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A Machine Learning Assisted Study Exploring Hormonal Influences on Entrepreneurial Opportunity Behaviour

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  • Tahseen Anwer Arshi
  • Asfia Ambrin
  • Venkoba Rao
  • Swapnil Morande
  • Kanwal Gul

Abstract

The study explores the hormonal influences on entrepreneurial opportunity persuasion decisions (OPD). It also analyzes how behavioural psychology influences the entrepreneurial opportunity recognition-refinement process (OPRR). The machine learning and structural equation modelling analyses of the data from 271 Indian entrepreneurs support the hypotheses of a direct effect of the physiological biomarker—Testosterone-Cortisol Ratio (TCR) and behavioural marker—communities of inquiry (COI) on OPD. Further, partial mediation indicated an indirect positive effect of COI on OPD, with OPRR moderating this relationship. Shedding new light on the enigmatic entrepreneurial opportunity behaviour from a biological and behavioural perspective improves the causal inference of external and socially-influenced COI and internally-triggered TCR. Finally, theoretical and methodological contributions are discussed along with implications that can guide future research on entrepreneurial opportunity behaviours.

Suggested Citation

  • Tahseen Anwer Arshi & Asfia Ambrin & Venkoba Rao & Swapnil Morande & Kanwal Gul, 2022. "A Machine Learning Assisted Study Exploring Hormonal Influences on Entrepreneurial Opportunity Behaviour," Journal of Entrepreneurship and Innovation in Emerging Economies, Entrepreneurship Development Institute of India, vol. 31(3), pages 575-602, November.
    • Handle: RePEc:sae:jouent:v:31:y:2022:i:3:p:575-602
    DOI: 10.1177/09713557221136273
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    References listed on IDEAS

