IDEAS home Printed from https://ideas.repec.org/p/ags/isfiwp/275381.html
   My bibliography  Save this paper

Two Estimation Methods for a Lifetime Discrete Choice Model Under Uncertainty

Author

Listed:
  • Eckstein, Zvi
  • Wolpin, Kenneth

Abstract

This paper formulates explicitly a life—time optimization problem that a person faces at each period t and suggests two methods of estimating the underlying parameters of the preferences and the constraints. We focus on one discrete choice variable such as fertility, schooling and labor—force participation. An example for each model is provided where the current decision depends on fast choice variables. In order to estimate this type of a model it is necessary to solve for the state dependent conditional probabilities for the discrete choice at each t. Two ways for calculating these conditional probabilities are provided. The first is calculated from the full solution for the dynamic programming problem. The second is found by using some necessary conditions for the optimal solution of the individual. We compare the two methods by a Monte—Carlo example using the fertility model. The full solution metnod is used as the "true" model and the other method generates acceptable values for the parameters and the likelihood function.

Suggested Citation

  • Eckstein, Zvi & Wolpin, Kenneth, 1984. "Two Estimation Methods for a Lifetime Discrete Choice Model Under Uncertainty," Foerder Institute for Economic Research Working Papers 275381, Tel-Aviv University > Foerder Institute for Economic Research.
    • Handle: RePEc:ags:isfiwp:275381
    DOI: 10.22004/ag.econ.275381
    as

    Download full text from publisher

    File URL: https://ageconsearch.umn.edu/record/275381/files/TEL-AVIV-FSWP-061.pdf
    Download Restriction: no
    File URL: https://libkey.io/10.22004/ag.econ.275381?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. Haley, William J, 1976. "Estimation of the Earnings Profile from Optimal Human Capital Accumulation," Econometrica, Econometric Society, vol. 44(6), pages 1223-1238, November.
    2. Brown, Charles, 1976. "A Model of Optimal Human-Capital Accumulation and the Wages of Young High School Graduates," Journal of Political Economy, University of Chicago Press, vol. 84(2), pages 299-316, April.
    3. Pakes, Ariel S, 1986. "Patents as Options: Some Estimates of the Value of Holding European Patent Stocks," Econometrica, Econometric Society, vol. 54(4), pages 755-784, July.
    4. Cogan, John F, 1981. "Fixed Costs and Labor Supply," Econometrica, Econometric Society, vol. 49(4), pages 945-963, June.
    5. Heckman, James J, 1976. "A Life-Cycle Model of Earnings, Learning, and Consumption," Journal of Political Economy, University of Chicago Press, vol. 84(4), pages 11-44, August.
    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. Nirav Mehta, 2022. "A Partial Identification Approach to Identifying the Determinants of Human Capital Accumulation: An Application to Teachers," University of Western Ontario, Departmental Research Report Series 20221, University of Western Ontario, Department of Economics.
    2. Huoying Wu, 2007. "Can The Human Capital Approach Explain Life‐Cycle Wage Differentials Between Races And Sexes?," Economic Inquiry, Western Economic Association International, vol. 45(1), pages 24-39, January.
    3. Burhanettin Kuruscu, 2006. "Training and Lifetime Income," American Economic Review, American Economic Association, vol. 96(3), pages 832-846, June.
    4. James J. Heckman, 2005. "Micro Data, Heterogeneity and the Evaluation of Public Policy Part 2," The American Economist, Sage Publications, vol. 49(1), pages 16-44, March.
    5. Richard M. H. Suen, 2014. "Time Preference And The Distributions Of Wealth And Income," Economic Inquiry, Western Economic Association International, vol. 52(1), pages 364-381, January.
    6. Daehaeng Kim & Chul-In Lee, 2007. "On-the-Job Human Capital Accumulation in a Real Business Cycle Model: Implications for Intertemporal Substitution Elasticity and Labor Hoarding," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 10(3), pages 494-518, July.
    7. Mengistae, Taye, 1999. "The relative effects of skill formation and job matching on wage growth in Ethiopia," Policy Research Working Paper Series 2104, The World Bank.
    8. Aleksandar Vasilev, 2023. "A real-business-cycle model with human capital accumulation: lessons for Bulgaria (1999-2018)," Macroeconomics and Finance in Emerging Market Economies, Taylor & Francis Journals, vol. 16(1), pages 80-94, January.
    9. Roland Benabou, 2002. "Tax and Education Policy in a Heterogeneous-Agent Economy: What Levels of Redistribution Maximize Growth and Efficiency?," Econometrica, Econometric Society, vol. 70(2), pages 481-517, March.
    10. Hui He & Zheng Liu, 2008. "Investment-Specific Technological Change, Skill Accumulation, and Wage Inequality," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 11(2), pages 314-334, April.
    11. Luis P. Correia, 2006. "Schooling, learning on-the-job, earnings and inequality," Bristol Economics Discussion Papers 06/585, School of Economics, University of Bristol, UK.
    12. Lutz Hendricks, 2001. "Growth, Death, and Taxes," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 4(1), pages 26-57, January.
    13. White, T. Kirk, 2007. "Initial conditions at Emancipation: The long-run effect on black-white wealth and earnings inequality," Journal of Economic Dynamics and Control, Elsevier, vol. 31(10), pages 3370-3395, October.
    14. 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.
    15. María Arrazola & José de Hevia & Marta Risueño & José Félix Sanz Sanz, 2005. "A proposal to estimate human capital depreciation: some evidence for Spain," Hacienda Pública Española / Review of Public Economics, IEF, vol. 172(1), pages 9-22, June.
    16. Blundell, Richard & Macurdy, Thomas, 1999. "Labor supply: A review of alternative approaches," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 27, pages 1559-1695, Elsevier.
    17. Keane, Michael P. & Todd, Petra E. & Wolpin, Kenneth I., 2011. "The Structural Estimation of Behavioral Models: Discrete Choice Dynamic Programming Methods and Applications," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 4, pages 331-461, Elsevier.
    18. Einarsson, Tor & Marquis, Milton H., 1998. "An RBC model with growth: the role of human capital," Journal of Economics and Business, Elsevier, vol. 50(5), pages 431-444, September.
    19. Hendricks, Lutz, 1999. "Taxation and long-run growth1," Journal of Monetary Economics, Elsevier, vol. 43(2), pages 411-434, April.
    20. Borisov Gleb, 2005. "The human capital heterogeneity at the Russian labor market," EERC Working Paper Series 01-151e, EERC Research Network, Russia and CIS.

    More about this item

    Keywords

    Financial Economics;

    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:ags:isfiwp:275381. 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: AgEcon Search (email available below). General contact details of provider: https://edirc.repec.org/data/fotauil.html .

    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.