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Financial markets and genetic variation

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  • Cardella, Eric
  • Kalcheva, Ivalina
  • Shang, Danjue

Abstract

We investigate the extent to which a country’s degree of genetic variation contributes to the observed variation in financial market activity across countries. We postulate that genetic variation can affect financial markets through its impact on aggregate investment behavior, innovation in the financial sector, and productivity. Our country-level, cross-sectional analysis reveals a significant hump-shaped relation between a country’s predicted genetic variation and the size of its financial markets. This result is consistent with the conjecture that at relatively intermediate degrees of genetic variation, the associated intermediate levels of trust and risk-taking within the country result in the largest investment flows into public financial markets. Our results are robust to different measres of financial market size, several regression specifications, and the inclusion of a broad range of controls such as legal origin, institutional characteristics, culture, natural endowment, and trade openness. Our main findings appear to be restricted specifically to equity markets (vs. debt markets) where there is relatively more uncertainty and, thus, trust and risk-taking are relatively more important. Additional analysis suggests that better overall country-level governance can moderate the role that genetic variation plays in shaping equity market size.

Suggested Citation

  • Cardella, Eric & Kalcheva, Ivalina & Shang, Danjue, 2018. "Financial markets and genetic variation," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 52(C), pages 64-89.
  • Handle: RePEc:eee:intfin:v:52:y:2018:i:c:p:64-89
    DOI: 10.1016/j.intfin.2017.09.009
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    1. W. Scott Frame & Lawrence J. White, 2004. "Empirical Studies of Financial Innovation: Lots of Talk, Little Action?," Journal of Economic Literature, American Economic Association, vol. 42(1), pages 116-144, March.
    2. Enrico Spolaore & Romain Wacziarg, 2013. "How Deep Are the Roots of Economic Development?," Journal of Economic Literature, American Economic Association, vol. 51(2), pages 325-369, June.
    3. Wurgler, Jeffrey, 2000. "Financial markets and the allocation of capital," Journal of Financial Economics, Elsevier, vol. 58(1-2), pages 187-214.
    4. De Gregorio, Jose & Guidotti, Pablo E., 1995. "Financial development and economic growth," World Development, Elsevier, vol. 23(3), pages 433-448, March.
    5. Daniel J. Benjamin & David Cesarini & Christopher F. Chabris & Edward L. Glaeser & David I. Laibson & Vilmundur Guðnason & Tamara B. Harris & Lenore J. Launer & Shaun Purcell & Albert Vernon Smith & M, 2012. "The Promises and Pitfalls of Genoeconomics," Annual Review of Economics, Annual Reviews, vol. 4(1), pages 627-662, July.
      • Grankvist, Alexander & Benjamin, Daniel J. & Harris, Tamara B. & Launer, Lenore J. & Smith, Albert Vernon & Johannesson, Magnus & Atwood, Craig S. & Hebert, Benjamin Michael & Hultman, Christina M. & , 2012. "The Promises and Pitfalls of Genoeconomics," Scholarly Articles 10137000, Harvard University Department of Economics.
    6. Chinn, Menzie D. & Ito, Hiro, 2006. "What matters for financial development? Capital controls, institutions, and interactions," Journal of Development Economics, Elsevier, vol. 81(1), pages 163-192, October.
    7. La Porta, Rafael & Lopez-de-Silanes, Florencio & Shleifer, Andrei & Vishny, Robert, 1999. "The Quality of Government," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 15(1), pages 222-279, April.
    8. Mountford, Andrew & Rapoport, Hillel, 2011. "The brain drain and the world distribution of income," Journal of Development Economics, Elsevier, vol. 95(1), pages 4-17, May.
    9. Rajan, Raghuram G & Zingales, Luigi, 1998. "Financial Dependence and Growth," American Economic Review, American Economic Association, vol. 88(3), pages 559-586, June.
    10. Stulz, Rene M. & Williamson, Rohan, 2003. "Culture, openness, and finance," Journal of Financial Economics, Elsevier, vol. 70(3), pages 313-349, December.
