Cited by 195Entrepreneurship Studies and InfluencesFirm Innovation and GrowthPrivate Equity and Venture Capital

Power law distributions in entrepreneurship: Implications for theory and research

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Crawford, G. Christopher, Aguinis, Herman, Lichtenstein, Benyamin, Davidsson, Per, McKelvey, Bill·2015·Journal of Business Venturing

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  • Complex systems approaches are more equipped to deal with non-Gaussian distributions that dominate ecosystem characteristics, despite the widespread use of Gaussian approaches.

    “Furthermore, complex systems approaches are more equipped to deal with non-­ Gaussian distributions that dominate ecosystem characteristics, despite the widespread use of Gaussian approaches ( Crawford et al., 2015).”

    From Toward an Entrepreneurial Ecosystem Research Program (2022) · cites this paper as Crawford et al., 2015

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  1. Abul-Magd, A.Y., 2002. Wealth distribution in an ancient Egyptian society. Physical Review E 66(5) 057104.
  2. Aguinis, H., Joo, H., 2015. Debunking myths and urban legends about how to identify influential outliers. In: C.E. Lance and R.J. Vandenberg (Eds.), More statistical and methodological myths and urban legends. New York: Routledge. pp. 206-223.
  3. Aguinis, H., Lawal, S.O., 2012. Conducting field experiments using eLancing's natural environment. Journal of Business Venturing 27(4) 493-505.
  4. Aguinis, H., E. O'Boyle, E. Gonzalez-Mule, H. Joo. In press. Cumulative advantage: Conductors and insulators of heavy-tailed productivity distributions and productivity stars. Personnel Psychology.
  5. Aldrich, H.E., Kim, P., 2007. Small worlds, infinite possibilities? How social networks affect entrepreneurial team formation and search. Strategic Entrepreneurship Journal 1(1-2) 147-166.
  6. Aldrich, H.E., Ruef, M., 2006. Organizations Evolving, 2nd ed. Sage Publications, London.
  7. Alvarez, S.A., Barney, J.B., 2007. Discovery and Creation: Alternative Theories of Entrepreneurial Action. Strategic Entrepreneurship Journal 1(1-2) 11-27.
  8. Andriani, P., McKelvey, B., 2007. Beyond gaussian averages: Redirecting international business and management research toward extreme events and power laws. Journal of International Business Studies 38(7) 1212-1230.
  9. Amezcua, A., Grimes, M., Bradley, S., Wiklund, J., 2013. Organizational sponsorship and founding environments: A contingency view on the survival of business incubated firms, 1994-2007. Academy of Management Journal 56(6) 1628-1654
  10. Arend, R.J. 2014. Promises, premises... An alternative view on the effects of the Shane and Venkataraman 2000 AMR note. Journal of Management Inquiry 23(1) 38-50.
  11. Arshed, N., Carter, S., Mason, C., 2014. The ineffectiveness of entrepreneurship policy: Is policy to blame? Small Business Economics. DOI: 10.1007/s11187-014-9554-8. · DOI
  12. Arthur, B. 1988. Self-reinforcing mechanisms in economics. In: P. Anderson, K. Arrow, D. Pines (Eds.) The economy as an evolving complex system. New York: Wiley. pp. 9-33.
  13. Bacharach, S.B. 1989. Organizational theories: Some criteria for evaluation. Academy of Management Review 14(4) 496-515.
  14. Baker, T., Nelson, R.E., 2005. Creating something from nothing: Resource construction through entrepreneurial bricolage. Administrative Science Quarterly 50(3) 329-366.
  15. Bar-Yam, Y., 1997. Dynamics of complex systems. Addison-Wesley, Reading, MA.
  16. Baron, R., 2004. The cognitive perspective: A valuable tool for answering entrepreneurship's basic "why?" questions. Journal of Business Venturing 19(2) 221-240.
  17. Bhide, A., 2000. The origin and evolution of new businesses. Oxford University Press.
  18. Boisot, M., McKelvey, B., 2010. Integrating modernist and postmodernist perspectives on organizations: A complexity science bridge. The Academy of Management Review 35(3) 415-433.
  19. Burt, R.S., 1997. The contingent value of social capital. Administrative Science Quarterly 42(2) 339-361.
  20. Carniero, R., 1987. The evolution of complexity in human societies and its mathematical expression. International Journal of Comparative Sociology 28(1) 111-128
  21. Cassar, G., 2014. Industry and startup experience on entrepreneur forecast performance in new firms. Journal of Business Venturing 29(1) 137-151.
  22. Chandler, G., McKelvie, A., Davidsson, P., 2009. Asset specificity and behavioral uncertainty as moderators of the sales growth: Employment growth relationship in emerging ventures. Journal of Business Venturing 24(4) 373-387.
  23. Chiles, T.H., Vultee, D.M., Gupta, V.K., Greening, D.W., Tuggle, C.S., 2010b. The philosophical foundations of a radical Austrian approach to entrepreneurship. Journal of Management Inquiry 19(2) 138-164.
  24. Clauset, A., Shalizi, C.R., Newman, M.E.J., 2009. Power-law distributions in empirical data. SIAM Review 51(4) 661-703.
  25. Cooper, A., Gimeno-Gascon, F.J., Woo, C., 1994. Initial human and financial capital as predictors of new venture performance. Journal of Business Venturing 9(5) 371-396.
