G-SECI model-based knowledge creation for CoPS innovation: the role of grey knowledge

This paper aims to propose a new knowledge creation model called Grey SECI (G-SECI), study the knowledge creation mechanism and the relationship between knowledge creation models and innovation performance during complex product systems (CoPSs) development. Research and development of CoPSs relies heavily on knowledge creation. However, most scholars have studied CoPS innovation stages from the view of design process of system products, focussing on functional management and project management during the RD and organization innovation performance is influenced by knowledge combination and knowledge systematization.,The coverage of geographical distribution is limited. Therefore, there are no data from foreign enterprises. The impact of different geographical cultures on CoPS knowledge creation model could be further investigated; in addition, the statistical analysis results of this study need to be further verified in other industries.,This paper provides a series of insights for CoPS project leaders. The results may also provide practical guidance for the related management personnel in the fields of human resource training, project planning, project quality and technology R&D in CoPS R&D management.,The paper’s main contribution is to modify classic SECI knowledge conversion model by introducing grey knowledge and build a new G-SECI knowledge creation model. Besides, the paper adds empirical evidence on the knowledge creation paths in CoPS and reveals that internalization by practice is the key mode of knowledge creation.

[1]  Maria Giovanna Trotta Product Lifecycle Management: sustainability and knowledge management as keys in a complex system of product development , 2010 .

[2]  Scott B. MacKenzie,et al.  Common method biases in behavioral research: a critical review of the literature and recommended remedies. , 2003, The Journal of applied psychology.

[3]  Teresa M. Amabile,et al.  Assessing the Work Environment for Creativity , 1996 .

[4]  Leif Jarle Gressgård,et al.  Use of information and communication technology to support employee-driven innovation in organizations: a knowledge management perspective , 2014, J. Knowl. Manag..

[5]  Heeseok Lee,et al.  Knowledge management strategy and its link to knowledge creation process , 2002, Expert Syst. Appl..

[6]  David J. Ketchen,et al.  AN ASSESSMENT OF THE USE OF STRUCTURAL EQUATION MODELING IN STRATEGIC MANAGEMENT RESEARCH , 2004 .

[7]  I. Nonaka A Dynamic Theory of Organizational Knowledge Creation , 1994 .

[8]  J. Simpson,et al.  Individual differences in sociosexuality: evidence for convergent and discriminant validity. , 1991, Journal of personality and social psychology.

[9]  Robert A Ping,et al.  On assuring valid measures for theoretical models using survey data , 2004 .

[10]  David J. Pauleen,et al.  Looking beyond knowledge sharing: an integrative approach to knowledge management culture , 2017, J. Knowl. Manag..

[11]  Georg von Krogh,et al.  Perspective - Tacit Knowledge and Knowledge Conversion: Controversy and Advancement in Organizational Knowledge Creation Theory , 2009, Organ. Sci..

[12]  I. Nonaka,et al.  The Knowledge Creating Company , 2008 .

[13]  David F. Larcker,et al.  Structural Equation Models with Unobservable Variables and Measurement Error: Algebra and Statistics: , 1981 .

[14]  B. Nooteboom Learning and Innovation in Organizations and Economies , 2000 .

[15]  Timothy J. Duggan,et al.  Writing to Learn across the Curriculum: Tools for Comprehension in Content Area Classes. , 2006 .

[16]  Bernard L. Simonin The Importance of Collaborative Know-How: An Empirical Test of the Learning Organization , 1997 .

[17]  I. Nonaka,et al.  SECI, Ba and Leadership: a Unified Model of Dynamic Knowledge Creation , 2000 .

[18]  Ingoo Han,et al.  Knowledge sharing behavior of physicians in hospitals , 2003, Expert Syst. Appl..

[19]  Mark L. Lengnick-Hall,et al.  Understanding Work and Knowledge Management from a Knowledge-in-Practice Perspective , 2013 .

