Re-Evaluating the Relationship Between Economic Development and Self-Employment, at the Macro-Level: A Bayesian Model Averaging Approach.

Authors

DOI:

https://doi.org/10.9781/ijimai.2022.01.007

Keywords:

Bayesian Model Averaging, Entrepreneurship, Macro-level Determinants, Uncertainty, Panel, Employment, Self-employment
Supporting Agencies
The author wishes to thank Emilio Congregado, Jesús Crespo Cuaresma and Concepción Román for many useful discussions. The author would like to thank the guest editor, Antonio Golpe, and two anonymous reviewers for their insightful comments that contributed substantially to the development of this paper. Financial assistance from the Spanish Ministry of Economy and Competitiveness through projects ECO2017-86402-C2-2-R, from Junta de Andalucía through Research Group SEJ-487 (Spanish Entrepreneurship Research Group – SERG) and from Research and Transfer Policy Strategy (Estrategia de Política de Investigación y Transferencia) 2020 of the University of Huelva is gratefully acknowledged.

Abstract

We re-evaluate the relationship between stages of economic development and entrepreneurship, at the macro level. We first conduct a literature review of previous empirical research on cross-country determinants of entrepreneurship in order to put our contribution in perspective. To circumvent problems related to model uncertainty we use Bayesian Model Averaging (BMA) to evaluate the robustness of determinants of economic growth in a new dataset of 117 countries in the 2005-2019 period, allowing fixed effects and investigating the existence of heterogeneity allowing interactions of our focus variable with other regressors. Our empirical analysis then shows that the variation of self-employment rates across countries are mainly determined by variations in the unemployment, the stage of economic development and the variations in labor market frictions. When interactions are taken into account, results confirm that there is a differential effect of labor market frictions in countries with different levels of income. Frictions in labor market may encourage becoming self-employed in richer countries.

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References

M.T. Robson, “Does stricter employment protection legislation promote self-employment?,” Small Business Economics, vol. 21, no. 3, pp. 309-319, 2003.

J.W. Spencer, and C. Gomez, “The relationship among national institutional structures, economic factors, and domestic entrepreneurial activity: a multicountry study,” Journal of business research, vol. 57, no. 10, pp. 1098-1107, 2004.

R. Torrini, “Cross-country differences in self-employment rates: The role of institutions,” Labour Economics, vol. 12, no. 5, pp. 661-683, 2005.

V. Kanniainen, and T. Vesala, “Entrepreneurship and labor market institutions,” Economic Modelling, vol. 22, no. 5, pp. 828-847, 2005.

R.S. Sobel, J.R. Clark, and D.R. Lee, “Freedom, barriers to entry, entrepreneurship, and economic progress,” The Review of Austrian Economics, vol. 20, no. 4, pp. 221-236, 2007.

K. Nyström, “The institutions of economic freedom and entrepreneurship: evidence from panel data,” Public Choice, vol. 136, no. 3, pp. 269-282, 2008.

C. Bjørnskov, and N.J. Foss, “Economic freedom and entrepreneurial activity: Some cross-country evidence,” Public Choice, vol. 134, no. 3, pp. 307-328, 2008.

Y. Kim, W. Kim, and T. Yang, “The effect of the triple helix system and habitat on regional entrepreneurship: Empirical evidence from the US,” Research Policy, vol. 41, no. 1, pp. 154-166, 2012.

P. Stenholm, Z.J. Acs, and R. Wuebker, “Exploring country-level institutional arrangements on the rate and type of entrepreneurial activity,” Journal of Business Venturing, vol. 28, no. 1, pp. 176-193, 2013.

M.T.T. Thai, and E. Turkina, “Macro-level determinants of formal entrepreneurship versus informal entrepreneurship,” Journal of Business Venturing, vol. 29, no. 4, pp. 490-510, 2013.

E. Autio, and K. Fu, “Economic and political institutions and entry into formal and informal entrepreneurship,” Asia Pacific Journal of Management, vol 32, no. 1, pp. 67-94, 2015.

S. Aparicio, D. Urbano, and D. Audretsch, “Institutional factors, opportunity entrepreneurship and economic growth: Panel data evidence,” Technological forecasting and social change, vol. 102, pp. 45-61, 2016.

M. Poschke, “Wage Employment, Unemployment and Self-Employment across countries,” IZA DP No. 12367, 2019.

A.F. Shapiro, and F.S. Mandelman, “Digital adoption, automation, and labor markets in developing countries,” Journal of Development Economics, vol. 151, pp. 102656, 2021.

C. Pietrobelli, R. Rabellotti, and M. Aquilina, “An empirical study of the determinants of self-employment in developing countries,” Journal of International Development, vol. 16, no. 6, pp. 803-820, 2004.

J.I. Gimenez-Nadal, M. Lafuente, J.A. Molina, and J. Velilla, “Resampling and bootstrap algorithms to assess the relevance of variables: applications to cross section entrepreneurship data,” Empirical Economics, vol. 56, no. 1, pp. 233-267, 2019.