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    1. Sharon A. Alvarez & Jay B. Barney & Philip Anderson, 2013. "Forming and Exploiting Opportunities: The Implications of Discovery and Creation Processes for Entrepreneurial and Organizational Research," Organization Science, INFORMS, vol. 24(1), pages 301-317, February.
    2. Peter Vogel, 2017. "From Venture Idea to Venture Opportunity," Entrepreneurship Theory and Practice, , vol. 41(6), pages 943-971, November.
    3. Ronald K. Mitchell & Lowell W. Busenitz & Barbara Bird & Connie Marie Gaglio & Jeffery S. McMullen & Eric A. Morse & J. Brock Smith, 2007. "The Central Question in Entrepreneurial Cognition Research 2007," Entrepreneurship Theory and Practice, , vol. 31(1), pages 1-27, January.
    4. Chiasson, Mike & Saunders, Chad, 2005. "Reconciling diverse approaches to opportunity research using the structuration theory," Journal of Business Venturing, Elsevier, vol. 20(6), pages 747-767, November.
    5. Tumasjan, Andranik & Braun, Reiner, 2012. "In the eye of the beholder: How regulatory focus and self-efficacy interact in influencing opportunity recognition," Journal of Business Venturing, Elsevier, vol. 27(6), pages 622-636.
    6. Robert A. Baron & Michael D. Ensley, 2006. "Opportunity Recognition as the Detection of Meaningful Patterns: Evidence from Comparisons of Novice and Experienced Entrepreneurs," Management Science, INFORMS, vol. 52(9), pages 1331-1344, September.
    7. Wolfe, Marcus T. & Patel, Pankaj C., 2017. "Two are better than one: Cortisol as a contingency in the association between epinephrine and self-employment," Journal of Business Venturing Insights, Elsevier, vol. 8(C), pages 78-86.
    8. Virginia Barba-Sánchez & Carlos Atienza-Sahuquillo, 2017. "Entrepreneurial motivation and self-employment: evidence from expectancy theory," International Entrepreneurship and Management Journal, Springer, vol. 13(4), pages 1097-1115, December.
    9. Hayter, Christopher S., 2016. "Constraining entrepreneurial development: A knowledge-based view of social networks among academic entrepreneurs," Research Policy, Elsevier, vol. 45(2), pages 475-490.
    10. Chandler, Gaylen N. & DeTienne, Dawn R. & McKelvie, Alexander & Mumford, Troy V., 2011. "Causation and effectuation processes: A validation study," Journal of Business Venturing, Elsevier, vol. 26(3), pages 375-390, May.
    11. Han Jiang & Albert A. Cannella & Jie Jiao, 2018. "Does Desperation Breed Deceiver? A Behavioral Model of New Venture Opportunism," Entrepreneurship Theory and Practice, , vol. 42(5), pages 769-796, September.
    12. Saulo Dubard Barbosa & Alain Fayolle & Brett Smith, 2019. "Biased and overconfident, unbiased but going for it: How framing and anchoring affect the decision to start a new venture," Post-Print hal-01988083, HAL.
    13. Chandra, Yanto & Coviello, Nicole, 2010. "Broadening the concept of international entrepreneurship: 'Consumers as International Entrepreneurs'," Journal of World Business, Elsevier, vol. 45(3), pages 228-236, July.
    14. Sarooghi, Hessam & AdelRastkhiz, Seyedeh Elahe & Hornsby, Jeffrey, 2021. "Heterogeneity of entrepreneurial opportunities as design artifacts: A business model perspective," Journal of Business Venturing Insights, Elsevier, vol. 16(C).
    15. Greene, Francis J. & Han, Liang & Martin, Sean & Zhang, Song & Wittert, Gary, 2014. "Testosterone is associated with self-employment among Australian men," Economics & Human Biology, Elsevier, vol. 13(C), pages 76-84.
    16. Nicos Nicolaou & Phillip H. Phan & Ute Stephan, 2021. "The Biological Perspective in Entrepreneurship Research," Entrepreneurship Theory and Practice, , vol. 45(1), pages 3-17, January.
    17. Nerine Mary George & Vinit Parida & Tom Lahti & Joakim Wincent, 2016. "A systematic literature review of entrepreneurial opportunity recognition: insights on influencing factors," International Entrepreneurship and Management Journal, Springer, vol. 12(2), pages 309-350, June.
    18. Raj V. Mahto & William C. McDowell, 2018. "Entrepreneurial motivation: a non-entrepreneur’s journey to become an entrepreneur," International Entrepreneurship and Management Journal, Springer, vol. 14(3), pages 513-526, September.
    19. Saulo Dubard Barbosa & Alain Fayolle & Brett Smith, 2019. "Biased and overconfident, unbiased but going for it : How framing and anchoring affect the decision to start a new venture," Post-Print hal-02312283, HAL.
    20. Angelo Cavallo & Antonio Ghezzi & Raffaello Balocco, 2019. "Entrepreneurial ecosystem research: present debates and future directions," International Entrepreneurship and Management Journal, Springer, vol. 15(4), pages 1291-1321, December.
    21. Davidsson, Per, 2017. "Entrepreneurial opportunities as propensities: Do Ramoglou & Tsang move the field forward?," Journal of Business Venturing Insights, Elsevier, vol. 7(C), pages 82-85.
    22. Vaghely, Ivan P. & Julien, Pierre-André, 2010. "Are opportunities recognized or constructed?: An information perspective on entrepreneurial opportunity identification," Journal of Business Venturing, Elsevier, vol. 25(1), pages 73-86, January.
    23. Johan Gaddefors, 2005. "Creating Context – Entrepreneurial Opportunities In A Consumer Market Setting," Journal of Enterprising Culture (JEC), World Scientific Publishing Co. Pte. Ltd., vol. 13(03), pages 199-224.
    24. Dubard Barbosa, Saulo & Fayolle, Alain & Smith, Brett R., 2019. "Biased and overconfident, unbiased but going for it: How framing and anchoring affect the decision to start a new venture," Journal of Business Venturing, Elsevier, vol. 34(3), pages 528-557.
    25. Jeffery S. McMullen & Dimo Dimov, 2013. "Time and the Entrepreneurial Journey: The Problems and Promise of Studying Entrepreneurship as a Process," Journal of Management Studies, Wiley Blackwell, vol. 50(8), pages 1481-1512, December.
    26. Seyb, Stella K. & Shepherd, Dean A. & Williams, Trenton A., 2019. "Exoskeletons, entrepreneurs, and communities: A model of co-constructing a potential opportunity," Journal of Business Venturing, Elsevier, vol. 34(6).
    27. Denise E. Fletcher, 2006. "Entrepreneurial processes and the social construction of opportunity," Entrepreneurship & Regional Development, Taylor & Francis Journals, vol. 18(5), pages 421-440, September.
    28. Dimo Dimov, 2011. "Grappling with the Unbearable Elusiveness of Entrepreneurial Opportunities," Entrepreneurship Theory and Practice, , vol. 35(1), pages 57-81, January.
    29. Nicos Nicolaou & Pankaj C. Patel & Marcus T. Wolfe, 2018. "Testosterone and Tendency to Engage in Self-Employment," Management Science, INFORMS, vol. 64(4), pages 1825-1841, April.
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