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Growth, entrepreneurship, and risk-tolerance: a risk-income paradox

Author

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  • Ranoua Bouchouicha

    (University of Reading)

  • Ferdinand M. Vieider

    (Ghent University)

Abstract

Recent papers have modeled the prevalence of risk-tolerance as shaped by growth, making testable predictions about the distribution of risk-tolerance across the globe. We test these predictions using a dataset containing a survey question capturing people’s risk-tolerance for representative samples from 78 countries. We find a negative between-country correlation between risk-tolerance and GDP per capita. Together with the positive within-country correlation between risk-tolerance and income, this results in a risk-income paradox. We further find a negative interaction effect of risk-tolerance and GDP on fertility. These findings provide support for endogenous-preference models of economic growth.

Suggested Citation

  • Ranoua Bouchouicha & Ferdinand M. Vieider, 2019. "Growth, entrepreneurship, and risk-tolerance: a risk-income paradox," Journal of Economic Growth, Springer, vol. 24(3), pages 257-282, September.
    • Handle: RePEc:kap:jecgro:v:24:y:2019:i:3:d:10.1007_s10887-019-09168-0
    DOI: 10.1007/s10887-019-09168-0
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    1. Oded Galor & Omer Moav, 2002. "Natural Selection and the Origin of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(4), pages 1133-1191.
    2. Thomas Dohmen & Armin Falk & David Huffman & Uwe Sunde, 2010. "Are Risk Aversion and Impatience Related to Cognitive Ability?," American Economic Review, American Economic Association, vol. 100(3), pages 1238-1260, June.
    3. Gary S. Becker & Kevin M. Murphy & Robert Tamura, 1994. "Human Capital, Fertility, and Economic Growth," NBER Chapters, in: Human Capital: A Theoretical and Empirical Analysis with Special Reference to Education, Third Edition, pages 323-350, National Bureau of Economic Research, Inc.
    4. Hans P. Binswanger, 1980. "Attitudes Toward Risk: Experimental Measurement in Rural India," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 62(3), pages 395-407.
    5. Adam Booij & Bernard Praag & Gijs Kuilen, 2010. "A parametric analysis of prospect theory’s functionals for the general population," Theory and Decision, Springer, vol. 68(1), pages 115-148, February.
    6. Oded Galor & Viacheslav Savitskiy, 2018. "Climatic Roots of Loss Aversion," NBER Working Papers 25273, National Bureau of Economic Research, Inc.
    7. Quamrul H. Ashraf & Oded Galor, 2018. "The Macrogenoeconomics of Comparative Development," Journal of Economic Literature, American Economic Association, vol. 56(3), pages 1119-1155, September.
    8. Hopland, Arnt O. & Matsen, Egil & Strøm, Bjarne, 2016. "Income and choice under risk," Journal of Behavioral and Experimental Finance, Elsevier, vol. 12(C), pages 55-64.
    9. Quamrul Ashraf & Oded Galor, 2013. "The 'Out of Africa' Hypothesis, Human Genetic Diversity, and Comparative Economic Development," American Economic Review, American Economic Association, vol. 103(1), pages 1-46, February.
    10. Oded Galor & Ömer Özak, 2016. "The Agricultural Origins of Time Preference," American Economic Review, American Economic Association, vol. 106(10), pages 3064-3103, October.
    11. Quamrul Ashraf & Oded Galor, 2008. "Human Genetic Diversity and Comparative Economic Development," 2008 Meeting Papers 617, Society for Economic Dynamics.
    12. Ola Andersson & Håkan J. Holm & Jean-Robert Tyran & Erik Wengström, 2016. "Risk Aversion Relates to Cognitive Ability: Preferences Or Noise?," Journal of the European Economic Association, European Economic Association, vol. 14(5), pages 1129-1154.
    13. Klasing, Mariko J., 2014. "Cultural change, risk-taking behavior and implications for economic development," Journal of Development Economics, Elsevier, vol. 110(C), pages 158-169.