[20]  Angappa Gunasekaran,et al.  Knowledge management in supply chain: An empirical study from France , 2011, J. Strateg. Inf. Syst..

[21]  Helinä Melkas,et al.  Incorporating futures research into regional knowledge creation and management , 2005 .

[22]  B. Chakravarthy,et al.  The persistence of knowledge‐based advantage: an empirical test for product performance and technological knowledge , 2002 .

[23]  Alberto Ferraris,et al.  How MNC's subsidiaries may improve their innovative performance? The role of external sources and knowledge management capabilities , 2017, J. Knowl. Manag..

[24]  A. Reichel,et al.  Identifying Performance Measures of Small Ventures—The Case of the Tourism Industry , 2005 .

[25]  Sally Davenport,et al.  The Dynamics of Technology Strategy: An Exploratory Study , 2003 .

[26]  Stefania Mariano,et al.  The role of collaborative knowledge building in the co-creation of artifacts: influencing factors and propositions , 2017, J. Knowl. Manag..

[27]  Georg von Krogh,et al.  A Note on Knowledge Creation in Open-Source Software Projects: What Can We Learn from Luhmann’s Theory of Social Systems? , 2009 .

[28]  Stefano Brusoni,et al.  Patterns of Modularization: The Dynamics of Product Architecture in Complex Systems , 2011 .

[29]  T. C. Edwin Cheng,et al.  Application of structural equation modeling to evaluate the intention of shippers to use Internet services in liner shipping , 2007, Eur. J. Oper. Res..

[30]  Rajiv Sabherwal,et al.  Organizational Knowledge Management: A Contingency Perspective , 2001, J. Manag. Inf. Syst..

[31]  K. Sengupta,et al.  Knowledge management and innovation performance in a high-tech SMEs industry , 2013 .

[32]  Amrit Tiwana,et al.  An empirical study of the effect of knowledge integration on software development performance , 2004, Inf. Softw. Technol..

[33]  Andrew Davies,et al.  The life cycle of a complex product system , 1997 .

[34]  D. S. Derue,et al.  The convergent and discriminant validity of subjective fit perceptions. , 2002, The Journal of applied psychology.

[35]  Luca Simeone,et al.  Knowledge translation mechanisms in open innovation: the role of design in R&D projects , 2017, J. Knowl. Manag..

[36]  D. Gann,et al.  Innovation in project-based, service-enhanced firms: the construction of complex products and systems , 2000 .

[37]  Ding Dong-hong Study on Schroumldinger's Cat in SECI Model and Its Theoretical Explanation , 2009 .

[38]  P. Bentler,et al.  Comparative fit indexes in structural models. , 1990, Psychological bulletin.

[39]  Peer C. Fiss,et al.  Made to Fit: How Practices Vary as They Diffuse , 2014 .

[40]  Kamal Munir,et al.  Systems of organizational sensemaking for sustained product innovation , 2000 .

[41]  U. Yeliz Eseryel IT-Enabled Knowledge Creation for Open Innovation , 2014, J. Assoc. Inf. Syst..

[42]  Aaron J. Shenhar,et al.  From low‐ to high‐tech project management , 1993 .

[43]  Kevin W. Linderman,et al.  Managing Knowledge Creation in High-Tech R&D Projects: A Multimethod Study , 2015, Decis. Sci..

[44]  Stanisław Gasik,et al.  A Model of Project Knowledge Management , 2011 .

[45]  M. Lin,et al.  Knowledge Creation and New Product Performance: The Role of Creativity , 2014 .

[46]  P. Beneito The innovative performance of in-house and contracted R&D in terms of patents and utility models , 2006 .

[47]  Brent B. Allred,et al.  Enabling Knowledge Creation: How to unlock the Mystery of Tacit Knowledge and Release the Power of Innovation , 2001 .

[48]  Yin Tao Inquiry Learning Based on Constructivism and Knowledge Creation Process of Human Individuals , 2008 .

