IDEAS home Printed from https://ideas.repec.org/a/uwp/jhriss/v45y2010i2p364-406.html
   My bibliography  Save this article

Health and Wages: Panel Data Estimates Considering Selection and Endogeneity

Author

Listed:
  • Robert Jäckle
  • Oliver Himmler

Abstract

This paper complements previous studies on the effects of health on wages by addressing the problems of unobserved heterogeneity, sample selection, and endogeneity in one comprehensive framework. Using data from the German Socio-Economic Panel (GSOEP), we find the health variable to suffer from measurement error and a number of tests provide evidence that selection corrections are necessary. Good health leads to higher wages for men, while there appears to be no significant effect for women. Contingent on the method of estimation, healthy males earn between 1.3 percent and 7.8 percent more than those in poor health.

Suggested Citation

  • Robert Jäckle & Oliver Himmler, 2010. "Health and Wages: Panel Data Estimates Considering Selection and Endogeneity," Journal of Human Resources, University of Wisconsin Press, vol. 45(2).
  • Handle: RePEc:uwp:jhriss:v:45:y:2010:i2:p364-406
    as

    Download full text from publisher

    File URL: http://jhr.uwpress.org/cgi/reprint/45/2/364
    Download Restriction: A subscripton is required to access pdf files. Pay per article is available.
    ---><---

    As the access to this document is restricted, you may want to look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. (*), Nigel Rice & Paul Contoyannis, 2001. "The impact of health on wages: Evidence from the British Household Panel Survey," Empirical Economics, Springer, vol. 26(4), pages 599-622.
    2. Verbeek, Marno & Nijman, Theo, 1992. "Testing for Selectivity Bias in Panel Data Models," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 33(3), pages 681-703, August.
    3. Paul Contoyannis & Andrew M. Jones & Nigel Rice, 2004. "The dynamics of health in the British Household Panel Survey," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 19(4), pages 473-503.
    4. Heckman, James J, 1978. "Dummy Endogenous Variables in a Simultaneous Equation System," Econometrica, Econometric Society, vol. 46(4), pages 931-959, July.
    5. Wooldridge, Jeffrey M., 1995. "Selection corrections for panel data models under conditional mean independence assumptions," Journal of Econometrics, Elsevier, vol. 68(1), pages 115-132, July.
    6. Lixin Cai, 2009. "Effects of Health on Wages of Australian Men," The Economic Record, The Economic Society of Australia, vol. 85(270), pages 290-306, September.
    7. Lynn M Gambin, 2005. "The impact of health on wages in Europe – does gender matter?," Health, Econometrics and Data Group (HEDG) Working Papers 05/03, HEDG, c/o Department of Economics, University of York.
    8. Ekaterini Kyriazidou, 1997. "Estimation of a Panel Data Sample Selection Model," Econometrica, Econometric Society, vol. 65(6), pages 1335-1364, November.
    9. Grossman, Michael, 2000. "The human capital model," Handbook of Health Economics, in: A. J. Culyer & J. P. Newhouse (ed.), Handbook of Health Economics, edition 1, volume 1, chapter 7, pages 347-408, Elsevier.
    10. Dustmann, Christian & Rochina-Barrachina, María Engracia, 2000. "Selection Correction in Panel Data Models: An Application to Labour Supply and Wages," IZA Discussion Papers 162, Institute of Labor Economics (IZA).
    11. Jacob A. Mincer, 1974. "Schooling, Experience, and Earnings," NBER Books, National Bureau of Economic Research, Inc, number minc74-1.
    12. Semykina, Anastasia & Wooldridge, Jeffrey M., 2010. "Estimating panel data models in the presence of endogeneity and selection," Journal of Econometrics, Elsevier, vol. 157(2), pages 375-380, August.
    13. Timothy J. Halliday, 2008. "Heterogeneity, state dependence and health," Econometrics Journal, Royal Economic Society, vol. 11(3), pages 499-516, November.
    14. Haveman, Robert & Wolfe, Barbara & Kreider, Brent & Stone, Mark, 1994. "Market work, wages, and men's health," Journal of Health Economics, Elsevier, vol. 13(2), pages 163-182, July.
    15. Lee, Lung-Fei, 1982. "Health and Wage: A Simultaneous Equation Model with Multiple Discrete Indicators," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 23(1), pages 199-221, February.
    16. Gary Chamberlain, 1980. "Analysis of Covariance with Qualitative Data," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(1), pages 225-238.
    17. Mundlak, Yair, 1978. "On the Pooling of Time Series and Cross Section Data," Econometrica, Econometric Society, vol. 46(1), pages 69-85, January.
    18. Nijman, T.E. & Verbeek, M.J.C.M., 1992. "Testing for selectivity in panel data models," Other publications TiSEM 7ec34a6c-1d84-4052-971c-d, Tilburg University, School of Economics and Management.
    19. Laura Romeu Gordo, 2006. "Effects of short- and long-term unemployment on health satisfaction: evidence from German data," Applied Economics, Taylor & Francis Journals, vol. 38(20), pages 2335-2350.
    20. 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.
    21. Kennedy, Peter, 1983. "Logarithmic Dependent Variables and Prediction Bias," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 45(4), pages 389-392, November.
    22. Jacob A. Mincer, 1974. "Schooling and Earnings," NBER Chapters, in: Schooling, Experience, and Earnings, pages 41-63, National Bureau of Economic Research, Inc.
    23. Christian Dustmann & María Engracia Rochina-Barrachina, 2007. "Selection correction in panel data models: An application to the estimation of females' wage equations," Econometrics Journal, Royal Economic Society, vol. 10(2), pages 263-293, July.
    24. María Engracia Rochina-Barrachina, 1999. "A New Estimator for Panel Data Sample Selection Models," Annals of Economics and Statistics, GENES, issue 55-56, pages 153-181.
    25. repec:adr:anecst:y:1999:i:55-56:p:06 is not listed on IDEAS
    26. Steven Stern, 1989. "Measuring the Effect of Disability on Labor Force Participation," Journal of Human Resources, University of Wisconsin Press, vol. 24(3), pages 361-395.
    Full references (including those not matched with items on IDEAS)

