{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,13]],"date-time":"2026-02-13T23:00:05Z","timestamp":1771023605988,"version":"3.50.1"},"reference-count":44,"publisher":"Emerald","issue":"10","license":[{"start":{"date-parts":[[2022,6,7]],"date-time":"2022-06-07T00:00:00Z","timestamp":1654560000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.emerald.com\/insight\/site-policies"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["K"],"published-print":{"date-parts":[[2023,11,1]]},"abstract":"<jats:sec><jats:title content-type=\"abstract-subheading\">Purpose<\/jats:title><jats:p>The purpose of this paper is to build a System Dynamics model to reveal the structure and dynamics of knowledge coupling affecting firms' innovation results in the digital context.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-subheading\">Design\/methodology\/approach<\/jats:title><jats:p>Drawing on the recombined view of innovation, this paper divides knowledge coupling into two dimensions: component knowledge coupling and architectural knowledge coupling. Then, the authors build a system dynamics model to identify the interaction of knowledge coupling factors and use the professional Vensim PLE to conduct simulation analysis to capture the dynamic interaction of motivation factors in knowledge coupling system.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-subheading\">Findings<\/jats:title><jats:p>The results show that both technology resources and digital dynamic capability play positive effects in the mechanism of knowledge coupling influencing firms' innovation results, while organizational inertia negatively affects the process of knowledge coupling to achieve innovation outcomes.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-subheading\">Originality\/value<\/jats:title><jats:p>This study develops a holistic system dynamics model to reveal and elaborate on the complex dynamic mechanism of knowledge coupling impacting firms' innovation results in the context of digitization and provides a theoretical reference for companies to effectively adopt digital technology to carry out knowledge coupling strategy.<\/jats:p><\/jats:sec>","DOI":"10.1108\/k-11-2021-1188","type":"journal-article","created":{"date-parts":[[2022,6,8]],"date-time":"2022-06-08T01:41:12Z","timestamp":1654652472000},"page":"4322-4339","source":"Crossref","is-referenced-by-count":7,"title":["Research on the mechanism of knowledge coupling affecting firms' innovation results driven by digitization\u2014\u2014based on system dynamics methodology"],"prefix":"10.1108","volume":"52","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8805-3593","authenticated-orcid":false,"given":"Zhou","family":"Huiping","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yang","family":"Yuxin","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"140","published-online":{"date-parts":[[2022,6,7]]},"reference":[{"issue":"1","key":"key2024091916085791400_ref001","doi-asserted-by":"crossref","first-page":"59","DOI":"10.1016\/0377-2217(89)90059-3","article-title":"Multiple tests for validation of system dynamics type of simulation models","volume":"42","year":"1989","journal-title":"European Journal of Operational Research"},{"issue":"4","key":"key2024091916085791400_ref002","doi-asserted-by":"crossref","first-page":"631","DOI":"10.1287\/orsc.1070.0304","article-title":"Wakes of innovation in project networks: the case of digital 3D representations in architecture, engineering, and construction","volume":"18","year":"2007","journal-title":"Organization Science"},{"issue":"3","key":"key2024091916085791400_ref003","doi-asserted-by":"crossref","first-page":"255","DOI":"10.1198\/073500104000000604","article-title":"On the econometrics of the bass diffusion model","volume":"23","year":"2005","journal-title":"Journal of Business and Economic Statistics"},{"issue":"13","key":"key2024091916085791400_ref004","doi-asserted-by":"crossref","first-page":"1591","DOI":"10.1002\/smj.2084","article-title":"Where do firms' recombinant capabilities come from? Intra-organizational networks, knowledge, and firms' ability to innovate through technological recombination","volume":"34","year":"2013","journal-title":"Strategic