Model of Multilayer Knowledge Diffusion for Competence Development in an Organization
Growing role of intellectual capital within organizations is affecting new strategies related to knowledge management and competence development. Among different aspects related to this field, knowledge diffusion has become one of the interesting areas from both practitioner and researcher’s perspec...
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Veröffentlicht in: | Mathematical problems in engineering 2015-01, Vol.2015 (2015), p.1-20 |
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description | Growing role of intellectual capital within organizations is affecting new strategies related to knowledge management and competence development. Among different aspects related to this field, knowledge diffusion has become one of the interesting areas from both practitioner and researcher’s perspectives. Several models were proposed with main goal of simulating diffusion and explaining the nature of these processes. Existing models are focused on knowledge diffusion and they assume diffusion within a single layer using knowledge representation. From the organizational perspective connecting several types of knowledge and modelling changes of competence can bring additional value. In this paper we extended existing approaches by using multilayer diffusion model and focused on analysis of competence development process. The proposed model describes competence development process in a new way through horizontal and vertical knowledge diffusion in multilayer network. In the network, agents collaborate and interchange various kinds of knowledge through different layers and these mutual activities affect the competencies in a positive or negative way. Taking into consideration worker’s cognitive and social abilities and the previous level of competence the new competence level can be estimated. The model is developed to support competence management in different organizations. |
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Among different aspects related to this field, knowledge diffusion has become one of the interesting areas from both practitioner and researcher’s perspectives. Several models were proposed with main goal of simulating diffusion and explaining the nature of these processes. Existing models are focused on knowledge diffusion and they assume diffusion within a single layer using knowledge representation. From the organizational perspective connecting several types of knowledge and modelling changes of competence can bring additional value. In this paper we extended existing approaches by using multilayer diffusion model and focused on analysis of competence development process. The proposed model describes competence development process in a new way through horizontal and vertical knowledge diffusion in multilayer network. In the network, agents collaborate and interchange various kinds of knowledge through different layers and these mutual activities affect the competencies in a positive or negative way. Taking into consideration worker’s cognitive and social abilities and the previous level of competence the new competence level can be estimated. The model is developed to support competence management in different organizations.</description><identifier>ISSN: 1024-123X</identifier><identifier>EISSN: 1563-5147</identifier><identifier>DOI: 10.1155/2015/529256</identifier><language>eng</language><publisher>Cairo, Egypt: Hindawi Publishing Corporation</publisher><subject>Communication ; Communities of practice ; Diffusion ; Diffusion layers ; Employees ; Information technology ; Intellectual capital ; Job rotation ; Knowledge management ; Knowledge representation ; Mathematical models ; Monolayers ; Multilayers ; Networks ; Organizational aspects ; Organizations ; Personnel selection ; Reagents ; Strategy ; Teaching ; Workers</subject><ispartof>Mathematical problems in engineering, 2015-01, Vol.2015 (2015), p.1-20</ispartof><rights>Copyright © 2015 Przemysław Różewski and Jarosław Jankowski.</rights><rights>Copyright © 2015 Przemyslaw Rozewski and Jaroslaw Jankowski. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c459t-70149e6872f3656e6b278c61b40ea22c6fad5592d8d3dfbdb45031a7789672523</citedby><cites>FETCH-LOGICAL-c459t-70149e6872f3656e6b278c61b40ea22c6fad5592d8d3dfbdb45031a7789672523</cites><orcidid>0000-0002-9500-8720 ; 0000-0002-3658-3039</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>315,782,786,865,880,27933,27934</link.rule.ids></links><search><contributor>Zhang, Yudong</contributor><creatorcontrib>Różewski, Przemysław</creatorcontrib><creatorcontrib>Jankowski, Jarosław</creatorcontrib><title>Model of Multilayer Knowledge Diffusion for Competence Development in an Organization</title><title>Mathematical problems in engineering</title><description>Growing role of intellectual capital within organizations is affecting new strategies related to knowledge management and competence development. Among different aspects related to this field, knowledge diffusion has become one of the interesting areas from both practitioner and researcher’s perspectives. Several models were proposed with main goal of simulating diffusion and explaining the nature of these processes. Existing models are focused on knowledge diffusion and they assume diffusion within a single layer using knowledge representation. From the organizational perspective connecting several types of knowledge and modelling changes of competence can bring additional value. In this paper we extended existing approaches by using multilayer diffusion model and focused on analysis of competence development process. The proposed model describes competence development process in a new way through horizontal and vertical knowledge diffusion in multilayer network. In the network, agents collaborate and interchange various kinds of knowledge through different layers and these mutual activities affect the competencies in a positive or negative way. Taking into consideration worker’s cognitive and social abilities and the previous level of competence the new competence level can be estimated. The model is developed to support competence management in different organizations.</description><subject>Communication</subject><subject>Communities of practice</subject><subject>Diffusion</subject><subject>Diffusion layers</subject><subject>Employees</subject><subject>Information technology</subject><subject>Intellectual capital</subject><subject>Job rotation</subject><subject>Knowledge management</subject><subject>Knowledge representation</subject><subject>Mathematical models</subject><subject>Monolayers</subject><subject>Multilayers</subject><subject>Networks</subject><subject>Organizational aspects</subject><subject>Organizations</subject><subject>Personnel selection</subject><subject>Reagents</subject><subject>Strategy</subject><subject>Teaching</subject><subject>Workers</subject><issn>1024-123X</issn><issn>1563-5147</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2015</creationdate><recordtype>article</recordtype><sourceid>RHX</sourceid><sourceid>ABUWG</sourceid><sourceid>AFKRA</sourceid><sourceid>AZQEC</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><sourceid>DWQXO</sourceid><sourceid>GNUQQ</sourceid><recordid>eNqF0E1LxDAQBuAiCq4fJ-8S8CJK3STtJO1R1k_cxYuCt5JtJ2ukm6xJ67L-eiP1IF48zcA8DC9vkhwxesEYwJhTBmPgJQexlYwYiCwFlsvtuFOep4xnL7vJXghvlHIGrBglzzPXYEucJrO-7UyrNujJg3XrFpsFkiujdR-Ms0Q7TyZuucIObR0P-IGtWy3RdsRYoix59Atlzafqoj5IdrRqAx7-zP3k-eb6aXKXTh9v7yeX07TOoexSSVleoigk15kAgWLOZVELNs8pKs5roVUDUPKmaLJGz5t5DjRjSsqiFJIDz_aT0-Hvyrv3HkNXLU2osW2VRdeHisky47woOER68oe-ud7bmC6qaABijKjOB1V7F4JHXa28WSq_qRitviuuviuuhoqjPhv0q7GNWpt_8PGAMRLU6heWORU0-wILeYNn</recordid><startdate>20150101</startdate><enddate>20150101</enddate><creator>Różewski, Przemysław</creator><creator>Jankowski, Jarosław</creator><general>Hindawi Publishing Corporation</general><general>Hindawi Limited</general><scope>ADJCN</scope><scope>AHFXO</scope><scope>RHU</scope><scope>RHW</scope><scope>RHX</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7TB</scope><scope>8FD</scope><scope>8FE</scope><scope>8FG</scope><scope>ABJCF</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>ARAPS</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>BGLVJ</scope><scope>CCPQU</scope><scope>CWDGH</scope><scope>DWQXO</scope><scope>FR3</scope><scope>GNUQQ</scope><scope>HCIFZ</scope><scope>JQ2</scope><scope>K7-</scope><scope>KR7</scope><scope>L6V</scope><scope>M7S</scope><scope>P5Z</scope><scope>P62</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>PTHSS</scope><orcidid>https://orcid.org/0000-0002-9500-8720</orcidid><orcidid>https://orcid.org/0000-0002-3658-3039</orcidid></search><sort><creationdate>20150101</creationdate><title>Model of Multilayer Knowledge Diffusion for Competence Development in an Organization</title><author>Różewski, Przemysław ; Jankowski, Jarosław</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c459t-70149e6872f3656e6b278c61b40ea22c6fad5592d8d3dfbdb45031a7789672523</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2015</creationdate><topic>Communication</topic><topic>Communities