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Human Capital Measurement: A Survey

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  • Giuseppe Folloni
  • Giorgio Vittadini

Abstract

After a short history of the concept of human capital (henceforth HC) in economic thought (Section 1), this study presents the two main methods for estimating the value of the stock of HC – the retrospective and prospective one – with a review of the models proposed (Section 2). These methods are linked both to the theory of HC investment as a rational choice (Section 3), the literature analysing the contribution of HC investment to economic growth and the HC estimating method through educational attainment (Section 4). The more recent literature on HC as a latent variable is also assessed (Section 5) and a new method of estimation where HC is seen both as an unknown function of formative indicators and as a ‘latent effect’ underlying earned income is proposed (Section 6). Section 7 concludes.

Suggested Citation

  • Giuseppe Folloni & Giorgio Vittadini, 2010. "Human Capital Measurement: A Survey," Journal of Economic Surveys, Wiley Blackwell, vol. 24(2), pages 248-279, April.
  • Handle: RePEc:bla:jecsur:v:24:y:2010:i:2:p:248-279
    DOI: 10.1111/j.1467-6419.2009.00614.x
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    1. Jacob M. Markman & Eric A. Hanushek & John F. Kain & Steven G. Rivkin, 2003. "Does peer ability affect student achievement?," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 18(5), pages 527-544.
    2. 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.
    3. Nehru, Vikram & Swanson, Eric & Dubey, Ashutosh, 1995. "A new database on human capital stock in developing and industrial countries: Sources, methodology, and results," Journal of Development Economics, Elsevier, vol. 46(2), pages 379-401, April.
    4. Hanushek, Eric A. & Woessmann, Ludger, 2007. "The role of education quality for economic growth," Policy Research Working Paper Series 4122, The World Bank.
    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. E. Gundlach & D. Rudman & L. Wossmann, 2002. "Second thoughts on development accounting," Applied Economics, Taylor & Francis Journals, vol. 34(11), pages 1359-1369.
    7. Gary S. Becker, 1962. "Investment in Human Capital: A Theoretical Analysis," NBER Chapters, in: Investment in Human Beings, pages 9-49, National Bureau of Economic Research, Inc.
    8. Daron Acemoglu & Joshua D. Angrist, 2001. "Consequences of Employment Protection? The Case of the Americans with Disabilities Act," Journal of Political Economy, University of Chicago Press, vol. 109(5), pages 915-957, October.
    9. Barbara Sianesi & John Van Reenen, 2003. "The Returns to Education: Macroeconomics," Journal of Economic Surveys, Wiley Blackwell, vol. 17(2), pages 157-200, April.
    10. Pritchett, Lant & Filmer, Deon, 1999. "What education production functions really show: a positive theory of education expenditures," Economics of Education Review, Elsevier, vol. 18(2), pages 223-239, April.
    11. George Psacharopoulos & Harry Anthony Patrinos, 2004. "Returns to investment in education: a further update," Education Economics, Taylor & Francis Journals, vol. 12(2), pages 111-134.
    12. Dale W. Jorgenson & Barbara M. Fraumeni, 1992. "The Output of the Education Sector," NBER Chapters, in: Output Measurement in the Service Sectors, pages 303-341, National Bureau of Economic Research, Inc.
    13. Daniel Cohen & Marcelo Soto, 2007. "Growth and human capital: good data, good results," Journal of Economic Growth, Springer, vol. 12(1), pages 51-76, March.
    14. Jeong, Byeongju, 2002. "Measurement of human capital input across countries: a method based on the laborer's income," Journal of Development Economics, Elsevier, vol. 67(2), pages 333-349, April.
    15. Antonio Ciccone & Elias Papaioannou, 2009. "Human Capital, the Structure of Production, and Growth," The Review of Economics and Statistics, MIT Press, vol. 91(1), pages 66-82, February.
    16. 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.
    17. Trinh Le & John Gibson & Les Oxley, 2003. "Cost‐ and Income‐based Measures of Human Capital," Journal of Economic Surveys, Wiley Blackwell, vol. 17(3), pages 271-307, July.
    18. Lovaglio, Pietro Giorgio, 2008. "Process of accumulation of Italian human capital," Structural Change and Economic Dynamics, Elsevier, vol. 19(4), pages 342-356, December.
