ASSIMILATION PATTERNS IN THE USE OF ADVANCED MANUFACTURING TECHNOLOGIES IN SMES: EXPLORING THEIR EFFECTS ON PRODUCT INNOVATION PERFORMANCE

Manufacturing small and medium-sized enterprises (SMEs) are more and more adopting advanced manufacturing technologies (AMT) aimed at fostering product innovation process, improving product quality, streamlining the production process, and gaining productivity. In this study, we analyze the relationship between AMT proficiency levels in manufacturing SMEs and product innovation performance. Using data from 616 manufacturing SMEs, and considering a wide range of various AMT (20 different types of AMT grouped into 5 categories), we derived three AMT assimilation patterns through a cluster analysis procedure combining hierarchical and non-hierarchical clustering algorithms. The analysis of the relationship between AMT assimilation patterns and product innovation performance shows a rather unexpected picture: in spite of the existence of clearly distinct patterns of AMT assimilation, we find no significant relationship between any pattern and product innovation performance. Instead, we find the organizational and environmental context of SMEs to be more determinant for product innovation performance than any of the AMT assimilation patterns. From a practical point of view, this study indicates that manufacturing SMEs managers interested in fostering their innovation capabilities through AMT assimilation need to be aware of the contingency effects of their organizational size, age, and sector of activity.

[1]  M. S. Díaz,et al.  A view of developing patterns of investment in AMT through empirical taxonomies: new evidence , 2003 .

[2]  Louis Raymond,et al.  Manufacturing Strategy and Business Strategy in Medium-Sized Enterprises: Performance Effects of Strategic Alignment , 2009, IEEE Transactions on Engineering Management.

[3]  George Mangalaraj,et al.  Are We Wielding this Hammer Correctly? A Reflective Review of the Application of Cluster Analysis in Information Systems Research , 2011, J. Assoc. Inf. Syst..

[4]  Mario Bourgault,et al.  Linking manufacturing improvement programs to the competitive priorities of Canadian SMEs , 2003 .

[5]  Amrik S. Sohal,et al.  Adoption framework for advanced manufacturing technologies , 2006 .

[6]  T. Paksoy,et al.  An empirical investigation of advanced manufacturing technology investment patterns: Evidence from a developing country , 2013 .

[7]  Louis D. Marino,et al.  Doing More with Less: The Disordinal Implications of Firm Age for Leveraging Capabilities for Innovation Activity* , 2011 .

[8]  Tritos Laosirihongthong,et al.  Competitive manufacturing strategy: an application of quality management practices to advanced manufacturing technology implementation , 2004 .

[9]  Rosanna Garcia,et al.  A critical look at technological innovation typology and innovativeness terminology: a literature review , 2002 .

[10]  S. Laforet.  Organizational innovation outcomes in SMEs: Effects of age, size, and sector , 2013 .

[11]  David Bennett,et al.  Advanced Manufacturing Technology Adoption in Developing Countries: The Role of Buyer-Supplier Relationships , 2009 .

[12]  Elena Huergo,et al.  How Does Probability of Innovation Change with Firm Age? , 2004 .

[13]  S. G. Deshmukh,et al.  Advanced manufacturing technology implementation: Evidence from Indian small and medium enterprises (SMEs) , 2005 .

[14]  Andrew Thomas,et al.  Applying lean six sigma in a small engineering company – a model for change , 2008 .

[15]  Naomi J. Brookes,et al.  The Precursors and Impacts of BSR on AMT Acquisition and Implementation , 2009, IEEE Transactions on Engineering Management.

[16]  A. Acock.  Working With Missing Values , 2005 .

[17]  Erhan Bozdag,et al.  The impact of AMT practices on firm performance in manufacturing SMEs , 2009 .

[18]  Louis Raymond,et al.  Operations management and advanced manufacturing technologies in SMEs , 2005 .

[19]  Morgan Swink,et al.  Patterns of Advanced Manufacturing Technology Utilization and Manufacturing Capabilities , 2009 .

[20]  Chris W. Clegg,et al.  THE IMPACT OF HUMAN RESOURCE AND OPERATIONAL MANAGEMENT PRACTICES ON COMPANY PRODUCTIVITY: A LONGITUDINAL STUDY , 2008 .

[21]  Darshak A. Desai.  Cost of quality in small- and medium-sized enterprises: case of an Indian engineering company , 2008 .

[22]  Yiannis E. Spanos,et al.  Antecedents and trajectories of AMT adoption: The case of Greek manufacturing SMEs , 2009 .