Management Journal"},{"issue":"6","key":"key2024091916085791400_ref005","doi-asserted-by":"crossref","first-page":"713","DOI":"10.1080\/09537325.2020.1840543","article-title":"How does knowledge coupling affect exploratory and exploitative innovation? The chained mediation role of organisational memory and knowledge creation","volume":"33","year":"2021","journal-title":"Technology Analysis and Strategic Management"},{"key":"key2024091916085791400_ref006","doi-asserted-by":"publisher","DOI":"10.1016\/j.technovation.2021.102398","article-title":"How companies configure digital innovation attributes for business model innovation? A configurational view","volume":"112","year":"2022","journal-title":"Technovation"},{"issue":"4","key":"key2024091916085791400_ref007","first-page":"11","article-title":"Competing perspectives on the link between digital business strategy profiles and organizational restructuring capabilities (in Chinese)","volume":"34","year":"2020","journal-title":"Journal of Management Engineering"},{"key":"key2024091916085791400_ref008","doi-asserted-by":"crossref","first-page":"142","DOI":"10.1016\/j.technovation.2009.09.006","article-title":"A system dynamics model to analyze technology districts' evolution in a knowledge-based perspective","volume":"30","year":"2010","journal-title":"Technovation"},{"issue":"9","key":"key2024091916085791400_ref009","doi-asserted-by":"crossref","first-page":"1582","DOI":"10.1016\/j.respol.2014.04.001","article-title":"Substitutability and complementarity of technological knowledge and the inventive performance of semiconductor companies","volume":"43","year":"2014","journal-title":"Research Policy"},{"issue":"5","key":"key2024091916085791400_ref010","doi-asserted-by":"crossref","first-page":"405","DOI":"10.1111\/jpim.12549","article-title":"Reviewing the field of external knowledge search for innovation: theoretical underpinnings and future research Directions","volume":"37","year":"2020","journal-title":"Journal of Product Innovation Management"},{"key":"key2024091916085791400_ref011","first-page":"1","article-title":"Digital entrepreneurship ecosystem: how digital technologies and collective intelligence are reshaping the entrepreneurial process","volume":"150","year":"2020","journal-title":"Technological Forecasting and Social Change"},{"issue":"7","key":"key2024091916085791400_ref012","doi-asserted-by":"crossref","first-page":"1019","DOI":"10.1016\/S0048-7333(00)00135-9","article-title":"Technology as a complex adaptive system: evidence from patent data","volume":"30","year":"2001","journal-title":"Research Policy"},{"key":"key2024091916085791400_ref013","volume-title":"Industrial Dynamics, Pegasus Communications","year":"1961"},{"key":"key2024091916085791400_ref014","unstructured":"Forrester, J.W. and Senge, P.M. (1980), \u201cTests for building confidence in system dynamics models\u201d, in Forrester, J.W. et\u00a0al. (Eds), System Dynamics, North-Holland, New York, NY."},{"issue":"1","key":"key2024091916085791400_ref015","first-page":"82","article-title":"Overcoming organizational inertia: a tripartite model for achieving strategic organizational change","volume":"8","year":"2008","journal-title":"The Journal of Applied Business and Economics"},{"issue":"2","key":"key2024091916085791400_ref016","doi-asserted-by":"crossref","first-page":"167","DOI":"10.1111\/1467-6486.00287","article-title":"External sources of innovative capabilities: the preferences for strategic alliances or mergers and acquisitions","volume":"39","year":"2002","journal-title":"Journal of Management Studies"},{"issue":"S1","key":"key2024091916085791400_ref017","first-page":"63","article-title":"Measuring competence? Exploring firm effects in pharmaceutical research","volume":"15","year":"1994","journal-title":"Strategic Management Journal"},{"issue":"6","key":"key2024091916085791400_ref018","doi-asserted-by":"crossref","first-page":"900","DOI":"10.1108\/K-10-2015-0257","article-title":"Customer support optimization using system dynamics: a\u00a0multi-parameter approach","volume":"45","year":"2016","journal-title":"Kybernetes"},{"issue":"2","key":"key2024091916085791400_ref019","first-page":"505","article-title":"A system dynamics