  26. Cornelissen, J.P., Durand, R., 2013. More than just novelty: Conceptual blending and causality. Academy of Management Review 37(1) 152-154.
  27. Crawford, G.C., McKelvey, B., Lichtenstein, B., 2014. The empirical reality of entrepreneurship: How power law distributed outcomes call for new theory and method. Journal of Business Venturing Insights 1(1-2) 3-7.
  28. Davidsson, P., 2004. Researching Entrepreneurship. Springer, New York.
  29. Davidsson, P., Gordon, S.R., 2012. Panel studies of new venture creation: a methods-focused review and suggestions for future research. Small Business Economics 39(4) 853-876.
  30. Davidsson, P., Steffens, P., Fitzsimmons, J., 2009. Growing profitable or growing from profits? Putting the horse in front of the cart? Journal of Business Venturing, 24: 388-206.
  31. Davis, J.P., Eisenhardt, K.M., Bingham, C.B., 2007. Developing theory through simulation methods. Academy of Management Review 32(2) 480-499.
  32. Delmar, F., 1997. Measuring growth: Methodological considerations and empirical results. In R. Donckels and A. Miettinen (Eds.) Entrepreneurship and SME research: On its way to the next millennium. Aldershot, UK and Brookfield, VA: Ashgate, pp. 199-216.
  33. Delmar, F., Davidsson, P., Gartner, W.B., 2003. Arriving at the high-growth firm. Journal of Business Venturing 18(2) 189-216.
  34. Delmar, F., Shane, S., 2004. Legitimating first: organizing activities and the survival of new ventures. Journal of Business Venturing 19(3) 385-410.
  35. DesRoches, D., Robb, A., Mulcahy, T., 2009. Kauffman Firm Survey (KFS) -Baseline/first/second follow-ups: Study Metadata Documentation. SSRN eLibrary.
  36. Eckhardt, J.T., Shane, S., 2003. Opportunities and entrepreneurship. Journal of Management 29(3) 333- 349.
  37. Eisenhardt, K., Graebner, M., 2007. Theory building from cases: opportunities and challenges. Academy of Management Journal 50(1) 25-32.
  38. Fleming, L., 2007. Breakthroughs and the 'long tail' of innovation. MIT Sloan Management Review 49(1) 68-74.
  39. Fleming, L., Sorenson, O., 2004. Science as a map in technological search. Strategic Management Journal 25(8-9) 909-928.
  40. Flier, B., Van Den Bosch, F., Volberda, H., 2003. Co-evolution in strategic renewal behaviour of British, Dutch and French financial incumbents: Interaction of environmental selection, institutional effects and managerial intentionality. Journal of Management Studies 40(8) 2163-2187.
  41. Ganco, M., Agarwal, R., 2009. Performance differentials between diversifying entrants and entrepreneurial start-ups: A complexity approach. Academy of Management Review 34(2) 228-253.
  42. Gartner, W.B., 1988. "Who is an entrepreneur?" is the wrong question. American Small Business Journal 12(4) 11-31.
  43. Gartner, W.B., 1990. What are we talking about when we are talking about entrepreneurship? Journal of Business Venturing 5(1) 15-28.
  44. Gartner, W.B., Shaver, K.G., Carter, N.M., Reynolds, P.D., (Eds.), 2004. Handbook of Entrepreneurial Dynamics: The Process of Business Creation. Sage Publications, Thousand Oaks, CA.
  45. Gell-Mann, M., 1988. The Concept of the Institute. D. Pines, ed. Emerging Synthesis in Science. Addison-Wesley, Boston, MA, 1-15.
  46. Godfrey, P.C., Merrill, C.B., Hansen, J.M., 2009. The relationship between corporate social responsibility and shareholder value: An empirical test of the risk management hypothesis. Strategic Management Journal 30(4) 425-445.
  47. Granovetter, M., 1978. Threshold models of collective behavior. American Journal of Sociology 83 1420- 1443.
  48. Granovetter, M., Soong, R., 1986. Threshold models of interpersonal effects in consumer demand. Journal of Economic Behavior and Organization 7 83-100.
  49. Gulati, R., Higgins, M.C., 2003. Which ties matter when? The contingent effects of interorganizational partnerships on IPO success. Strategic Management Journal 24(2) 127-144.
  50. Heinsalu, E., Patriarca, M., 2014. Kinetic models of immediate exchange.The European Physical Journal B 87(8) 1-10.
  51. Hmieleski, K.M., Corbett, A.C., 2008. The contrasting interaction effects of improvisational behavior with entrepreneurial self-efficacy on new venture performance and entrepreneur work satisfaction. Journal of Business Venturing 23(4) 482-496.
  52. Hopp, C., Sondereggger, R., 2014. Understanding the dynamics of nascent entrepreneurship--Prestart experience, Intentions, and Entrepreneurial success. Journal of Small Business Management. DOI: 10.1111/isbm.12107 · DOI
  53. Kaufmann, P.J., Dant, R.P., 1999. Franchising and the discipline of entrepreneurship research. Journal of Business Venturing 14(1) 5-16.
  54. Kreiser, P.M., Patel, P.C., Fiet, J., 2013 The influence of changes in social capital on firm-founding activities. Entrepreneurship Theory and Practice 37(3) 539-568. doi: 10.1111/etap.12039 · DOI
  55. Lichtenstein, B., 2000. Emergence as a process of self-organizing: New assumptions and insights from the study of non-linear dynamic systems. Journal of Organizational Change Management 13(6) 526- 544.