K.P. Arin, V.Z. Huang, M. Minniti, A.M. Nandialath, and O.F. Reich, “Revisiting the determinants of entrepreneurship: A Bayesian approach,” Journal of Management, vol. 41, no. 2, pp. 607-631, 2015.

H. Low, and C. Meghir “The use of structural models in econometrics,” Journal of Economic Perspectives, vol. 31, no. 2, pp. 33-58, 2017.

A.E. Raftery, “Bayesian model selection in social research,” Sociological methodology, pp. 111-163, 1995.

C. Fernandez, E. Ley, and M.F. Steel, “Model uncertainty in cross‐country growth regressions,” Journal of applied Econometrics, vol. 16, no. 5, pp. 563-576, 2001.

E. Ley, and M.F. Steel, “On the Effect of Prior Assumptions in Bayesian Model Averaging with Applications to Growth Regression,” Journal of Applied Econometrics, vol. 24, pp. 651-674, 2009.

Z.J. Acs, D.B. Audretsch, and D.S. Evans, “Why does the self-employment rate vary across countries and over time?,” Discussion Paper No. 871, Center for Economic Policy Research, 1994.

Z.J. Acs, S. Desai, and J. Hessels, “Entrepreneurship, economic development and institutions,” Small Business Economics, vol. 31, no. 3, pp. 219-234, 2008.

M. Carree, A. van Stel, R. Thurik, and S. Wennekers, “Economic development and business ownership: An analysis using data of 23 OECD countries in the period 1976–1996,” Small Business Economics, vol. 19, no. 3, pp. 271-290, 2002.

S. Wennekers, A. van Stel, R. Thurik, and P. Reynolds, “Nascent entrepreneurship and the level of economic development,” Small Business Economics, vol. 24, no. 3, pp. 293-309, 2005.

J. Crespo-Cuaresma, “How different is Africa? A Comment on Masanjala and Papageorgiou,” Journal of Applied Econometrics, vol. 26, pp. 1041-1047, 2011.

C. Young, “Model uncertainty in sociological research: an application to religion and economic growth,” American Sociological Review, vol. 74, no. 3, pp. 380-397, 2009.

E. Moral-Benito, “Determinants of economic growth: a Bayesian panel data approach,” Review of Economics and Statistics, vol. 94, no. 2, pp. 566-579, 2012.

E. Moral‐Benito, “Model averaging in economics: An overview,” Journal of Economic Surveys, vol. 29, no. 1, pp. 46-75, 2015.

A. Zellner, “Bayesian estimation and prediction using asymmetric loss functions,” Journal of the American Statistical Association, vol. 81, no. 394, pp. 446-451, 1986.

R.E. Kass, and L. Wasserman, “A reference Bayesian test for nested hypotheses and its relationship to the Schwarz criterion,” Journal of the American Statistical Association, vol. 90, no. 431, pp. 928-934, 1995.

F. Liang, R. Paulo, G. Molina, M.A. Clyde, and J.O. Berger, “Mixtures of g priors for Bayesian variable selection,” Journal of the American Statistical Association, vol. 103, no. 481, pp. 410-423, 2008.

D.P. Foster, and E.I. George, “The risk inflation criterion for multiple regression,” The Annals of Statistics, pp. 1947-1975, 1994.

C. Fernandez, E. Ley, and M.F. Steel, “Benchmark priors for Bayesian model averaging,” Journal of Econometrics, vol. 100, no. 2, pp. 381-427, 2001.

H. Chipman, “Bayesian variable selection with related predictors,” Canadian Journal of Statistics, vol. 24, no.1, pp. 17-36, 1996.

E.I. George, “[Bayesian Model Averaging: A Tutorial]: Comment,” Statistical Science, vol. 14, no. 4, pp. 409-412, 1999.

G. Yamada, “Urban informal employment and self-employment in developing countries: theory and evidence,” Economic development and cultural change, vol. 44, no. 2, pp. 289-314, 1996.

S. Kuznets, “Modern economic growth,” Yale University Press, 1966.

S. Wennekers, A. van Stel, M. Carree, and R. Thurik, “The relationship between entrepreneurship and economic development: Is it U-shaped?,” Now Publishers Inc., 2010.

E. Congregado, A. Golpe, and A. van Stel, “The ‘recession-push’hypothesis reconsidered,” International Entrepreneurship and Management Journal, vol. 8, no. 3, pp. 325-342, 2012.

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2022-03-01
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How to Cite

Rodríguez Santiago, A. (2022). Re-Evaluating the Relationship Between Economic Development and Self-Employment, at the Macro-Level: A Bayesian Model Averaging Approach. International Journal of Interactive Multimedia and Artificial Intelligence, 7(3), 20–25. https://doi.org/10.9781/ijimai.2022.01.007