investigation of project portfolio management evolution in the energy sector","volume":"49","year":"2020","journal-title":"Kybernetes"},{"issue":"5","key":"key2024091916085791400_ref020","first-page":"191","article-title":"A review of research on dynamic capabilities and suggestions for contextualization research in China (in Chinese)","year":"2021","journal-title":"Journal of Management World"},{"issue":"6","key":"key2024091916085791400_ref021","doi-asserted-by":"crossref","first-page":"1183","DOI":"10.2307\/3069433","article-title":"Something old, something new: a longitudinal study of search behavior and new product introduction","volume":"45","year":"2002","journal-title":"Academy of Management Journal"},{"issue":"5","key":"key2024091916085791400_ref022","doi-asserted-by":"crossref","first-page":"1061","DOI":"10.1108\/JKM-01-2017-0033","article-title":"Boundary spanners' knowledge sharing for innovation success in turbulent times","volume":"22","year":"2018","journal-title":"Journal of Knowledge Management"},{"key":"key2024091916085791400_ref023","doi-asserted-by":"crossref","first-page":"833","DOI":"10.5465\/amr.2006.22527456","article-title":"The reification of absorptive capacity: a critical review and rejuvenation of the construct","volume":"31","year":"2006","journal-title":"Academy of Management Review"},{"issue":"5","key":"key2024091916085791400_ref024","doi-asserted-by":"crossref","first-page":"867","DOI":"10.1016\/j.respol.2013.10.004","article-title":"The paradox of openness: appropriability, external search and collaboration","volume":"43","year":"2014","journal-title":"Research Policy"},{"issue":"1","key":"key2024091916085791400_ref025","first-page":"62","article-title":"Research on the paradoxical mechanism of organizational conventions on organizational innovation (in Chinese)","volume":"23","year":"2020","journal-title":"Nankai Management Review"},{"issue":"6","key":"key2024091916085791400_ref026","doi-asserted-by":"crossref","first-page":"1784","DOI":"10.1108\/K-02-2020-0113","article-title":"A system dynamics investigation of knowledge collaboration in online encyclopedias based on activity theory","volume":"50","year":"2021","journal-title":"Kybernetes"},{"issue":"4","key":"key2024091916085791400_ref027","doi-asserted-by":"crossref","first-page":"931","DOI":"10.2307\/41409967","article-title":"Understanding the link between information technology capability and organizational agility: an empirical examination","volume":"35","year":"2011","journal-title":"MIS Quarterly"},{"issue":"1","key":"key2024091916085791400_ref028","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1177\/0008125618805111","article-title":"Management innovation in a VUCA world: challenges and recommendations","volume":"61","year":"2018","journal-title":"California Management Review"},{"key":"key2024091916085791400_ref029","first-page":"1029","article-title":"Digital entrepreneurship: toward a digital technology perspective of entrepreneurship","volume":"41","year":"2017","journal-title":"Entrepreneurship: Theory and Practice"},{"issue":"2","key":"key2024091916085791400_ref030","doi-asserted-by":"crossref","first-page":"211","DOI":"10.1287\/mnsc.49.2.211.12747","article-title":"Old is gold? The value of temporal exploration in the creation of new knowledge","volume":"49","year":"2003","journal-title":"Management Science"},{"issue":"2","key":"key2024091916085791400_ref031","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1509\/jmkg.65.2.1.18253","article-title":"The acquisition and utilization of information in new product alliances: a strength-of-ties perspective","volume":"65","year":"2001","journal-title":"Journal of Marketing"},{"issue":"4","key":"key2024091916085791400_ref032","doi-asserted-by":"crossref","first-page":"287","DOI":"10.1002\/smj.160","article-title":"Beyond local search: boundary-spanning, exploration, and impact in the optical disk industry","volume":"22","year":"2001","journal-title":"Strategic Management Journal"},{"key":"key2024091916085791400_ref033","volume-title":"Business Dynamics: Systems Thinking and Modeling for a Complex World","year":"2000"},{"issue":"5","key":"key2024091916085791400_ref034","doi-asserted-by":"crossref","first-page":"500","DOI":"10.1080\/00130095.2017.1366268","article-title":"Combining