of practice</topic><topic>Diffusion</topic><topic>Diffusion layers</topic><topic>Employees</topic><topic>Information technology</topic><topic>Intellectual capital</topic><topic>Job rotation</topic><topic>Knowledge management</topic><topic>Knowledge representation</topic><topic>Mathematical models</topic><topic>Monolayers</topic><topic>Multilayers</topic><topic>Networks</topic><topic>Organizational aspects</topic><topic>Organizations</topic><topic>Personnel selection</topic><topic>Reagents</topic><topic>Strategy</topic><topic>Teaching</topic><topic>Workers</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Różewski, Przemysław</creatorcontrib><creatorcontrib>Jankowski, Jarosław</creatorcontrib><collection>الدوريات العلمية والإحصائية - e-Marefa Academic and Statistical Periodicals</collection><collection>معرفة - المحتوى العربي الأكاديمي المتكامل - e-Marefa Academic Complete</collection><collection>Hindawi Publishing Complete</collection><collection>Hindawi Publishing Subscription Journals</collection><collection>Hindawi Publishing Open Access Journals</collection><collection>CrossRef</collection><collection>Mechanical & Transportation Engineering Abstracts</collection><collection>Technology Research Database</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Technology Collection</collection><collection>Materials Science & Engineering Collection</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest Central UK/Ireland</collection><collection>Advanced Technologies & Aerospace Collection</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Central</collection><collection>Technology Collection</collection><collection>ProQuest One Community College</collection><collection>Middle East & Africa Database</collection><collection>ProQuest Central Korea</collection><collection>Engineering Research Database</collection><collection>ProQuest Central Student</collection><collection>SciTech Premium Collection</collection><collection>ProQuest Computer Science Collection</collection><collection>Computer Science Database</collection><collection>Civil Engineering Abstracts</collection><collection>ProQuest Engineering Collection</collection><collection>Engineering Database</collection><collection>Advanced Technologies & Aerospace Database</collection><collection>ProQuest Advanced Technologies & Aerospace Collection</collection><collection>Access via ProQuest (Open Access)</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>Engineering Collection</collection><jtitle>Mathematical problems in engineering</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Różewski, Przemysław</au><au>Jankowski, Jarosław</au><au>Zhang, Yudong</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Model of Multilayer Knowledge Diffusion for Competence Development in an Organization</atitle><jtitle>Mathematical problems in engineering</jtitle><date>2015-01-01</date><risdate>2015</risdate><volume>2015</volume><issue>2015</issue><spage>1</spage><epage>20</epage><pages>1-20</pages><issn>1024-123X</issn><eissn>1563-5147</eissn><abstract>Growing role of intellectual capital within organizations is affecting new strategies related to knowledge management and competence development. Among different aspects related to this field, knowledge diffusion has become one of the interesting areas from both practitioner and researcher’s perspectives. Several models were proposed with main goal of simulating diffusion and explaining the nature of these processes. Existing models are focused on knowledge diffusion and they assume diffusion within a single layer using knowledge representation. From the organizational perspective connecting several types of knowledge and modelling changes of competence can bring additional value. In this paper we extended existing approaches by using multilayer diffusion model and focused on analysis of competence development process. The proposed model describes competence development process in a new way through horizontal and vertical knowledge diffusion in multilayer network. 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subjects | Communication Communities of practice Diffusion Diffusion layers Employees Information technology Intellectual capital Job rotation Knowledge management Knowledge representation Mathematical models Monolayers Multilayers Networks Organizational aspects Organizations Personnel selection Reagents Strategy Teaching Workers |
title | Model of Multilayer Knowledge Diffusion for Competence Development in an Organization |
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