on the optimal use of limited resources. In this case, the development of an effective toolkit for the conscious influence of business entities to the effectiveness of using its resource base deserves special attention. The study attempts to substantiate the existence of several basic (characteristic) enterprises types in terms of resources usage results and to identify the key parameters that form a certain style of behavior. This approach includes the methods of multivariate statistical analysis (cluster and discriminant). The results obtained make it possible to assert the existence of four basic enterprises types with different styles of resource management, which affects the level of their resource security. Special attention was paid to identifying indicators that have the greatest separation power. In addition, the classification functions were built, and their quality was confirmed, which makes it possible to model the situation of targeted impact on individual indicators (forecasting the future situation for correction). The research results should contribute to an increase in the degree of the scientific validity recommendations for business entities on the rational use of their resource base (effective regulating the level of resource security). |
url |
https://www.e3s-conferences.org/articles/e3sconf/pdf/2021/83/e3sconf_dsdm2021_05003.pdf |
work_keys_str_mv |
AT kravchenkosergey multivariatestatisticalanalysisindeterminingtheenterprisesbehaviorwithresources AT pankovamariia multivariatestatisticalanalysisindeterminingtheenterprisesbehaviorwithresources |
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