IDEAS home Printed from https://ideas.repec.org/a/bla/jecsur/v24y2010i2p280-308.html
   My bibliography  Save this article

The Estimation Of Human Capital By Administrative Archives In A Static And Longitudinal Perspective: The Case Of Milan

Author

Listed:
  • Pietro Giorgio Lovaglio

Abstract

This paper focuses on the estimation of the latent variable human capital (HC) at disaggregated level (worker) by available routinely institutional data flows. In particular we utilize the Lombardy region administrative archive ‘Employment Centers of the Province of Milan’, collecting information about careers of workers in the private sector of the Milan area, and administrative flows collecting mandatory workers' individual income tax returns, filed with the National Internal Revenue Service. First, we propose and empirically estimate HC scores in a static (referred to 2004) framework, by means of a realistic measurement model within causal relationships among endogenous and exogenous (investment) HC indicators. Furthermore, the model also specifies a set of (concomitant) indicators that, not belonging to HC investment indicators, have causal impact on endogenous variables and on HC scores, too. Second, we propose a longitudinal analysis (period 2000–2004) aimed to investigate how workers' earned income growth rates vary over workers' educational levels and other personal characteristics. The empirical results of both analyses confirm the characteristics of the Italian job market, denoted by marked inequalities, and knowledge regarding the process of school to work transition, characterized by a weak incidence of education on longitudinal trajectories of earned income.

Suggested Citation

  • 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.
  • Handle: RePEc:bla:jecsur:v:24:y:2010:i:2:p:280-308
    DOI: 10.1111/j.1467-6419.2009.00613.x
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/j.1467-6419.2009.00613.x
    Download Restriction: no