  56. Lichtenstein, B., 2014. Generative Emergence: A New Discipline of Organizational, Entrepreneurial, and Social Innovation. New York: Oxford University Press.
  57. Lichtenstein, B., Carter, N., Dooley, K., Gartner, W.B., 2007. Complexity dynamics of nascent entrepreneurship. Journal of Business Venturing 22(2) 236-261.
  58. Lockett, A., Wiklund, J., Davidsson, P., Girma, S., 2011. Organic and acquisitive growth: Re-examining, testing and extending Penrose's growth theory. Journal of Management Studies 48(1) 48-74.
  59. Lomi, A., Larsen, E., Wezel, F., 2010. Getting there: Exploring the role of expectations and preproduction delays in processes of organizational founding. Organization Science 21(1) 132-149.
  60. Macy, M., 1991. Chains of cooperation: Threshold effects in collective action. American Sociological Review 56 730-747.
  61. McKelvey, B., 2004a. Toward a complexity science of entrepreneurship. Journal of Business Venturing 19(3) 313-341.
  62. McKelvey, B., 2004b. Toward a 0th law of thermodynamics: Order-creation complexity dynamics from physics and biology to bioeconomics. Journal of Bioeconomics 6(1) 65-96.
  63. McKelvey, B., 2012. Fixing the UK's economy. In: J. McGlade, M. Strathern, K. Richardson (Eds.) Complexity in human and natural systems Litchfield Park: ISCE Publishing.
  64. McMullen, J.S., Dimov, D., 2013. Time and the entrepreneurial journey: The problems and promise of studying entrepreneurship as a process. Journal of Management Studies 50(8) 1481-1512.
  65. McMullen, J.S., Shepherd, D.A., 2006. Entrepreneurial action and the role of uncertainty in the theory of the entrepreneur. Academy of Management Review 31(1) 132-152.
  66. Mok, A.L., van den Tillaart, H., 1990. Farmers and small businessmen: A comparative analysis of their careers and occupational orientation. In R. Donckels & A. Miettinen (Eds.), New Findings and Perspectives in Entrepreneurship (pp. 203-230). Aldershot, UK: Avebury.
  67. Nahapiet, J., Ghoshal, S., 1998. Social capital, intellectual capital, and the organizational advantage. Academy of Management Review 23(2) 242-266.
  68. Newbert, S.L., Tornikoski, E.T., Quigley, N.R., 2013. Exploring the evolution of supporter networks in the creation of new organizations. Journal of Business Venturing 28(2) 281-298.
  69. Ning, D., You-Gui, W., 2007. Power-law tail in the Chinese wealth distribution. Chinese Physics Letters 24(8) 2434-2436.
  70. Parker, S.C., 2009. The Economics of Entrepreneurship. New York, NY: Cambridge University Press
  71. Pierce, J. R., Aguinis, H., 2013. The too-much-of-a-good-thing effect in management. Journal of Management 39(2) 313-338.
  72. Pimm, S., 1982. Food Webs. 2 nd edition. University of Chicago Press.
  73. Poole, M.S., Van de Ven, A.H., Dooley, K., Holmes, M.M., 2000. Organizational change and innovation processes: Theory and methods for research. Oxford University Press, New York.
  74. Powell, T.C., 2003. Varieties of competitive parity. Strategic Management Journal 24(1) 61-86.
  75. Rand, W.M., Rust, R.T., 2011. Agent-based modeling in marketing: Guidelines for rigor. International Journal of Research in Marketing 28(3) 181-193.
  76. Shane, S., 2008. The Illusions of Entrepreneurship: The Costly Myths that Entrepreneurs, Investors, and Policy Makers Live By. Yale University Press, New Haven and London.
  77. Shane S., 2012. Reflections on the 2010 AMR decade award: Delivering on the promise of entrepreneurship as a field of research. Academy of Management Review 37(1) 10-20.
  78. Shepherd, D.A., Sutcliffe, K.M., 2011. Inductive top-down theorizing: A source of new theories of organization. Academy of Management Review 36(2) 361-380.
  79. Simon, H.A., 1962. New developments in the theory of the firm. The American Economic Review (May) 1-15.
  80. Simon, H.A., 1968. On judging the plausibility of theories. In: v. Rootselaar, Staal, (Eds.) Logic, methodology and philosophy of sciences III. North-Holland, Amsterdam.
  81. Slevin, D.P., Covin, J.G., 1997. Strategy formation patterns, performance, and the significance of context. Journal of Management 23(2) 189-209.
  82. Sornette, D., 2006. Critical phenomena in natural sciences: Chaos, fractals, self-organization, and disorder: Concepts and tools. Berlin: Springer-Verlag.
  83. Stevenson, H., Harmeling, S., 1990. Entrepreneurial management's need for a more 'chaotic' theory. Journal of Business Venturing 5(1) 1-14.
  84. Van de Ven, A.H., Engleman, R.M., 2004. Event-and outcome-driven explanations of entrepreneurship. Journal of Business Venturing 19(3) 343-358.
  85. Venkataraman, S., 1997. The distinctive domain of entrepreneurship research: An editor's perspective. In: J. Katz & J. Brockhaus (Eds.), Advances in Entrepreneurship, Firm Emergence, and Growth (Vol. 3). Greenwich: JAI Press. pp. 119-138.
  86. West, B, Deering, B., 1995. The lure of modern science: Fractal thinking. World Scientific; Singapore.
  87. Wiklund, J., Shepherd, D.A., 2003. Aspiring for, and achieving growth: The moderating role of resources and opportunities. Journal of Management Studies 40(8) 1911-1941.
  88. Zanini, M., 2008. Using power curves to assess industry dynamics. McKinsey Quarterly (November) 1-5.