    19. 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.
    20. 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.
    21. O. Ashenfelter & D. Card (ed.), 1999. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 3, number 3.
    22. Lee, Doo Won & Lee, Tong Hun, 1995. "Human capital and economic growth Tests based on the international evaluation of educational achievement," Economics Letters, Elsevier, vol. 47(2), pages 219-225, February.
    23. Becker, Gary S., 1992. "The Economic Way of Looking at Life," Nobel Prize in Economics documents 1992-1, Nobel Prize Committee.
    24. Rusty Tchernis, 2010. "Measuring Human Capital And Its Effects On Wage Growth," Journal of Economic Surveys, Wiley Blackwell, vol. 24(2), pages 362-387, April.
    25. Jenny Lye & Joe Hirschberg, 2010. "Alcohol Consumption And Human Capital: A Retrospective Study Of The Literature," Journal of Economic Surveys, Wiley Blackwell, vol. 24(2), pages 309-338, April.
    26. Jacob A. Mincer, 1974. "Schooling, Experience, and Earnings," NBER Books, National Bureau of Economic Research, Inc, number minc74-1, May.
    27. Péter Földvári & Bas Van Leeuwen, 2006. "An Estimation of the Human Capital Stock in Eastern and Central Europe," Eastern European Economics, Taylor & Francis Journals, vol. 43(6), pages 53-65, December.
    28. Eric A. Hanushek, 1996. "Measuring Investment in Education," Journal of Economic Perspectives, American Economic Association, vol. 10(4), pages 9-30, Fall.
    29. Card, David, 1999. "The causal effect of education on earnings," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 30, pages 1801-1863, Elsevier.
    30. Psacharopoulos, George, 1994. "Returns to investment in education: A global update," World Development, Elsevier, vol. 22(9), pages 1325-1343, September.
    31. Costas Azariadis & Allan Drazen, 1990. "Threshold Externalities in Economic Development," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 105(2), pages 501-526.
    32. Trinh Le & John Gibson & Les Oxley, 2006. "A Forward‐Looking Measure Of The Stock Of Human Capital In New Zealand," Manchester School, University of Manchester, vol. 74(5), pages 593-609, September.
    33. Lau, Lawrence J. & Jamison, Dean T. & Louat, Frederic F., 1991. "Education and productivity in developing countries : an aggregate production function approach," Policy Research Working Paper Series 612, The World Bank.
    34. Graham, John W & Webb, Roy H, 1979. "Stocks and Depreciation of Human Capital: New Evidence from a Present-Value Perspective," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 25(2), pages 209-224, June.
    35. Gilberto Antonelli & Roberto Antonietti & Giovanni Guidetti, 2010. "Organizational Change, Skill Formation, Human Capital Measurement: Evidence From Italian Manufacturing Firms," Journal of Economic Surveys, Wiley Blackwell, vol. 24(2), pages 206-247, April.
    36. Forrest Young & Jan Leeuw & Yoshio Takane, 1976. "Regression with qualitative and quantitative variables: An alternating least squares method with optimal scaling features," Psychometrika, Springer;The Psychometric Society, vol. 41(4), pages 505-529, December.
    37. James J. Heckman & Lance J. Lochner & Petra E. Todd, 2003. "Fifty Years of Mincer Earnings Regressions," NBER Working Papers 9732, National Bureau of Economic Research, Inc.
    38. Mulligan, C. B. & Sala-i-Martin, X., 1997. "A labor income-based measure of the value of human capital: An application to the states of the United States," Japan and the World Economy, Elsevier, vol. 9(2), pages 159-191, May.
    39. Jorgenson, Dale W & Fraumeni, Barbara M, 1992. " Investment in Education and U.S. Economic Growth," Scandinavian Journal of Economics, Wiley Blackwell, vol. 94(0), pages 51-70, Supplemen.
    40. Daniel L. Millimet & Michael Nieswiadomy & Daniel Slottje, 2010. "Detailed Estimation Of Worklife Expectancy For The Measurement Of Human Capital: Accounting For Marriage And Children," Journal of Economic Surveys, Wiley Blackwell, vol. 24(2), pages 339-361, April.
    41. Barry P. Bosworth & Susan M. Collins, 2003. "The Empirics of Growth: An Update," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 34(2), pages 113-206.