    14. Cardenas, Juan Camilo & Carpenter, Jeffrey, 2013. "Risk attitudes and economic well-being in Latin America," Journal of Development Economics, Elsevier, vol. 103(C), pages 52-61.
    15. Kerwin Kofi Charles & Erik Hurst, 2003. "The Correlation of Wealth across Generations," Journal of Political Economy, University of Chicago Press, vol. 111(6), pages 1155-1182, December.
    16. Thomas Dohmen & Armin Falk & David Huffman & Uwe Sunde & Jürgen Schupp & Gert G. Wagner, 2011. "Individual Risk Attitudes: Measurement, Determinants, And Behavioral Consequences," Journal of the European Economic Association, European Economic Association, vol. 9(3), pages 522-550, June.
    17. John Luke Gallup & Jeffrey D. Sachs & Andrew D. Mellinger, 1999. "Geography and Economic Development," International Regional Science Review, , vol. 22(2), pages 179-232, August.
    18. Galor, Oded & Michalopoulos, Stelios, 2012. "Evolution and the growth process: Natural selection of entrepreneurial traits," Journal of Economic Theory, Elsevier, vol. 147(2), pages 759-780.
    19. Philomena Bacon & Anna Conte & Peter Moffatt, 2014. "Assortative mating on risk attitude," Theory and Decision, Springer, vol. 77(3), pages 389-401, October.
    20. Alison L. Booth & Patrick Nolen, 2012. "Gender differences in risk behaviour: does nurture matter?," Economic Journal, Royal Economic Society, vol. 122(558), pages 56-78, February.
    21. Hans-Martin von Gaudecker & Arthur van Soest & Erik Wengstrom, 2011. "Heterogeneity in Risky Choice Behavior in a Broad Population," American Economic Review, American Economic Association, vol. 101(2), pages 664-694, April.
    22. Charles N. Noussair & Stefan T. Trautmann & Gijs van de Kuilen, 2014. "Higher Order Risk Attitudes, Demographics, and Financial Decisions," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 81(1), pages 325-355.
    23. Robert J. Barro, 1991. "Economic Growth in a Cross Section of Countries," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(2), pages 407-443.
    24. Armin Falk & Anke Becker & Thomas Dohmen & Benjamin Enke & David B. Huffman & Uwe Sunde, 2017. "Global Evidence on Economic Preferences," NBER Working Papers 23943, National Bureau of Economic Research, Inc.
    25. Helga Fehr-Duda & Thomas Epper, 2012. "Probability and Risk: Foundations and Economic Implications of Probability-Dependent Risk Preferences," Annual Review of Economics, Annual Reviews, vol. 4(1), pages 567-593, July.
    26. Lucie Schmidt, 2008. "Risk preferences and the timing of marriage and childbearing," Demography, Springer;Population Association of America (PAA), vol. 45(2), pages 439-460, May.
    27. Andersen, Steffen & Harrison, Glenn W. & Lau, Morten Igel & Rutström, E. Elisabet, 2010. "Preference heterogeneity in experiments: Comparing the field and laboratory," Journal of Economic Behavior & Organization, Elsevier, vol. 73(2), pages 209-224, February.
    28. Matthias Doepke & Fabrizio Zilibotti, 2017. "Parenting With Style: Altruism and Paternalism in Intergenerational Preference Transmission," Econometrica, Econometric Society, vol. 85, pages 1331-1371, September.
    29. John Luke Gallup & Jeffrey D. Sachs & Andrew Mellinger, 1999. "Geography and Economic Development," CID Working Papers 1, Center for International Development at Harvard University.
    30. Tomomi Tanaka & Colin F. Camerer & Quang Nguyen, 2010. "Risk and Time Preferences: Linking Experimental and Household Survey Data from Vietnam," American Economic Review, American Economic Association, vol. 100(1), pages 557-571, March.
    31. Gloede, Oliver & Menkhoff, Lukas & Waibel, Hermann, 2015. "Shocks, Individual Risk Attitude, and Vulnerability to Poverty among Rural Households in Thailand and Vietnam," World Development, Elsevier, vol. 71(C), pages 54-78.
    32. Matthias Doepke & Fabrizio Zilibotti, 2008. "Occupational Choice and the Spirit of Capitalism," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 123(2), pages 747-793.
    33. Olivier l'Haridon & Ferdinand M. Vieider, 2019. "All over the map: A worldwide comparison of risk preferences," Quantitative Economics, Econometric Society, vol. 10(1), pages 185-215, January.
