CLUSTER ANALYSIS OF FACTORS EFFECTING THE DEVELOPMENT OF INNOVATIVE ACTIVITY AND INFRASTRUCTURE QUALITY
One of the priorities in terms of building an innovation economy and promoting innovation activities at all level is infrastructure development, i.e. a modality for integrating innovation processes at different levels and in different economic sectors. Among the most significant limitations to innov...
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Center for Quality, Faculty of Engineering, University of Kragujevac, Serbia
2021-06-01
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Online Access: | http://ijqr.net/journal/v15-n2/12.pdf |
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doaj-b127fc5100894d979ba7942b60339bf32021-05-22T18:10:28ZengCenter for Quality, Faculty of Engineering, University of Kragujevac, SerbiaInternational Journal for Quality Research1800-64501800-74732021-06-0115254956410.24874/IJQR15.02-12CLUSTER ANALYSIS OF FACTORS EFFECTING THE DEVELOPMENT OF INNOVATIVE ACTIVITY AND INFRASTRUCTURE QUALITYElena Nikitskaya0https://orcid.org/0000-0001-5660-2471Meri Valishvili 1https://orcid.org/0000-0001-6258-4150Maxim Astapenko 2https://orcid.org/0000-0001-6606-0418Anna Namgalauri 3https://orcid.org/0000-0003-1926-712XPlekhanov Russian University of Economics, Moscow, RussiaPlekhanov Russian University of Economics, Moscow, RussiaPlekhanov Russian University of Economics, Moscow, RussiaPlekhanov Russian University of Economics, Moscow, RussiaOne of the priorities in terms of building an innovation economy and promoting innovation activities at all level is infrastructure development, i.e. a modality for integrating innovation processes at different levels and in different economic sectors. Among the most significant limitations to innovative growth is infrastructure quality which conditions the investment appeal of national economy and the speed of return on investment.This paper adopted Ward's hierarchical clustering method to analyze various Russian regions. Cluster analysis revealed a direct correlation between infrastructure development indicators and innovation parameters. One of the disruptive factors is a time lag between innovation subjects' demand for individual infrastructure elements and their actual exploitation. In the current context, there is a need to develop projections and comprehensive plans for regional development, thereby improving the efficiency of innovation potential and eliminating the existing disproportions between the levels of innovative development.http://ijqr.net/journal/v15-n2/12.pdfcluster analysisinnovation capacityinnovative infrastructureinformation and communication infrastructurequality of infrastructure |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Elena Nikitskaya Meri Valishvili Maxim Astapenko Anna Namgalauri |
spellingShingle |
Elena Nikitskaya Meri Valishvili Maxim Astapenko Anna Namgalauri CLUSTER ANALYSIS OF FACTORS EFFECTING THE DEVELOPMENT OF INNOVATIVE ACTIVITY AND INFRASTRUCTURE QUALITY International Journal for Quality Research cluster analysis innovation capacity innovative infrastructure information and communication infrastructure quality of infrastructure |
author_facet |
Elena Nikitskaya Meri Valishvili Maxim Astapenko Anna Namgalauri |
author_sort |
Elena Nikitskaya |
title |
CLUSTER ANALYSIS OF FACTORS EFFECTING THE DEVELOPMENT OF INNOVATIVE ACTIVITY AND INFRASTRUCTURE QUALITY |
title_short |
CLUSTER ANALYSIS OF FACTORS EFFECTING THE DEVELOPMENT OF INNOVATIVE ACTIVITY AND INFRASTRUCTURE QUALITY |
title_full |
CLUSTER ANALYSIS OF FACTORS EFFECTING THE DEVELOPMENT OF INNOVATIVE ACTIVITY AND INFRASTRUCTURE QUALITY |
title_fullStr |
CLUSTER ANALYSIS OF FACTORS EFFECTING THE DEVELOPMENT OF INNOVATIVE ACTIVITY AND INFRASTRUCTURE QUALITY |
title_full_unstemmed |
CLUSTER ANALYSIS OF FACTORS EFFECTING THE DEVELOPMENT OF INNOVATIVE ACTIVITY AND INFRASTRUCTURE QUALITY |
title_sort |
cluster analysis of factors effecting the development of innovative activity and infrastructure quality |
publisher |
Center for Quality, Faculty of Engineering, University of Kragujevac, Serbia |
series |
International Journal for Quality Research |
issn |
1800-6450 1800-7473 |
publishDate |
2021-06-01 |
description |
One of the priorities in terms of building an innovation economy and promoting innovation activities at all level is infrastructure development, i.e. a modality for integrating innovation processes at different levels and in different economic sectors. Among the most significant limitations to innovative growth is infrastructure quality which conditions the investment appeal of national economy and the speed of return on investment.This paper adopted Ward's hierarchical clustering method to analyze various Russian regions. Cluster analysis revealed a direct correlation between infrastructure development indicators and innovation parameters. One of the disruptive factors is a time lag between innovation subjects' demand for individual infrastructure elements and their actual exploitation. In the current context, there is a need to develop projections and comprehensive plans for regional development, thereby improving the efficiency of innovation potential and eliminating the existing disproportions between the levels of innovative development. |
topic |
cluster analysis innovation capacity innovative infrastructure information and communication infrastructure quality of infrastructure |
url |
http://ijqr.net/journal/v15-n2/12.pdf |
work_keys_str_mv |
AT elenanikitskaya clusteranalysisoffactorseffectingthedevelopmentofinnovativeactivityandinfrastructurequality AT merivalishvili clusteranalysisoffactorseffectingthedevelopmentofinnovativeactivityandinfrastructurequality AT maximastapenko clusteranalysisoffactorseffectingthedevelopmentofinnovativeactivityandinfrastructurequality AT annanamgalauri clusteranalysisoffactorseffectingthedevelopmentofinnovativeactivityandinfrastructurequality |
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