    11. Salomon Israel & Elad Lerer & Idan Shalev & Florina Uzefovsky & Mathias Riebold & Efrat Laiba & Rachel Bachner-Melman & Anat Maril & Gary Bornstein & Ariel Knafo & Richard P Ebstein, 2009. "The Oxytocin Receptor (OXTR) Contributes to Prosocial Fund Allocations in the Dictator Game and the Social Value Orientations Task," PLOS ONE, Public Library of Science, vol. 4(5), pages 1-10, May.
    12. Beck, Thorsten & Demirguc-Kunt, Asli & Levine, Ross, 2003. "Law, endowments, and finance," Journal of Financial Economics, Elsevier, vol. 70(2), pages 137-181, November.
    13. La Porta, Rafael & Florencio Lopez-de-Silanes & Andrei Shleifer & Robert W. Vishny, 1997. "Legal Determinants of External Finance," Journal of Finance, American Finance Association, vol. 52(3), pages 1131-1150, July.
    14. Louis Putterman & David N. Weil, 2010. "Post-1500 Population Flows and The Long-Run Determinants of Economic Growth and Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(4), pages 1627-1682.
    15. Miller, Merton H., 1986. "Financial Innovation: The Last Twenty Years and the Next," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 21(4), pages 459-471, December.
    16. Camelia M Kuhnen & Joan Y Chiao, 2009. "Genetic Determinants of Financial Risk Taking," PLOS ONE, Public Library of Science, vol. 4(2), pages 1-4, February.
    17. Caglar Ozden & Christopher R. Parsons & Maurice Schiff & Terrie L. Walmsley, 2011. "Where on Earth is Everybody? The Evolution of Global Bilateral Migration 1960-2000," The World Bank Economic Review, World Bank, vol. 25(1), pages 12-56, May.
    18. Cronqvist, Henrik & Siegel, Stephan, 2014. "The genetics of investment biases," Journal of Financial Economics, Elsevier, vol. 113(2), pages 215-234.
    19. Christian Leuz & Karl V. Lins & Francis E. Warnock, 2010. "Do Foreigners Invest Less in Poorly Governed Firms?," The Review of Financial Studies, Society for Financial Studies, vol. 23(3), pages 3245-3285, March.
    20. Michael Goldstein & Laura Cardella & Jia Hao & Ivalina Kalcheva & Yung-Yu Ma, 2014. "Computerization of the Equity, Foreign Exchange, Derivatives, and Fixed-Income Markets," The Financial Review, Eastern Finance Association, vol. 49(2), pages 231-243, May.
    21. Djankov, Simeon & La Porta, Rafael & Lopez-de-Silanes, Florencio & Shleifer, Andrei, 2008. "The law and economics of self-dealing," Journal of Financial Economics, Elsevier, vol. 88(3), pages 430-465, June.
    22. Luigi Zingales, 2015. "Does Finance Benefit Society?," NBER Working Papers 20894, National Bureau of Economic Research, Inc.
    23. Tufano, Peter, 2003. "Financial innovation," Handbook of the Economics of Finance, in: G.M. Constantinides & M. Harris & R. M. Stulz (ed.), Handbook of the Economics of Finance, edition 1, volume 1, chapter 6, pages 307-335, Elsevier.
    24. Luintel, Kul B. & Khan, Mosahid, 1999. "A quantitative reassessment of the finance-growth nexus: evidence from a multivariate VAR," Journal of Development Economics, Elsevier, vol. 60(2), pages 381-405, December.
    25. Peter Tufano, 2003. "Financial Innovation," Levine's Working Paper Archive 618897000000000651, David K. Levine.
    26. Philippe Aghion & Peter Howitt & David Mayer-Foulkes, 2005. "The Effect of Financial Development on Convergence: Theory and Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(1), pages 173-222.
    27. Hsu, Po-Hsuan & Tian, Xuan & Xu, Yan, 2014. "Financial development and innovation: Cross-country evidence," Journal of Financial Economics, Elsevier, vol. 112(1), pages 116-135.
    28. Daron Acemoglu & Simon Johnson & James A. Robinson, 2001. "The Colonial Origins of Comparative Development: An Empirical Investigation," American Economic Review, American Economic Association, vol. 91(5), pages 1369-1401, December.
    29. Robert G. King & Ross Levine, 1993. "Finance and Growth: Schumpeter Might Be Right," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 717-737.
    30. James R. Brown & Steven M. Fazzari & Bruce C. Petersen, 2009. "Financing Innovation and Growth: Cash Flow, External Equity, and the 1990s R&D Boom," Journal of Finance, American Finance Association, vol. 64(1), pages 151-185, February.
    31. Luigi Guiso & Paola Sapienza & Luigi Zingales, 2009. "Cultural Biases in Economic Exchange?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(3), pages 1095-1131.
