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How Large are Learning Externalities? Measurement by Calibration

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  • Seung Mo Choi

    (School of Economic Sciences, Washington State University)

Abstract

Quantitative features on human capital externalities are not fully understood. This paper measures the social returns on human capital that arise from learning externalities, through the calibration of a growth model. The calibration uses an equilibrium condition that equates private returns on physical capital and on human capital. Results suggest that learning externalities contribute substantially to human capital production. In a benchmark model, the social value of human capital is about 37% higher than the private value. The social rate of return on human capital is 2 to 4% points higher than the private rate of return, 8%.

Suggested Citation

  • Seung Mo Choi, 2008. "How Large are Learning Externalities? Measurement by Calibration," Working Papers 2008-26, School of Economic Sciences, Washington State University.
  • Handle: RePEc:wsu:wpaper:choi-1
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    File URL: http://wfaculty.ses.wsu.edu/WorkingPapers/Choi/yuhi2_2008-26LearningCalibration.pdf
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    1. Stokey, Nancy L & Rebelo, Sergio, 1995. "Growth Effects of Flat-Rate Taxes," Journal of Political Economy, University of Chicago Press, vol. 103(3), pages 519-550, June.
    2. Rodolfo E. Manuelli & Ananth Seshadri, 2014. "Human Capital and the Wealth of Nations," American Economic Review, American Economic Association, vol. 104(9), pages 2736-2762, September.
    3. Antonio Ciccone & Giovanni Peri, 2006. "Identifying Human-Capital Externalities: Theory with Applications," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 73(2), pages 381-412.
    4. Rosen, Harvey S, 1982. "Taxation and On-the-Job Training Decisions," The Review of Economics and Statistics, MIT Press, vol. 64(3), pages 442-449, August.
    5. Mikael Lindahl & Alan B. Krueger, 2001. "Education for Growth: Why and for Whom?," Journal of Economic Literature, American Economic Association, vol. 39(4), pages 1101-1136, December.
    6. Rangazas Peter C, 2005. "Human Capital and Growth: An Alternative Accounting," The B.E. Journal of Macroeconomics, De Gruyter, vol. 5(1), pages 1-43, September.
    7. Moretti, Enrico, 2004. "Estimating the social return to higher education: evidence from longitudinal and repeated cross-sectional data," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 175-212.
    8. George J. Borjas, 2021. "Ethnic Capital And Intergenerational Mobility," World Scientific Book Chapters, in: Foundational Essays in Immigration Economics, chapter 6, pages 107-134, World Scientific Publishing Co. Pte. Ltd..
    9. Foster, Andrew D & Rosenzweig, Mark R, 1995. "Learning by Doing and Learning from Others: Human Capital and Technical Change in Agriculture," Journal of Political Economy, University of Chicago Press, vol. 103(6), pages 1176-1209, December.
    10. Daron Acemoglu & Joshua Angrist, 2001. "How Large Are Human Capital Externalities? Evidence from Compulsory Schooling Laws," NBER Chapters, in: NBER Macroeconomics Annual 2000, Volume 15, pages 9-74, National Bureau of Economic Research, Inc.
    11. Huggett, Mark & Ventura, Gustavo & Yaron, Amir, 2006. "Human capital and earnings distribution dynamics," Journal of Monetary Economics, Elsevier, vol. 53(2), pages 265-290, March.
    12. Barro, Robert J & Lee, Jong-Wha, 2001. "International Data on Educational Attainment: Updates and Implications," Oxford Economic Papers, Oxford University Press, vol. 53(3), pages 541-563, July.
    13. Liu, Zhiqiang, 2007. "The external returns to education: Evidence from Chinese cities," Journal of Urban Economics, Elsevier, vol. 61(3), pages 542-564, May.
    14. George J. Borjas, 2021. "Ethnicity, Neighborhoods, and Human-Capital Externalities," World Scientific Book Chapters, in: Foundational Essays in Immigration Economics, chapter 7, pages 135-160, World Scientific Publishing Co. Pte. Ltd..
    15. 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.
    16. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    17. Browning, Martin & Hansen, Lars Peter & Heckman, James J., 1999. "Micro data and general equilibrium models," Handbook of Macroeconomics, in: J. B. Taylor & M. Woodford (ed.), Handbook of Macroeconomics, edition 1, volume 1, chapter 8, pages 543-633, Elsevier.
    18. Enrico Moretti, 2004. "Workers' Education, Spillovers, and Productivity: Evidence from Plant-Level Production Functions," American Economic Review, American Economic Association, vol. 94(3), pages 656-690, June.
    19. 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.