    42. Gelb, A & Knight, John B & Sabot, R H, 1991. "Public Sector Employment, Rent Seeking and Economic Growth," Economic Journal, Royal Economic Society, vol. 101(408), pages 1186-1199, September.
    43. 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.
    44. Dagum, Camilo & Slottje, Daniel J., 2000. "A new method to estimate the level and distribution of household human capital with application," Structural Change and Economic Dynamics, Elsevier, vol. 11(1-2), pages 67-94, July.
    45. Rosen, Sherwin, 1974. "Hedonic Prices and Implicit Markets: Product Differentiation in Pure Competition," Journal of Political Economy, University of Chicago Press, vol. 82(1), pages 34-55, Jan.-Feb..
    46. Bas van Leeuwen & Peter Foldvari, 2008. "How much human capital does Eastern Europe have? Measurement methods and results," Post-Communist Economies, Taylor & Francis Journals, vol. 20(2), pages 189-201.
    47. Donald Robertson & James Symons, 2003. "Do Peer Groups Matter? Peer Group versus Schooling Effects on Academic Attainment," Economica, London School of Economics and Political Science, vol. 70(277), pages 31-53, February.
    48. Pietro Giorgio Lovaglio, 2010. "The Estimation Of Human Capital By Administrative Archives In A Static And Longitudinal Perspective: The Case Of Milan," Journal of Economic Surveys, Wiley Blackwell, vol. 24(2), pages 280-308, April.
    49. Colm Harmon & Hessel Oosterbeek & Ian Walker, 2003. "The Returns to Education: Microeconomics," Journal of Economic Surveys, Wiley Blackwell, vol. 17(2), pages 115-156, April.
    50. Camilo Dagum & Giorgio Vittadini & Pietro Giorgio Lovaglio, 2007. "Formative Indicators and Effects of a Causal Model for Household Human Capital with Application," Econometric Reviews, Taylor & Francis Journals, vol. 26(5), pages 579-596.
    51. Jacob Mincer, 1958. "Investment in Human Capital and Personal Income Distribution," Journal of Political Economy, University of Chicago Press, vol. 66(4), pages 281-281.
    52. Ludger Vessman & Jerik Hanushek, 2007. "The role of education quality in economic growth (Part I)," Voprosy obrazovaniya / Educational Studies Moscow, National Research University Higher School of Economics, issue 2, pages 86-116.
    53. Jonathan Temple, 1999. "The New Growth Evidence," Journal of Economic Literature, American Economic Association, vol. 37(1), pages 112-156, March.
    54. Arrow, Kenneth J., 1973. "Higher education as a filter," Journal of Public Economics, Elsevier, vol. 2(3), pages 193-216, July.
    55. B. F. Kiker, 1966. "The Historical Roots of the Concept of Human Capital," Journal of Political Economy, University of Chicago Press, vol. 74(5), pages 481-481.
    56. Peter J. Klenow & Mark Bils, 2000. "Does Schooling Cause Growth?," American Economic Review, American Economic Association, vol. 90(5), pages 1160-1183, December.
    57. Card, David, 2001. "Estimating the Return to Schooling: Progress on Some Persistent Econometric Problems," Econometrica, Econometric Society, vol. 69(5), pages 1127-1160, September.
    58. Jacob A. Mincer, 1974. "Schooling and Earnings," NBER Chapters, in: Schooling, Experience, and Earnings, pages 41-63, National Bureau of Economic Research, Inc.
    59. Vittadini, Giorgio & Lovaglio, Pietro Giorgio, 2007. "Evaluation of the Dagum-Slottje method to estimate household human capital," Structural Change and Economic Dynamics, Elsevier, vol. 18(2), pages 270-278, June.
    60. Burton A. Weisbrod, 1961. "The Valuation of Human Capital," Journal of Political Economy, University of Chicago Press, vol. 69(5), pages 425-425.
    61. Les OXxley & Ttrinh Le & John Gibson, 2008. "Measuring Human Capital: Alternative Methods and International Evidence," Korean Economic Review, Korean Economic Association, vol. 24, pages 283-344.
    62. 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.
    63. Daron Acemoglu & Joshua Angrist, 1999. "How Large are the Social Returns to Education? Evidence from Compulsory Schooling Laws," NBER Working Papers 7444, National Bureau of Economic Research, Inc.
    64. Spengler, Joseph J, 1977. "Adam Smith on Human Capital," American Economic Review, American Economic Association, vol. 67(1), pages 32-36, February.
    65. Michael Spence, 1976. "Competition in Salaries, Credentials, and Signaling Prerequisites for Jobs," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 90(1), pages 51-74.
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