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Capturing heterogeneity and PLS-SEM prediction ability: Alliance governance and innovation

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  • Ratzmann, Martin
  • Gudergan, Siegfried P.
  • Bouncken, Ricarda

Abstract

Whether the uses of PLS-SEM latent interaction effect (PLS-LIE), PLS prediction-oriented segmentation (PLS-POS), or PLS-PATHMOX approaches improve prediction ability remains unclear. The present study draws on holdout sample estimations to assess prediction ability for the three approaches. The illustrative empirical model focuses on examining the differences in innovation outcomes that coopetive alliances produce, in which three governance factors may affect the structural model parameter estimates reflecting these differences. The findings suggest improvements in prediction ability with the use of PLS-LIE and PLS-POS but not for PLS-PATHMOX.

Suggested Citation

  • Ratzmann, Martin & Gudergan, Siegfried P. & Bouncken, Ricarda, 2016. "Capturing heterogeneity and PLS-SEM prediction ability: Alliance governance and innovation," Journal of Business Research, Elsevier, vol. 69(10), pages 4593-4603.
    • Handle: RePEc:eee:jbrese:v:69:y:2016:i:10:p:4593-4603
    DOI: 10.1016/j.jbusres.2016.03.051
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    1. Esposito Vinzi, Vincenzo & Ringle, Christian M. & Squillacciotti, Silvia & Trinchera, Laura, 2007. "Capturing and Treating Unobserved Heterogeneity by Response Based Segmentation in PLS Path Modeling. A Comparison of Alternative Methods by Computational Experiments," ESSEC Working Papers DR 07019, ESSEC Research Center, ESSEC Business School.
    2. Oliver E. Williamson, 1991. "Strategizing, economizing, and economic organization," Strategic Management Journal, Wiley Blackwell, vol. 12(S2), pages 75-94, December.
    3. Marko Sarstedt & Christian Ringle, 2010. "Treating unobserved heterogeneity in PLS path modeling: a comparison of FIMIX-PLS with different data analysis strategies," Journal of Applied Statistics, Taylor & Francis Journals, vol. 37(8), pages 1299-1318.
    4. Carsten Hahn & Michael D. Johnson & Andreas Herrmann & Frank Huber, 2002. "Capturing Customer Heterogeneity Using A Finite Mixture Pls Approach," Schmalenbach Business Review (sbr), LMU Munich School of Management, vol. 54(3), pages 243-269, July.
    5. Ricarda Bouncken & Johanna Gast & Sascha Kraus & Marcel Bogers, 2015. "Coopetition: a systematic review, synthesis, and future research directions," Post-Print hal-02018068, HAL.
    6. Ricarda Bouncken & Johanna Gast & Sascha Kraus & Marcel Bogers, 2015. "Coopetition: a systematic review, synthesis, and future research directions," Post-Print hal-02945341, HAL.
    7. Belderbos, Rene & Carree, Martin & Lokshin, Boris, 2004. "Cooperative R&D and firm performance," Research Policy, Elsevier, vol. 33(10), pages 1477-1492, December.
    8. John Hagedoorn & Geerte Hesen, 2007. "Contract Law and the Governance of Inter‐Firm Technology Partnerships – An Analysis of Different Modes of Partnering and Their Contractual Implications," Journal of Management Studies, Wiley Blackwell, vol. 44(3), pages 342-366, May.
    9. Akbar Zaheer & Bill McEvily & Vincenzo Perrone, 1998. "Does Trust Matter? Exploring the Effects of Interorganizational and Interpersonal Trust on Performance," Organization Science, INFORMS, vol. 9(2), pages 141-159, April.
    10. Marko Sarstedt & Jan-Michael Becker & Christian M. Ringle & Manfred Schwaiger, 2011. "Uncovering and Treating Unobserved Heterogeneity with FIMIX-PLS: Which Model Selection Criterion Provides an Appropriate Number of Segments?," Schmalenbach Business Review (sbr), LMU Munich School of Management, vol. 63(1), pages 34-62, January.
    11. Jochen Schweitzer & Siegfried P. Gudergan, 2011. "Contractual complexity, governance and organisational form in alliances," International Journal of Human Rights and Constitutional Studies, Inderscience Enterprises Ltd, vol. 2(1/2), pages 26-40.
    12. Belderbos, Rene & Carree, Martin & Lokshin, Boris, 2004. "Cooperative R&D and firm performance," Research Policy, Elsevier, vol. 33(10), pages 1477-1492, December.
    13. Wang, Longwei & Yeung, Jeff Hoi Yan & Zhang, Min, 2011. "The impact of trust and contract on innovation performance: The moderating role of environmental uncertainty," International Journal of Production Economics, Elsevier, vol. 134(1), pages 114-122, November.
    14. Jörg Henseler & Marko Sarstedt, 2013. "Goodness-of-fit indices for partial least squares path modeling," Computational Statistics, Springer, vol. 28(2), pages 565-580, April.
    15. Seung Ho Park & Michael V. Russo, 1996. "When Competition Eclipses Cooperation: An Event History Analysis of Joint Venture Failure," Management Science, INFORMS, vol. 42(6), pages 875-890, June.
    16. Bouncken, Ricarda B. & Pesch, Robin & Gudergan, Siegfried P., 2015. "Strategic embeddedness of modularity in alliances: Innovation and performance implications," Journal of Business Research, Elsevier, vol. 68(7), pages 1388-1394.
    17. Cynthia Hardy & Nelson Phillips, 1998. "Strategies of Engagement: Lessons from the Critical Examination of Collaboration and Conflict in an Interorganizational Domain," Organization Science, INFORMS, vol. 9(2), pages 217-230, April.
    18. Bayona, Cristina & Garcia-Marco, Teresa & Huerta, Emilio, 2001. "Firms' motivations for cooperative R&D: an empirical analysis of Spanish firms," Research Policy, Elsevier, vol. 30(8), pages 1289-1307, October.
    19. Peter Ebbes & Dominik Papies & Harald J. van Heerde, 2011. "The Sense and Non-Sense of Holdout Sample Validation in the Presence of Endogeneity," Marketing Science, INFORMS, vol. 30(6), pages 1115-1122, November.
    20. John Hulland, 1999. "Use of partial least squares (PLS) in strategic management research: a review of four recent studies," Strategic Management Journal, Wiley Blackwell, vol. 20(2), pages 195-204, February.
    21. Gudergan, Siegfried P. & Devinney, Timothy M. & Susan Ellis, R., 2016. "Cooperation and compliance in non-equity alliances," Journal of Business Research, Elsevier, vol. 69(5), pages 1759-1764.
    22. Bouncken, Ricarda B. & Kraus, Sascha, 2013. "Innovation in knowledge-intensive industries: The double-edged sword of coopetition," Journal of Business Research, Elsevier, vol. 66(10), pages 2060-2070.
    23. Ricarda B. Bouncken & Viktor Fredrich, 2012. "Coopetition: Performance Implications And Management Antecedents," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 16(05), pages 1-28.
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