    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. Nizalova, Olena Y. & Sliusarenko, Tamara & Shpak, Solomiya, 2016. "The motherhood wage penalty in times of transition," Journal of Comparative Economics, Elsevier, vol. 44(1), pages 56-75.
    2. Semykina, Anastasia & Wooldridge, Jeffrey M., 2010. "Estimating panel data models in the presence of endogeneity and selection," Journal of Econometrics, Elsevier, vol. 157(2), pages 375-380, August.
    3. Catia Nicodemo, 2009. "Selection Bias and Unobservable Heterogeneity applied at the Wage Equation of European Married Women," Working Papers wpdea0906, Department of Applied Economics at Universitat Autonoma of Barcelona.
    4. Stéfan Lollivier & Pascale Pollet, 2003. "Impact de la formation initiale sur les rémunérations au cours de la vie active," Revue d'économie politique, Dalloz, vol. 113(6), pages 801-827.
    5. Malikov, Emir & Kumbhakar, Subal C., 2014. "A generalized panel data switching regression model," Economics Letters, Elsevier, vol. 124(3), pages 353-357.
    6. Chirok Han & Goeun Lee, 2017. "Efficient Estimation of Linear Panel Data Models with Sample Selection and Fixed Effects," Discussion Paper Series 1707, Institute of Economic Research, Korea University.
    7. Emir Malikov & Diego A. Restrepo-Tobón & Subal C. Kumbhakar, 2018. "Heterogeneous credit union production technologies with endogenous switching and correlated effects," Econometric Reviews, Taylor & Francis Journals, vol. 37(10), pages 1095-1119, November.
    8. Fernández-Val, Iván & Vella, Francis, 2011. "Bias corrections for two-step fixed effects panel data estimators," Journal of Econometrics, Elsevier, vol. 163(2), pages 144-162, August.
    9. Sergi Jiménez-Martín & José M. Labeaga & Majid al Sadoon, 2020. "Consistent estimation of panel data sample selection models," Working Papers 2020-06, FEDEA.
    10. Manuel Flores & Melchor Fernández & Yolanda Pena-Boquete, 2020. "The impact of health on wages: evidence from Europe before and during the Great Recession," Oxford Economic Papers, Oxford University Press, vol. 72(2), pages 319-346.
    11. Manuel Flores & Adriaan Kalwij, 2019. "What Do Wages Add to the Health‐Employment Nexus? Evidence from Older European Workers," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 81(1), pages 123-145, February.
    12. Hernández-Quevedo, Cristina & Jones, Andrew M. & Rice, Nigel, 2008. "Persistence in health limitations: A European comparative analysis," Journal of Health Economics, Elsevier, vol. 27(6), pages 1472-1488, December.
    13. Sarah Brown & Jennifer Roberts & Karl Taylor, 2010. "Reservation wages, labour market participation and health," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 173(3), pages 501-529, July.
    14. Moro, D. & Guastella, G. & Sckokai, P. & Veneziani, M., 2013. "The Capitalization of Area Payment into Land Rental Prices: Micro-evidence from Italy," 2013 Second Congress, June 6-7, 2013, Parma, Italy 149746, Italian Association of Agricultural and Applied Economics (AIEAA).
    15. Gianni Guastella & Daniele Moro & Paolo Sckokai & Mario Veneziani, 2018. "The Capitalisation of CAP Payments into Land Rental Prices: A Panel Sample Selection Approach," Journal of Agricultural Economics, Wiley Blackwell, vol. 69(3), pages 688-704, September.
    16. Lixin Cai, 2009. "Effects of Health on Wages of Australian Men," The Economic Record, The Economic Society of Australia, vol. 85(270), pages 290-306, September.
    17. Yolanda Pena-Boquete & Manuel Flores, 2013. "Earnings returns to education, experience and health: Evidence from EU-SILC," ERSA conference papers ersa13p1169, European Regional Science Association.
    18. Wladimir Raymond & Pierre Mohnen & Franz Palm & Sybrand Schim van der Loeff, 2007. "The Behavior of the Maximum Likelihood Estimator of Dynamic Panel Data Sample Selection Models," CESifo Working Paper Series 1992, CESifo.
    19. Jia, Lili, 2012. "Land fragmentation and off-farm labor supply in China," Studies on the Agricultural and Food Sector in Transition Economies, Leibniz Institute of Agricultural Development in Transition Economies (IAMO), volume 66, number 66.
    20. Guastella, Gianni & Moro, Daniele & Sckokai, Paolo & Veneziani, Mario, 2014. "The capitalization of area payments into land rental prices: a panel sample selection approach," 2014 International Congress, August 26-29, 2014, Ljubljana, Slovenia 186375, European Association of Agricultural Economists.

    More about this item

    JEL classification:

    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models
    • C34 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Truncated and Censored Models; Switching Regression Models
    • I10 - Health, Education, and Welfare - - Health - - - General
    • J40 - Labor and Demographic Economics - - Particular Labor Markets - - - General

    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:uwp:jhriss:v:45:y:2010:i2:p364-406. 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: the person in charge (email available below). General contact details of provider: http://jhr.uwpress.org/ .

    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.