    File URL: https://libkey.io/10.1111/j.1467-6419.2009.00613.x?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. Jonathan Temple, 2003. "Growth effects of education and social capital in the OECD countries," OECD Economic Studies, OECD Publishing, vol. 2001(2), pages 57-101.
    3. 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.
    4. Robert M. Solow, 1956. "A Contribution to the Theory of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 70(1), pages 65-94.
    5. Colm Harmon; & Ian Walker, 1995. "Estimates of Economic Return to Schooling in the UK," Economics Department Working Paper Series n540195, Department of Economics, National University of Ireland - Maynooth.
    6. 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.
    7. Lovaglio, Pietro Giorgio, 2008. "Process of accumulation of Italian human capital," Structural Change and Economic Dynamics, Elsevier, vol. 19(4), pages 342-356, December.
    8. Harmon, Colm & Walker, Ian, 1995. "Estimates of the Economic Return to Schooling for the United Kingdom," American Economic Review, American Economic Association, vol. 85(5), pages 1278-1286, December.
    9. 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.
    10. Layard, Richard & Psacharopoulos, George, 1974. "The Screening Hypothesis and the Returns to Education," Journal of Political Economy, University of Chicago Press, vol. 82(5), pages 985-998, Sept./Oct.
    11. repec:eee:labchp:v:1:y:1986:i:c:p:525-602 is not listed on IDEAS
    12. 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.
    13. Blackburn, McKinley L & Neumark, David, 1993. "Omitted-Ability Bias and the Increase in the Return to Schooling," Journal of Labor Economics, University of Chicago Press, vol. 11(3), pages 521-544, July.
    14. 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.
    15. Blackburn, McKinley L & Neumark, David, 1995. "Are OLS Estimates of the Return to Schooling Biased Downward? Another Look," The Review of Economics and Statistics, MIT Press, vol. 77(2), pages 217-230, May.
    16. 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.
    17. 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.
    18. 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.
    19. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    20. 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.
    21. Garen, John, 1984. "The Returns to Schooling: A Selectivity Bias Approach with a Continuous Choice Variable," Econometrica, Econometric Society, vol. 52(5), pages 1199-1218, September.
    22. Bengt Muthén, 1989. "Latent variable modeling in heterogeneous populations," Psychometrika, Springer;The Psychometric Society, vol. 54(4), pages 557-585, September.
    23. Joshua D. Angrist & Alan B. Keueger, 1991. "Does Compulsory School Attendance Affect Schooling and Earnings?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(4), pages 979-1014.
    24. 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.
    25. 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.
    26. John W. Kendrick, 1976. "The Formation and Stocks of Total Capital," NBER Books, National Bureau of Economic Research, Inc, number kend76-1.
    27. 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.
    28. Harmon, Harmon & Ian Walker, 1995. "Estimates of the economic return to schooling for the UK," IFS Working Papers W95/12, Institute for Fiscal Studies.
    29. Ashenfelter, Orley & Krueger, Alan B, 1994. "Estimates of the Economic Returns to Schooling from a New Sample of Twins," American Economic Review, American Economic Association, vol. 84(5), pages 1157-1173, December.
    30. Griliches, Zvi, 1977. "Estimating the Returns to Schooling: Some Econometric Problems," Econometrica, Econometric Society, vol. 45(1), pages 1-22, January.
    31. 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.
    32. Giuseppe Folloni & Giorgio Vittadini, 2010. "Human Capital Measurement: A Survey," Journal of Economic Surveys, Wiley Blackwell, vol. 24(2), pages 248-279, April.
    33. 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.
    34. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. 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.
    2. Daniel Slottje, 2010. "Human Capital Measurement: Theory And Practice," Journal of Economic Surveys, Wiley Blackwell, vol. 24(2), pages 201-205, April.
    3. 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.
    4. Giuseppe Folloni & Giorgio Vittadini, 2010. "Human Capital Measurement: A Survey," Journal of Economic Surveys, Wiley Blackwell, vol. 24(2), pages 248-279, April.
    5. TJ Friderichs & F. M. Correa, 2022. "Measuring human capital in South Africa across socioeconomic subgroups using a latent-variable approach," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 164(3), pages 1161-1185, December.
    6. Pietro Giorgio Lovaglio & Gianmarco Vacca & Stefano Verzillo, 2016. "Human capital estimation in higher education," Advances in Data Analysis and Classification, Springer;German Classification Society - Gesellschaft für Klassifikation (GfKl);Japanese Classification Society (JCS);Classification and Data Analysis Group of the Italian Statistical Society (CLADAG);International Federation of Classification Societies (IFCS), vol. 10(4), pages 465-489, December.
    7. 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.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Giuseppe Folloni & Giorgio Vittadini, 2010. "Human Capital Measurement: A Survey," Journal of Economic Surveys, Wiley Blackwell, vol. 24(2), pages 248-279, April.
    2. Lovaglio, Pietro Giorgio, 2008. "Process of accumulation of Italian human capital," Structural Change and Economic Dynamics, Elsevier, vol. 19(4), pages 342-356, December.
    3. Pietro Giorgio Lovaglio & Gianmarco Vacca & Stefano Verzillo, 2016. "Human capital estimation in higher education," Advances in Data Analysis and Classification, Springer;German Classification Society - Gesellschaft für Klassifikation (GfKl);Japanese Classification Society (JCS);Classification and Data Analysis Group of the Italian Statistical Society (CLADAG);International Federation of Classification Societies (IFCS), vol. 10(4), pages 465-489, December.
    4. Denis Maguain, 2007. "Les rendements de l'éducation en comparaison internationale," Économie et Prévision, Programme National Persée, vol. 180(4), pages 87-106.
    5. Nikolov, Plamen & Jimi, Nusrat & Chang, Jerray, 2020. "The Importance of Cognitive Domains and the Returns to Schooling in South Africa: Evidence from Two Labor Surveys," Labour Economics, Elsevier, vol. 65(C).
    6. Mirjam van Praag & Arjen van Witteloostuijn & Justin van der Sluis, 2009. "Returns for Entrepreneurs versus Employees: The Effect of Education and Personal Control on the Relative Performance of Entrepreneurs vis-a-vis Wage Employees," Tinbergen Institute Discussion Papers 09-111/3, Tinbergen Institute.
    7. Park, Seonyoung, 2011. "Returning to school for higher returns," Economics of Education Review, Elsevier, vol. 30(6), pages 1215-1228.
    8. Justin L. Tobias, 2003. "Are Returns to Schooling Concentrated Among the Most Able? A Semiparametric Analysis of the Ability–earnings Relationships," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 65(1), pages 1-29, February.
    9. Angel de la Fuente & Antonio Ciccone, 2003. "Human capital in a global and knowledge-based economy," UFAE and IAE Working Papers 562.03, Unitat de Fonaments de l'Anàlisi Econòmica (UAB) and Institut d'Anàlisi Econòmica (CSIC).
    10. Adrien Montalbo, 2019. "Education and economic development. The influence of primary schooling on municipalities in nineteenth-century France," Working Papers halshs-02286126, HAL.
    11. 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.
    12. Eric A. Hanushek & Ludger Woessmann, 2008. "The Role of Cognitive Skills in Economic Development," Journal of Economic Literature, American Economic Association, vol. 46(3), pages 607-668, September.
    13. Adrien Montalbo, 2019. "Education and economic development. The influence of primary schooling on municipalities in nineteenth-century France," PSE Working Papers halshs-02286126, HAL.
    14. van Praag, Mirjam C. & van Witteloostuijn, Arjen & van der Sluis, Justin, 2009. "Returns for Entrepreneurs vs. Employees: The Effect of Education and Personal Control on the Relative Performance of Entrepreneurs vs. Wage Employees," IZA Discussion Papers 4628, Institute of Labor Economics (IZA).
    15. Ashenfelter, Orley & Harmon, Colm & Oosterbeek, Hessel, 1999. "A review of estimates of the schooling/earnings relationship, with tests for publication bias," Labour Economics, Elsevier, vol. 6(4), pages 453-470, November.
    16. Colm Harmon & Hessel Oosterbeek, 2000. "The Returns to Education: A Review of Evidence, Issues and Deficiencies in the Literature," CEE Discussion Papers 0005, Centre for the Economics of Education, LSE.
    17. Inmaculada Garc�a Mainar & V�ctor M. Montuenga G�mez, 2004. "Returns to education and to experience within the EU: are there differences between wage earners and the self-employed?," Documentos de Trabajo dt2004-08, Facultad de Ciencias Económicas y Empresariales, Universidad de Zaragoza.
    18. Ge, Suqin, 2013. "Estimating the returns to schooling: Implications from a dynamic discrete choice model," Labour Economics, Elsevier, vol. 20(C), pages 92-105.
    19. Morita, Tamaki & Yamamoto, Kimika & Managi, Shunsuke, 2018. "The relationship between school-based career education and subsequent incomes: Empirical evidence from Japan," Economic Analysis and Policy, Elsevier, vol. 58(C), pages 70-87.
    20. Justin Van Der Sluis & Mirjam Van Praag & Wim Vijverberg, 2008. "Education And Entrepreneurship Selection And Performance: A Review Of The Empirical Literature," Journal of Economic Surveys, Wiley Blackwell, vol. 22(5), pages 795-841, December.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:bla:jecsur:v:24:y:2010:i:2:p:280-308. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Wiley Content Delivery (email available below). General contact details of provider: http://www.blackwellpublishing.com/journal.asp?ref=0950-0804 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.