[23]  Louis Raymond,et al.  Impact of an ERP system’s capabilities upon the realisation of its business value: a resource-based perspective , 2012, Information Technology and Management.

[24]  Louis Raymond,et al.  Enabling the strategic development of SMEs through advanced manufacturing systems: A configurational perspective , 2006, Ind. Manag. Data Syst..

[25]  Edson Pinheiro de Lima,et al.  Identifying organizational requirements for the implementation of Advanced Manufacturing Technologies (AMT) , 2012 .

[26]  P. Swamidass,et al.  Strategy, advanced manufacturing technology and performance: empirical evidence from U.S. manufacturing firms , 2000 .

[27]  N. Balasubramanian,et al.  Firm Age and Innovation , 2007 .

[28]  Ram Narasimhan,et al.  Process-technology fit and its implications for manufacturing performance , 2001 .

[29]  Mark A. Vonderembse,et al.  Achieving flexible manufacturing competence: The roles of advanced manufacturing technology and operations improvement practices , 2006 .

[30]  Louis Raymond,et al.  Innovation Capability and Performance Of Manufacturing SMEs: The Paradoxical Effect of IT Integration , 2013, J. Organ. Comput. Electron. Commer..

[31]  Malcolm Patterson,et al.  Integrated manufacturing, empowerment, and company performance , 2004 .

[32]  Edgar Acuña,et al.  The Treatment of Missing Values and its Effect on Classifier Accuracy , 2004 .

[33]  K. Ghani,et al.  Impact of advanced manufacturing technology on organizational structure , 2002 .

[34]  Atul Gupta,et al.  Firms using advanced manufacturing technology management: an empirical analysis based on size , 2001 .

[35]  Michael H. Small,et al.  Planning, justifying and installing advanced manufacturing technology: a managerial framework , 2007 .

[36]  Kenneth K. Boyer,et al.  Factors impacting AMT implementation: an integrative and controlled study , 2002 .

[37]  Réjean Landry,et al.  Lessons from Innovation Empirical Studies in the Manufacturing Sector: A Systematic Review of the Literature from 1993-2003 , 2006 .

[38]  Vic Hasselblad,et al.  Can one assess whether missing data are missing at random in medical studies? , 2006, Statistical methods in medical research.

[39]  Arun Rai,et al.  Intermediate Performance Impacts of Advanced Manufacturing Technology Systems: An Empirical Investigation* , 1999 .

[40]  Jaume Franquesa,et al.  Organizational Slack and Information Technology Innovation Adoption in SMEs , 2009, Int. J. E Bus. Res..

[41]  Varun Grover,et al.  Types of Information Technology Capabilities and Their Role in Competitive Advantage: An Empirical Study , 2005, J. Manag. Inf. Syst..

[42]  G. Tyge Payne.  Examining Configurations and Firm Performance in a Suboptimal Equifinality Context , 2006, Organ. Sci..

[43]  M. Fulton,et al.  Managing advanced manufacturing technology (AMT) implementation in manufacturing SMEs , 2010 .

[44]  David J. Ketchen,et al.  THE APPLICATION OF CLUSTER ANALYSIS IN STRATEGIC MANAGEMENT RESEARCH: AN ANALYSIS AND CRITIQUE , 1996 .

[45]  H Faisal.M..  Advanced Manufacturing Technology Implementation On Industries , 2013 .

[46]  L. Raymond,et al.  Antecedents and performance outcomes of advanced manufacturing systems sophistication in SMEs , 2005 .

[47]  Robert Drazin,et al.  Equifinality: Functional Equivalence in Organization Design , 1997 .

[48]  J. Schafer,et al.  Missing data: our view of the state of the art. , 2002, Psychological methods.

[49]  A. Thomas,et al.  Characterizing SME migration towards advanced manufacturing technologies , 2012 .

[50]  G. Leong,et al.  A comparative study of advanced manufacturing technology and manufacturing infrastructure investments in Singapore and Sweden , 2009 .

[51]  Prasanna Tambe,et al.  The Productivity of Information Technology Investments: New Evidence from IT Labor Data , 2011, Inf. Syst. Res..

[52]  D. Third.  OECD/Eurostat . Oslo Manual-Guidelines for Collecting and Interpreting Technological Innovation Paris, France: , 2005 .

[53]  L. Lefebvre,et al.  Intangible assets as determinants of advanced manufacturing technology adoption in SME's: toward an evolutionary model , 1996 .

[54]  Jong-min Choe,et al.  Impact of management accounting information and AMT on organizational performance , 2004, J. Inf. Technol..