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Beyond Gaussian averages: redirecting international business and management research toward extreme events and power laws

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  • Pierpaolo Andriani

    (Durham Business School, Durham, UK)

  • Bill McKelvey

    (The UCLA Anderson School of Management, Los Angeles, CA, USA)

Abstract

Practicing managers live in a world of ‘extremes’, but international business and management research is based on Gaussian statistics that rule out such extremes. On occasion, positive feedback processes among interactive data points cause extreme events characterized by power laws. They seem ubiquitous; we list 80 kinds of them – half each among natural and social phenomena. We use imposed tension and Per Bak's ‘self-organized criticality’ to argue that Pareto-based science and statistics (based on interdependence, positive feedback, scalability, (nearly) infinite variance, and emphasizing extremes) should parallel the traditional dominance of Gaussian statistics (based on independent data points, finite variance and emphasizing averages). We question quantitative journal publications depending on Gaussian statistics. The cost is inaccurate science and irrelevance to practitioners. In conclusion, no statistical findings should be accepted into business studies if they gain significance via some assumption device by which extreme events and (nearly) infinite variance are ignored. Accordingly, we suggest redirecting international business studies, and management research in general. Journal of International Business Studies (2007) 38, 1212–1230; doi:10.1057/palgrave.jibs.8400324

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  • Pierpaolo Andriani & Bill McKelvey, 2007. "Beyond Gaussian averages: redirecting international business and management research toward extreme events and power laws," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 38(7), pages 1212-1230, December.
    • Handle: RePEc:pal:jintbs:v:38:y:2007:i:7:p:1212-1230
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    as
    1. David Colander (ed.), 2000. "The Complexity Vision and the Teaching of Economics," Books, Edward Elgar Publishing, number 1955.
    2. John P. Haskell & Mark E. Ritchie & Han Olff, 2002. "Fractal geometry predicts varying body size scaling relationships for mammal and bird home ranges," Nature, Nature, vol. 418(6897), pages 527-530, August.
    3. Peter J. Buckley & Donald R. Lessard, 2010. "Regaining the Edge for International Business Research," Palgrave Macmillan Books, in: Foreign Direct Investment, China and the World Economy, chapter 2, pages 7-13, Palgrave Macmillan.
    4. Seymour Levy & Gordon Donhowe, 1962. "Exploration of a Biological Model of Industrial Organization," The Journal of Business, University of Chicago Press, vol. 35, pages 335-335.
    5. Levy, Moshe & Solomon, Sorin, 1997. "New evidence for the power-law distribution of wealth," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 242(1), pages 90-94.
    6. Hegyi, Géza & Néda, Zoltán & Augusta Santos, Maria, 2007. "Wealth distribution and Pareto's law in the Hungarian medieval society," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 380(C), pages 271-277.
    7. Alan D. Meyer & Vibha Gaba & Kenneth A. Colwell, 2005. "Organizing Far from Equilibrium: Nonlinear Change in Organizational Fields," Organization Science, INFORMS, vol. 16(5), pages 456-473, October.
    8. Geoffrey B. West & James H. Brown & Brian J. Enquist, 1997. "A General Model for the Origin of Allometric Scaling Laws in Biology," Working Papers 97-03-019, Santa Fe Institute.
    9. Réka Albert & Hawoong Jeong & Albert-László Barabási, 1999. "Diameter of the World-Wide Web," Nature, Nature, vol. 401(6749), pages 130-131, September.
    10. Carliss Y. Baldwin & Kim B. Clark, 2000. "Design Rules, Volume 1: The Power of Modularity," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262024667, December.
    11. Peter J Buckley & Pervez N Ghauri, 2004. "Globalisation, economic geography and the strategy of multinational enterprises," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 35(3), pages 255-255, May.
    12. Delli Gatti, Domenico & Di Guilmi, Corrado & Gaffeo, Edoardo & Gallegati, Mauro, 2004. "Bankruptcy as an exit mechanism for systems with a variable number of components," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 344(1), pages 8-13.
    13. Daniel M. Abrams & Steven H. Strogatz, 2003. "Modelling the dynamics of language death," Nature, Nature, vol. 424(6951), pages 900-900, August.
    14. F. Clementi & M. Gallegati, 2005. "Pareto's Law of Income Distribution: Evidence for Germany, the United Kingdom, and the United States," Papers physics/0504217, arXiv.org, revised Mar 2006.
    15. Podobnik, Boris & Fu, Dongfeng & Jagric, Timotej & Grosse, Ivo & Eugene Stanley, H., 2006. "Fractionally integrated process for transition economics," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 362(2), pages 465-470.
    16. Peter J Buckley & Martin J Carter, 2004. "A formal analysis of knowledge combination in multinational enterprises," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 35(5), pages 371-384, September.
    17. Cederman, Lars-Erik, 2003. "Modeling the Size of Wars: From Billiard Balls to Sandpiles," American Political Science Review, Cambridge University Press, vol. 97(1), pages 135-150, February.
    18. Peter J Buckley & Pervez N Ghauri, 2004. "Globalisation, economic geography and the strategy of multinational enterprises," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 35(2), pages 81-98, March.
    19. Youngki Lee & Luis A. N. Amaral & David Canning & Martin Meyer & H. Eugene Stanley, 1998. "Universal features in the growth dynamics of complex organizations," Papers cond-mat/9804100, arXiv.org.
    20. Isabelle Huault & V. Perret & S. Charreire-Petit, 2007. "Management," Post-Print halshs-00337676, HAL.
    21. Scheinkman, Jose A & Woodford, Michael, 1994. "Self-Organized Criticality and Economic Fluctuations," American Economic Review, American Economic Association, vol. 84(2), pages 417-421, May.
    22. Chaoming Song & Shlomo Havlin & Hernán A. Makse, 2005. "Self-similarity of complex networks," Nature, Nature, vol. 433(7024), pages 392-395, January.
    23. J. Myles Shaver, 1998. "Accounting for Endogeneity When Assessing Strategy Performance: Does Entry Mode Choice Affect FDI Survival?," Management Science, INFORMS, vol. 44(4), pages 571-585, April.
    24. Alfred A. Marcus & Mary L. Nichols, 1999. "On the Edge: Heeding the Warnings of Unusual Events," Organization Science, INFORMS, vol. 10(4), pages 482-499, August.
    25. Zanette, Damián H & Manrubia, Susanna C, 2001. "Vertical transmission of culture and the distribution of family names," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 295(1), pages 1-8.
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