[49]  Paul Nightingale,et al.  The product-process-organisation relationship in complex development projects , 2000 .

[50]  P. Bentler,et al.  Significance Tests and Goodness of Fit in the Analysis of Covariance Structures , 1980 .

[51]  Giuseppe Zollo,et al.  Managing large-scale science and technology projects at the edge of knowledge: the Manhattan Project as a learning organisation , 2015, Int. J. Technol. Manag..

[52]  I. Nonaka,et al.  The Concept of “Ba”: Building a Foundation for Knowledge Creation , 1998 .

[53]  E. Carayannis,et al.  Is technological learning a firm core competence, when, how and why? A longitudinal, multi-industry study of firm technological learning and market performance , 2002 .

[54]  Christine W. Soo,et al.  Knowledge Management: Philosophy, Processes, and Pitfalls , 2002 .

[55]  Michael Hobday,et al.  Technology management in complex product systems (CoPS) - ten questions answered , 1999 .

[56]  Rajiv Sabherwal,et al.  An Empirical Study of the Effect of Knowledge Management Processes at Individual, Group, and Organizational Levels , 2003, Decis. Sci..

[57]  Mikael Holmqvist,et al.  Learning in imaginary organizations: creating interorganizational knowledge , 1999 .

[58]  Magnus Klofsten,et al.  Linking Individual-Level Knowledge Sourcing to Project-Level Contributions in Large R&D-Driven Product-Development Projects , 2014 .

[59]  Don E. Kash,et al.  Patterns of innovating complex technologies: a framework for adaptive network strategies , 2000 .

[60]  Julia Müller,et al.  Knowledge Sharing between Project Teams and its Cultural Antecedents , 2012, J. Knowl. Manag..

[61]  Han Weihe Empirical study on the effect of knowledge creation at the individual and group levels , 2006 .

[62]  Ming-Tien Tsai,et al.  Entrepreneurial orientation and firm performance: The role of knowledge creation process , 2009 .

[63]  Andrea Prencipe,et al.  Breadth and depth of technological capabilities in CoPS: the case of the aircraft engine control system , 2000 .

[64]  Timothy Teo,et al.  Considering common method variance in educational technology research , 2011, Br. J. Educ. Technol..

[65]  Ulrike Schultze,et al.  Knowing What You Don't Know? Discourses and Contradictions in Knowledge Management Research , 2004 .

[66]  T. Duncan,et al.  A Communication-Based Marketing Model for Managing Relationships , 1998 .

[67]  Nancy W. Fordham,et al.  Taming the Text: Engaging and Supporting Students in Social Studies Readings , 2002 .

[68]  Chen Jin,et al.  A Qualitative Study of Inter-Organizational Knowledge Management in Complex Products and Systems Development , 2008 .

[69]  J. Brown,et al.  Knowledge and Organization: A Social-Practice Perspective , 2001 .

[70]  J. H. Steiger Structural Model Evaluation and Modification: An Interval Estimation Approach. , 1990, Multivariate behavioral research.

[71]  R. Callahan,et al.  Coordination at different stages of the product design process , 1998 .

[72]  R. Grover,et al.  From Embedded Knowledge to Embodied Knowledge: New Product Development as Knowledge Management , 1998 .

[73]  Andrea Prencipe,et al.  The Role of Knowledge Bases in Complex Product Systems: Some Empirical Evidence from the Aero Engine Industry , 1999 .

[74]  Przemyslaw Lech Managing knowledge in IT projects: a framework for enterprise system implementation , 2014, J. Knowl. Manag..

[75]  C. Fornell,et al.  Evaluating structural equation models with unobservable variables and measurement error. , 1981 .

[76]  L. Tucker,et al.  A reliability coefficient for maximum likelihood factor analysis , 1973 .

[77]  M. Hobday The Project-Based Organisation: An ideal form for managing complex products and systems? , 2000 .