    20. Rosen, Sherwin, 1976. "A Theory of Life Earnings," Journal of Political Economy, University of Chicago Press, vol. 84(4), pages 45-67, August.
    21. James Heckman & Lance Lochner & Christopher Taber, 1998. "Explaining Rising Wage Inequality: Explanations With A Dynamic General Equilibrium Model of Labor Earnings With Heterogeneous Agents," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 1(1), pages 1-58, January.
    22. Clotfelter, Charles T. & Ehrenberg, Ronald G. & Getz, Malcolm & Siegfried, John J., 1992. "Economic Challenges in Higher Education," National Bureau of Economic Research Books, University of Chicago Press, edition 1, number 9780226110509, September.
    23. Maria Arrazola & Jose de Hevia, 2004. "More on the estimation of the human capital depreciation rate," Applied Economics Letters, Taylor & Francis Journals, vol. 11(3), pages 145-148.
    24. Robert E. Lucas, 2009. "Trade and the Diffusion of the Industrial Revolution," American Economic Journal: Macroeconomics, American Economic Association, vol. 1(1), pages 1-25, January.
    25. Rauch James E., 1993. "Productivity Gains from Geographic Concentration of Human Capital: Evidence from the Cities," Journal of Urban Economics, Elsevier, vol. 34(3), pages 380-400, November.
    26. Caroline Hoxby, 2000. "Peer Effects in the Classroom: Learning from Gender and Race Variation," NBER Working Papers 7867, National Bureau of Economic Research, Inc.
    27. Tamura, Robert, 1991. "Income Convergence in an Endogenous Growth Model," Journal of Political Economy, University of Chicago Press, vol. 99(3), pages 522-540, June.
    28. Jim Davies, "undated". "Empirical Evidence on Human Capital Externalities," Working Papers-Department of Finance Canada 2003-11, Department of Finance Canada.
    29. Arleen Leibowitz, 2003. "In-Home Training and the Production of Children's Human Capital," Review of Economics of the Household, Springer, vol. 1(4), pages 305-317, December.
    30. Mcmahon, Walter W., 1991. "Relative returns to human and physical capital in the U.S. and efficient investment strategies," Economics of Education Review, Elsevier, vol. 10(4), pages 283-296, December.
    31. John W. Kendrick, 1976. "The Formation and Stocks of Total Capital," NBER Books, National Bureau of Economic Research, Inc, number kend76-1.
    32. repec:pri:indrel:dsp010z708w42q is not listed on IDEAS
    33. Peter J. Klenow & Andrés Rodríguez-Clare, 1997. "The Neoclassical Revival in Growth Economics: Has It Gone Too Far?," NBER Chapters, in: NBER Macroeconomics Annual 1997, Volume 12, pages 73-114, National Bureau of Economic Research, Inc.
    34. Peter J. Klenow & Mark Bils, 2000. "Does Schooling Cause Growth?," American Economic Review, American Economic Association, vol. 90(5), pages 1160-1183, December.
    35. Casey B. Mulligan, 1999. "Substitution over Time: Another Look at Life-Cycle Labor Supply," NBER Chapters, in: NBER Macroeconomics Annual 1998, volume 13, pages 75-152, National Bureau of Economic Research, Inc.
    36. Stephen L. Parente & Edward C. Prescott, 2002. "Barriers to Riches," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262661306, April.
    37. Jacob Mincer, 1994. "Investment in U.S. Education and Training," NBER Working Papers 4844, National Bureau of Economic Research, Inc.
    38. Eaton, Jonathan & Kortum, Samuel, 1999. "International Technology Diffusion: Theory and Measurement," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 40(3), pages 537-570, August.
    39. Alexander Muravyev, 2008. "Human capital externalities Evidence from the transition economy of Russia1," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 16(3), pages 415-443, July.
    40. Harvey S. Rosen, 1982. "Taxation and On-The-Job Training Decisions," Working Papers 531, Princeton University, Department of Economics, Industrial Relations Section..
    41. Barro, Robert J & Lee, Jong Wha, 1996. "International Measures of Schooling Years and Schooling Quality," American Economic Review, American Economic Association, vol. 86(2), pages 218-223, May.
    42. Heckman, James & Layne-Farrar, Anne & Todd, Petra, 1996. "Human Capital Pricing Equations with an Application to Estimating the Effect of Schooling Quality on Earnings," The Review of Economics and Statistics, MIT Press, vol. 78(4), pages 562-610, November.
    43. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
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    More about this item

    Keywords

    Growth; Human Capital; Learning Externalities;
    All these keywords.

    JEL classification:

    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • O41 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - One, Two, and Multisector Growth Models

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