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Authors
Crawford, G. C., Aguinis, H., Lichtenstein, B., Davidsson, P., & McKelvey, B.
Affiliations
  • Ohio University (US)
  • Indiana University Bloomington (US)
  • University of Massachusetts Boston (US)
  • Queensland University of Technology (AU)
  • Kedge Business School (FR)
Corresponding author
Crawford, G. Christopher
Venue
Journal of Business Venturing
Publisher
Elsevier BV
Published
2015-09
Volume
30
Issue
5
Pages
696-713
ISSN
0883-9026 (ISSN-L)
OpenAlex
W2069213302
Cited by
195
References
5
Citations by year
2026: 15 · 2025: 26 · 2024: 19 · 2023: 28 · 2022: 20 · 2021: 18 · 2020: 13 · 2019: 14 · 2018: 8 · 2017: 14 · 2016: 14 · 2015: 6
FWCI
31.75
Type
journal article
Language
en
Open access
Locations
  • Journal of Business Venturing (publishedVersion)
  • QUT ePrints (Queensland University of Technology) (submittedVersion)
  • SSRN Electronic Journal (submittedVersion)
  • RePEc: Research Papers in Economics (submittedVersion)
Funders
  • Australian Research Council (DP0666616, LP0776845)
  • National Australia Bank
Topics
  • Social Sciences › Business, Management and Accounting › Management of Technology and Innovation › Entrepreneurship Studies and Influences
  • Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Firm Innovation and Growth
  • Social Sciences › Business, Management and Accounting › Accounting › Private Equity and Venture Capital
Keywords
power-law distribution, entrepreneurship theory, skewed distributions, outliers, nascent firms, young firms, resource-based view, non-Gaussian distributions

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