    32. Barnea, Amir & Cronqvist, Henrik & Siegel, Stephan, 2010. "Nature or nurture: What determines investor behavior?," Journal of Financial Economics, Elsevier, vol. 98(3), pages 583-604, December.
    33. Raghuram G. Rajan & Luigi Zingales, 2001. "Financial Systems, Industrial Structure, and Growth," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 17(4), pages 467-482.
    34. Greenwood, Jeremy & Jovanovic, Boyan, 1990. "Financial Development, Growth, and the Distribution of Income," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 1076-1107, October.
    35. Carlin, Wendy & Mayer, Colin, 2003. "Finance, investment, and growth," Journal of Financial Economics, Elsevier, vol. 69(1), pages 191-226, July.
    36. Luigi Guiso & Paola Sapienza & Luigi Zingales, 2006. "Does Culture Affect Economic Outcomes?," Journal of Economic Perspectives, American Economic Association, vol. 20(2), pages 23-48, Spring.
    37. Artuc, Erhan & Docquier, Frédéric & Özden, Çaglar & Parsons, Christopher, 2015. "A Global Assessment of Human Capital Mobility: The Role of Non-OECD Destinations," World Development, Elsevier, vol. 65(C), pages 6-26.
    38. Grossmann, Volker & Stadelmann, David, 2011. "Does international mobility of high-skilled workers aggravate between-country inequality?," Journal of Development Economics, Elsevier, vol. 95(1), pages 88-94, May.
    39. Robert E. Hall & Charles I. Jones, 1999. "Why do Some Countries Produce So Much More Output Per Worker than Others?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(1), pages 83-116.
    40. Gerring, John & Thacker, Strom C. & Lu, Yuan & Huang, Wei, 2015. "Does Diversity Impair Human Development? A Multi-Level Test of the Diversity Debit Hypothesis," World Development, Elsevier, vol. 66(C), pages 166-188.
    41. Ross Levine, 1997. "Financial Development and Economic Growth: Views and Agenda," Journal of Economic Literature, American Economic Association, vol. 35(2), pages 688-726, June.
    42. Luigi Guiso & Paola Sapienza & Luigi Zingales, 2008. "Trusting the Stock Market," Journal of Finance, American Finance Association, vol. 63(6), pages 2557-2600, December.
    43. Aggarwal, Raj & Goodell, John W., 2013. "Political-economy of pension plans: Impact of institutions, gender, and culture," Journal of Banking & Finance, Elsevier, vol. 37(6), pages 1860-1879.
    44. Ang, James B. & McKibbin, Warwick J., 2007. "Financial liberalization, financial sector development and growth: Evidence from Malaysia," Journal of Development Economics, Elsevier, vol. 84(1), pages 215-233, September.
    45. Raghuram G. Rajan, 2006. "Has Finance Made the World Riskier?," European Financial Management, European Financial Management Association, vol. 12(4), pages 499-533, September.
    46. Beck, Thorsten & Levine, Ross, 2002. "Industry growth and capital allocation:*1: does having a market- or bank-based system matter?," Journal of Financial Economics, Elsevier, vol. 64(2), pages 147-180, May.
    47. Levine, Ross, 2005. "Finance and Growth: Theory and Evidence," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 12, pages 865-934, Elsevier.
    48. Liang Shao & Chuck CY Kwok & Omrane Guedhami, 2010. "National culture and dividend policy," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 41(8), pages 1391-1414, October.
    49. Jith Jayaratne & Philip E. Strahan, 1996. "The Finance-Growth Nexus: Evidence from Bank Branch Deregulation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(3), pages 639-670.
    50. David Cesarini & Magnus Johannesson & Paul Lichtenstein & Örjan Sandewall & Björn Wallace, 2010. "Genetic Variation in Financial Decision‐Making," Journal of Finance, American Finance Association, vol. 65(5), pages 1725-1754, October.
    51. Guido Tabellini, 2008. "Presidential Address Institutions and Culture," Journal of the European Economic Association, MIT Press, vol. 6(2-3), pages 255-294, 04-05.
    52. Jonathan P. Beauchamp & David Cesarini & Magnus Johannesson & Matthijs J. H. M. van der Loos & Philipp D. Koellinger & Patrick J. F. Groenen & James H. Fowler & J. Niels Rosenquist & A. Roy Thurik & N, 2011. "Molecular Genetics and Economics," Journal of Economic Perspectives, American Economic Association, vol. 25(4), pages 57-82, Fall.