    34. Gallup, John L. & Sachs, Jeffrey D. & Mellinger, Andrew, "undated". "Geography and Economic Development," Instructional Stata datasets for econometrics geodata, Boston College Department of Economics.
    35. Bonin, Holger & Dohmen, Thomas & Falk, Armin & Huffman, David & Sunde, Uwe, 2007. "Cross-sectional earnings risk and occupational sorting: The role of risk attitudes," Labour Economics, Elsevier, vol. 14(6), pages 926-937, December.
    36. Moulton, Brent R., 1986. "Random group effects and the precision of regression estimates," Journal of Econometrics, Elsevier, vol. 32(3), pages 385-397, August.
    37. Ulrike Malmendier & Stefan Nagel, 2011. "Depression Babies: Do Macroeconomic Experiences Affect Risk Taking?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(1), pages 373-416.
    38. Salvatore Di Falco & Ferdinand M. Vieider, 2018. "Assimilation In The Risk Preferences Of Spouses," Economic Inquiry, Western Economic Association International, vol. 56(3), pages 1809-1816, July.
    39. Bisin, Alberto & Verdier, Thierry, 2001. "The Economics of Cultural Transmission and the Dynamics of Preferences," Journal of Economic Theory, Elsevier, vol. 97(2), pages 298-319, April.
    40. Clark, Gregory & Hamilton, Gillian, 2006. "Survival of the Richest: The Malthusian Mechanism in Pre-Industrial England," The Journal of Economic History, Cambridge University Press, vol. 66(3), pages 707-736, September.
    41. Armin Falk & Anke Becker & Thomas Dohmen & Benjamin Enke & David Huffman & Uwe Sunde, 2018. "Global Evidence on Economic Preferences," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(4), pages 1645-1692.
    42. Ferdinand M. Vieider & Peter Martinsson & Pham Khanh Nam & Nghi Truong, 2019. "Risk preferences and development revisited," Theory and Decision, Springer, vol. 86(1), pages 1-21, February.
    43. Thomas Dohmen & Armin Falk & David Huffman & Uwe Sunde, 2012. "The Intergenerational Transmission of Risk and Trust Attitudes," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 79(2), pages 645-677.
    44. Keefer, Philip & Knack, Stephen, 1997. "Why Don't Poor Countries Catch Up? A Cross-National Test of Institutional Explanation," Economic Inquiry, Western Economic Association International, vol. 35(3), pages 590-602, July.
    45. Lönnqvist, Jan-Erik & Verkasalo, Markku & Walkowitz, Gari & Wichardt, Philipp C., 2015. "Measuring individual risk attitudes in the lab: Task or ask? An empirical comparison," Journal of Economic Behavior & Organization, Elsevier, vol. 119(C), pages 254-266.
    46. John Luke Gallup & Jeffrey D. Sachs & Andrew Mellinger, 1999. "Geography and Economic Development," CID Working Papers 01A, Center for International Development at Harvard University.
    47. Cramer, J. S. & Hartog, J. & Jonker, N. & Van Praag, C. M., 2002. "Low risk aversion encourages the choice for entrepreneurship: an empirical test of a truism," Journal of Economic Behavior & Organization, Elsevier, vol. 48(1), pages 29-36, May.
    48. Ferdinand M. Vieider & Abebe Beyene & Randall Bluffstone & Sahan Dissanayake & Zenebe Gebreegziabher & Peter Martinsson & Alemu Mekonnen, 2018. "Measuring Risk Preferences in Rural Ethiopia," Economic Development and Cultural Change, University of Chicago Press, vol. 66(3), pages 417-446.
    49. Quang Nguyen & Colin Camerer & Tomomi Tanaka, 2010. "Risk and Time Preferences Linking Experimental and Household Data from Vietnam," Post-Print halshs-00547090, HAL.
    50. Miles S. Kimball & Claudia R. Sahm & Matthew D. Shapiro, 2009. "Risk Preferences in the PSID: Individual Imputations and Family Covariation," American Economic Review, American Economic Association, vol. 99(2), pages 363-368, May.
    51. Clark, Gregory & Hamilton, Gillian, 2006. "Survival of the Richest: The Malthusian Mechanism in Pre-Industrial England," The Journal of Economic History, Cambridge University Press, vol. 66(03), pages 707-736, September.
