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Are Education and Entrepreneurial Income Endogenous and do Family Background Variables make Sense as Instruments? A Bayesian Analysis

Author

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  • Joern H. Block

    (Centre for Advanced Small Business Economics, Erasmus University Rotterdam)

  • Lennart Hoogerheide

    (Econometric Institute, Erasmus University Rotterdam)

  • Roy Thurik

    (Centre for Advanced Small Business Economics, Erasmus University Rotterdam; EIM Business and Policy Research, Zoetermeer)

Abstract

See also 'Are Education and Entrepreneurial Income Endogenous?' in Entrepreneurship Research Journal , 2012, 2(3), 1-27. Education is a well-known driver of (entrepreneurial) income. The measurement of its influence, however, suffers from endogeneity suspicion. For instance, ability and occupational choice are mentioned as driving both the level of (entrepreneurial) income and of education. Using instrumental variables can provide a way out. However, three questions remain: whether endogeneity is really present, whether it matters and whether the selected instruments make sense. Using Bayesian methods, we find that the relationship between education and entrepreneurial income is indeed endogenous and that the impact of endogeneity on the estimated relationship between educa-tion and income is sizeable. We do so using family background variables and show that relaxing the strict validity assumption of these instruments does not lead to strongly different results. This is an important finding because family background variables are generally strongly correlated with education and are available in most datasets. Our approach is applicable beyond the field of returns to education for income. It applies wherever endogeneity suspicion arises and the three questions become relevant.

Suggested Citation

  • Joern H. Block & Lennart Hoogerheide & Roy Thurik, 2010. "Are Education and Entrepreneurial Income Endogenous and do Family Background Variables make Sense as Instruments? A Bayesian Analysis," Tinbergen Institute Discussion Papers 10-024/4, Tinbergen Institute.
  • Handle: RePEc:tin:wpaper:20100024
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    References listed on IDEAS

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    2. Patrinos, Harry A. & Sakellariou, Chris, 2011. "Quality of Schooling, Returns to Schooling and the 1981 Vouchers Reform in Chile," World Development, Elsevier, vol. 39(12), pages 2245-2256.
    3. Wang, Le, 2013. "Estimating returns to education when the IV sample is selective," Labour Economics, Elsevier, vol. 21(C), pages 74-85.
    4. Fossen, Frank M. & Büttner, Tobias J.M., 2013. "The returns to education for opportunity entrepreneurs, necessity entrepreneurs, and paid employees," Economics of Education Review, Elsevier, vol. 37(C), pages 66-84.
    5. Iversen Jens & Malchow-Møller Nikolaj & Sørensen Anders, 2011. "The Returns to Education in Entrepreneurship: Heterogeneity and Non-Linearities," Entrepreneurship Research Journal, De Gruyter, vol. 1(3), pages 1-38, July.

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    More about this item

    Keywords

    Education; income; entrepreneurship; self-employment; endogeneity; instrumental variables; Bayesian analysis; family background variables;
    All these keywords.

    JEL classification:

    • C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Bayesian Analysis: General
    • L26 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Entrepreneurship
    • M13 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Business Administration - - - New Firms; Startups
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity

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