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Examining learning strategies, creativity, and innovation at SMEs using fuzzy set Qualitative Comparative Analysis and PLS path modeling

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  • Valaei, Naser
  • Rezaei, Sajad
  • Ismail, Wan Khairuzzaman Wan

Abstract

Some degree of ambiguity and inconsistency in organizational learning capability and its outcomes still exists, especially among small and medium-sized enterprises (SMEs). This study argues that exploitative learning strategy, explorative learning strategy, improvisational creativity, and compositional creativity are several antecedents (causal conditions) of innovation as an outcome (solution) within SMEs. This study analyzes data from a survey of 206 top managers of SMEs using PLS-structural equation modelling (PLS-SEM) and fuzzy set Qualitative Comparative Analysis (fsQCA) to demonstrate innovation and its dependence on combinations of complex antecedent conditions and various alternative paths. Though the results of the PLS-SEM analysis support the hypothetical paths except explorative learning and compositional creativity; the fsQCA findings indicate conditional support for the proposed antecedents and outcomes except explorative learning and exploitative learning. Furthermore, the complex solutions of the fsQCA analysis indicate that five combinations sufficiently explain innovation.

Suggested Citation

  • Valaei, Naser & Rezaei, Sajad & Ismail, Wan Khairuzzaman Wan, 2017. "Examining learning strategies, creativity, and innovation at SMEs using fuzzy set Qualitative Comparative Analysis and PLS path modeling," Journal of Business Research, Elsevier, vol. 70(C), pages 224-233.
  • Handle: RePEc:eee:jbrese:v:70:y:2017:i:c:p:224-233
    DOI: 10.1016/j.jbusres.2016.08.016
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    as
    1. Wang, Chao-Hung & Hsu, Li-Chang, 2014. "Building exploration and exploitation in the high-tech industry: The role of relationship learning," Technological Forecasting and Social Change, Elsevier, vol. 81(C), pages 331-340.
    2. Dusya Vera & Mary Crossan, 2005. "Improvisation and Innovative Performance in Teams," Organization Science, INFORMS, vol. 16(3), pages 203-224, June.
    3. Karl E. Weick, 1998. "Introductory Essay—Improvisation as a Mindset for Organizational Analysis," Organization Science, INFORMS, vol. 9(5), pages 543-555, October.
    4. Magni, Massimo & Proserpio, Luigi & Hoegl, Martin & Provera, Bernardino, 2009. "The role of team behavioral integration and cohesion in shaping individual improvisation," Research Policy, Elsevier, vol. 38(6), pages 1044-1053, July.
    5. Armstrong, J. Scott & Overton, Terry S., 1977. "Estimating Nonresponse Bias in Mail Surveys," MPRA Paper 81694, University Library of Munich, Germany.
    6. Stephen Ko & John E. Butler, 2006. "Prior knowledge, bisociative mode of thinking and entrepreneurial opportunity identification," International Journal of Entrepreneurship and Small Business, Inderscience Enterprises Ltd, vol. 3(1), pages 3-16.
    7. Tamayo-Torres, Javier & Gutierrez-Gutierrez, Leopoldo & Ruiz-Moreno, Antonia, 2014. "The relationship between exploration and exploitation strategies, manufacturing flexibility and organizational learning: An empirical comparison between Non-ISO and ISO certified firms," European Journal of Operational Research, Elsevier, vol. 232(1), pages 72-86.
    8. Little, Roderick J A, 1988. "Missing-Data Adjustments in Large Surveys: Reply," Journal of Business & Economic Statistics, American Statistical Association, vol. 6(3), pages 300-301, July.
    9. Vizcaíno, Marcos & Chousa, Juan P., 2016. "Analyzing the influence of the funds' support on Tobin's q using SEM and fsQCA," Journal of Business Research, Elsevier, vol. 69(6), pages 2118-2124.
    10. Gebauer, Heiko & Worch, Hagen & Truffer, Bernhard, 2012. "Absorptive capacity, learning processes and combinative capabilities as determinants of strategic innovation," European Management Journal, Elsevier, vol. 30(1), pages 57-73.
    11. Woodside, Arch G., 2014. "Embrace•perform•model: Complexity theory, contrarian case analysis, and multiple realities," Journal of Business Research, Elsevier, vol. 67(12), pages 2495-2503.
    12. Kristijan Breznik, 2016. "Using social network analysis to identify innovation clusters," International Journal of Innovation and Learning, Inderscience Enterprises Ltd, vol. 19(3), pages 272-285.
    13. James G. March, 1991. "Exploration and Exploitation in Organizational Learning," Organization Science, INFORMS, vol. 2(1), pages 71-87, February.
    14. Sree Nilakanta & Richard W. Scamell, 1990. "The Effect of Information Sources and Communication Channels on the diffusion of Innovation in a Data Base Development Environment," Management Science, INFORMS, vol. 36(1), pages 24-40, January.
    15. Miguel Pina E. Cunha & Ken Kamoche & Rita Campos E. Cunha, 2003. "Organizational Improvisation and Leadership - A Field Study in Two Computer-Mediated Settings," International Studies of Management & Organization, Taylor & Francis Journals, vol. 33(1), pages 34-57, January.
    16. Little, Roderick J A, 1988. "Missing-Data Adjustments in Large Surveys," Journal of Business & Economic Statistics, American Statistical Association, vol. 6(3), pages 287-296, July.
    17. Philip H. Mirvis, 1998. "Variations on a Theme—Practice Improvisation," Organization Science, INFORMS, vol. 9(5), pages 586-592, October.
    18. Mary M. Crossan, 1998. "Improvisation in Action," Organization Science, INFORMS, vol. 9(5), pages 593-599, October.
    19. Mun Y. Yi & Fred D. Davis, 2003. "Developing and Validating an Observational Learning Model of Computer Software Training and Skill Acquisition," Information Systems Research, INFORMS, vol. 14(2), pages 146-169, June.
    20. Robert R. Wiggins & Timothy W. Ruefli, 2005. "Schumpeter's ghost: Is hypercompetition making the best of times shorter?," Strategic Management Journal, Wiley Blackwell, vol. 26(10), pages 887-911, October.
    21. Sternberg, Robert J., 2004. "Successful intelligence as a basis for entrepreneurship," Journal of Business Venturing, Elsevier, vol. 19(2), pages 189-201, March.
    Full references (including those not matched with items on IDEAS)

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