    52. Samuel Bowles, 1998. "Endogenous Preferences: The Cultural Consequences of Markets and Other Economic Institutions," Journal of Economic Literature, American Economic Association, vol. 36(1), pages 75-111, March.
    53. Oded Galor & Marc Klemp, 2019. "Human Genealogy Reveals a Selective Advantage to Moderate Fecundity," Working Papers 2019-1, Brown University, Department of Economics.
    54. Gallup, John & Sachs, Jeffrey, 1999. "Geography and Economic Development," Harvard Institute for International Development (HIID) Papers 294434, Harvard University, Kennedy School of Government.
    55. Hans-Martin von Gaudecker & Arthur van Soest & Erik Wengstrom, 2011. "Heterogeneity in Risky Choice Behavior in a Broad Population," American Economic Review, American Economic Association, vol. 101(2), pages 664-694, April.
    56. 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.
    57. Cohen, Barney, 1998. "The emerging fertility transition in sub-Saharan Africa," World Development, Elsevier, vol. 26(8), pages 1431-1461, August.
    58. Bernd Hardeweg & Lukas Menkhoff & Hermann Waibel, 2013. "Experimentally Validated Survey Evidence on Individual Risk Attitudes in Rural Thailand," Economic Development and Cultural Change, University of Chicago Press, vol. 61(4), pages 859-888.
    59. Gallup, J.L. & Sachs, J.D. & Mullinger, A., 1999. "Geography and Economic Development," Papers 1, Chicago - Graduate School of Business.
    60. David N. Weil & Oded Galor, 2000. "Population, Technology, and Growth: From Malthusian Stagnation to the Demographic Transition and Beyond," American Economic Review, American Economic Association, vol. 90(4), pages 806-828, September.
    61. Daniel J. Benjamin & Sebastian A. Brown & Jesse M. Shapiro, 2013. "Who Is ‘Behavioral’? Cognitive Ability And Anomalous Preferences," Journal of the European Economic Association, European Economic Association, vol. 11(6), pages 1231-1255, December.
    62. Levine, Ross, 1998. "The Legal Environment, Banks, and Long-Run Economic Growth," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 30(3), pages 596-613, August.
    63. Ferdinand M. Vieider & Mathieu Lefebvre & Ranoua Bouchouicha & Thorsten Chmura & Rustamdjan Hakimov & Michal Krawczyk & Peter Martinsson, 2015. "Common Components Of Risk And Uncertainty Attitudes Across Contexts And Domains: Evidence From 30 Countries," Journal of the European Economic Association, European Economic Association, vol. 13(3), pages 421-452, June.
    64. Gregory Clark, 2007. "Introduction to A Farewell to Alms: A Brief Economic History of the World," Introductory Chapters, in: A Farewell to Alms: A Brief Economic History of the World, Princeton University Press.
    65. Gary S. Becker, 1960. "An Economic Analysis of Fertility," NBER Chapters, in: Demographic and Economic Change in Developed Countries, pages 209-240, National Bureau of Economic Research, Inc.
    66. Garenne, Michel & Joseph, Veronique, 2002. "The Timing of the Fertility Transition in Sub-Saharan Africa," World Development, Elsevier, vol. 30(10), pages 1835-1843, October.
    67. Shaw, Kathryn L, 1996. "An Empirical Analysis of Risk Aversion and Income Growth," Journal of Labor Economics, University of Chicago Press, vol. 14(4), pages 626-653, October.
    68. Rachel Croson & Uri Gneezy, 2009. "Gender Differences in Preferences," Journal of Economic Literature, American Economic Association, vol. 47(2), pages 448-474, June.
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    More about this item

    Keywords

    Risk-tolerance; Development; Growth; Risk-income paradox;
    All these keywords.

    JEL classification:

    • D01 - Microeconomics - - General - - - Microeconomic Behavior: Underlying Principles
    • D03 - Microeconomics - - General - - - Behavioral Microeconomics: Underlying Principles
    • D81 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Criteria for Decision-Making under Risk and Uncertainty
    • E03 - Macroeconomics and Monetary Economics - - General - - - Behavioral Macroeconomics
    • O10 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - General

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