    53. Licht, Amir N. & Goldschmidt, Chanan & Schwartz, Shalom H., 2005. "Culture, Law, and Corporate Governance," International Review of Law and Economics, Elsevier, vol. 25(2), pages 229-255, June.
    54. Atje, Raymond & Jovanovic, Boyan, 1993. "Stock markets and development," European Economic Review, Elsevier, vol. 37(2-3), pages 632-640, April.
    55. Chuck C Y Kwok & Solomon Tadesse, 2006. "National culture and financial systems," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 37(2), pages 227-247, March.
    56. Hicks, J. R., 1969. "A Theory of Economic History," OUP Catalogue, Oxford University Press, number 9780198811633.
    57. David Cesarini & Magnus Johannesson & Patrik K. E. Magnusson & Björn Wallace, 2012. "The Behavioral Genetics of Behavioral Anomalies," Management Science, INFORMS, vol. 58(1), pages 21-34, January.
    58. Beck, Thorsten & Levine, Ross & Loayza, Norman, 2000. "Finance and the sources of growth," Journal of Financial Economics, Elsevier, vol. 58(1-2), pages 261-300.
    59. Li, Kai & Griffin, Dale & Yue, Heng & Zhao, Longkai, 2013. "How does culture influence corporate risk-taking?," Journal of Corporate Finance, Elsevier, vol. 23(C), pages 1-22.
    60. Asli Demirgüç-Kunt & Vojislav Maksimovic, 1998. "Law, Finance, and Firm Growth," Journal of Finance, American Finance Association, vol. 53(6), pages 2107-2137, December.
    61. Cline, Brandon N. & Williamson, Claudia R., 2016. "Trust and the regulation of corporate self-dealing," Journal of Corporate Finance, Elsevier, vol. 41(C), pages 572-590.
    62. Taubman, Paul, 1976. "The Determinants of Earnings: Genetics, Family, and Other Environments; A Study of White Male Twins," American Economic Review, American Economic Association, vol. 66(5), pages 858-870, December.
    63. Rajan, Raghuram G. & Zingales, Luigi, 2003. "The great reversals: the politics of financial development in the twentieth century," Journal of Financial Economics, Elsevier, vol. 69(1), pages 5-50, July.
    64. Pagano, Marco, 1993. "Financial markets and growth: An overview," European Economic Review, Elsevier, vol. 37(2-3), pages 613-622, April.
    65. David Cesarini & Christopher T. Dawes & Magnus Johannesson & Paul Lichtenstein & Björn Wallace, 2009. "Genetic Variation in Preferences for Giving and Risk Taking," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(2), pages 809-842.
    66. Lerner, Josh, 2006. "The new new financial thing: The origins of financial innovations," Journal of Financial Economics, Elsevier, vol. 79(2), pages 223-255, February.
    67. Frijns, Bart & Gilbert, Aaron & Lehnert, Thorsten & Tourani-Rad, Alireza, 2013. "Uncertainty avoidance, risk tolerance and corporate takeover decisions," Journal of Banking & Finance, Elsevier, vol. 37(7), pages 2457-2471.
    68. Roubini, Nouriel & Sala-i-Martin, Xavier, 1992. "Financial repression and economic growth," Journal of Development Economics, Elsevier, vol. 39(1), pages 5-30, July.
    69. Robert C. Merton, 1992. "Financial Innovation And Economic Performance," Journal of Applied Corporate Finance, Morgan Stanley, vol. 4(4), pages 12-22, January.
    70. Luigi Zingales, 2015. "Presidential Address: Does Finance Benefit Society?," Journal of Finance, American Finance Association, vol. 70(4), pages 1327-1363, August.
    71. Andy C W Chui & Alison E Lloyd & Chuck C Y Kwok, 2002. "The Determination of Capital Structure: Is National Culture a Missing Piece to the Puzzle?," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 33(1), pages 99-127, March.
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    More about this item

    Keywords

    Financial markets; Genetic variation; Migratory movements; Governance;
    All these keywords.

    JEL classification:

    • G1 - Financial Economics - - General Financial Markets
    • G2 - Financial Economics - - Financial Institutions and Services
    • G3 - Financial Economics - - Corporate Finance and Governance
    • O1 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development
    • O4 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity
    • O5 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies

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