knowledge bases in transnational sustainability innovation: micro dynamics and institutional change","volume":"93","year":"2017","journal-title":"Economic Geography"},{"issue":"4","key":"key2024091916085791400_ref035","doi-asserted-by":"crossref","first-page":"319","DOI":"10.1037\/a0030280","article-title":"Testing and integrating selfdetermination theory and self-efficacy theory in a physical activity context","volume":"53","year":"2012","journal-title":"Canadian Psychology"},{"issue":"29","key":"key2024091916085791400_ref036","first-page":"72","article-title":"Network centrality, knowledge searching and creativity: the role of domain","year":"2020","journal-title":"Creative and Innovation Management"},{"issue":"2","key":"key2024091916085791400_ref037","doi-asserted-by":"crossref","first-page":"649","DOI":"10.2307\/41703471","article-title":"Carrots and rainbows: motivation and social practice in open source software development","volume":"36","year":"2012","journal-title":"MIS Quarterly"},{"issue":"10","key":"key2024091916085791400_ref038","doi-asserted-by":"crossref","first-page":"8899","DOI":"10.1016\/j.eswa.2012.02.017","article-title":"Knowledge sharing, innovation and firm performance","volume":"39","year":"2012","journal-title":"Expert Systems with Applications"},{"issue":"3","key":"key2024091916085791400_ref039","doi-asserted-by":"crossref","first-page":"466","DOI":"10.1108\/JKM-02-2018-0061","article-title":"Motivation factors of knowledge collaboration in virtual communities of practice: a perspective from system dynamics","volume":"23","year":"2019","journal-title":"Journal of Knowledge Management"},{"issue":"2","key":"key2024091916085791400_ref040","doi-asserted-by":"crossref","first-page":"333","DOI":"10.2189\/asqu.53.2.333","article-title":"Decomposability in knowledge structures and its impact on the usefulness of inventions and knowledge-base malleability","volume":"53","year":"2008","journal-title":"Administrative Science Quarterly"},{"issue":"3","key":"key2024091916085791400_ref041","doi-asserted-by":"crossref","first-page":"377","DOI":"10.1002\/smj.2218","article-title":"Change in firm knowledge couplings and firm innovation performance: the moderating role of technological complexity","volume":"36","year":"2015","journal-title":"Strategic Management Journal"},{"issue":"8","key":"key2024091916085791400_ref042","doi-asserted-by":"crossref","first-page":"2277","DOI":"10.1002\/smj.2791","article-title":"Role of search for domain knowledge and architectural knowledge in alliance partner selection","volume":"39","year":"2018","journal-title":"Strategic Management Journal"},{"issue":"3","key":"key2024091916085791400_ref043","first-page":"54","article-title":"The influence mechanism of knowledge coupling on enterprise green innovation: the moderating effect of redundant resources","volume":"22","year":"2019","journal-title":"Nankai Management Review (In Chinese)"},{"key":"key2024091916085791400_ref044","first-page":"1","article-title":"How does knowledge coupling affect firm's incremental innovation? The moderating effects of government support policies","year":"2021","journal-title":"Discrete Dynamics in Nature and Society"}],"container-title":["Kybernetes"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.emerald.com\/insight\/content\/doi\/10.1108\/K-11-2021-1188\/full\/xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.emerald.com\/insight\/content\/doi\/10.1108\/K-11-2021-1188\/full\/html","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,7,24]],"date-time":"2025-07-24T21:51:14Z","timestamp":1753393874000},"score":1,"resource":{"primary":{"URL":"http:\/\/www.emerald.com\/k\/article\/52\/10\/4322-4339\/454053"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,6,7]]},"references-count":44,"journal-issue":{"issue":"10","published-online":{"date-parts":[[2022,6,7]]},"published-print":{"date-parts":[[2023,11,1]]}},"alternative-id":["10.1108\/K-11-2021-1188"],"URL":"https:\/\/doi.org\/10.1108\/k-11-2021-1188","relation":{},"ISSN":["0368-492X"],"issn-type":[{"value":"0368-492X","type":"print"}],"subject":[],"published":{"date-parts":[[2022,6,7]]}}}