IDEAS home Printed from https://ideas.repec.org/p/iza/izadps/dp6098.html
   My bibliography  Save this paper

A Continuous Labour Supply Model in Microsimulation: A Life-Cycle Modelling Approach with Heterogeneity and Uncertainty Extension

Author

Listed:
  • Li, Jinjing

    (Maastricht University)

  • Sologon, Denisa Maria

    (LISER (CEPS/INSTEAD))

Abstract

This paper advances a structural inter-temporal model of labour supply that is able to simulate the dynamics of labour supply in a continuous setting and to circumvent two main drawbacks of most of the existing models. The first limitation is the inability to incorporate individual heterogeneity as every agent is sharing the same parameters of the utility function. The second one is the strong assumption that individuals make decisions in a world of perfect certainty. Essentially, this paper offers an extension of marginal-utility-of-wealth-constant labour supply functions known as "Frisch functions" under certainty and uncertainty with homogenous and heterogeneous preferences. Two alternative models are proposed for capturing individual heterogeneity. First, a "fixed effect vector decomposition" model, which allows the individual specific effects to be correlated with the explanatory variables included in the labour supply model, and second, a mixed fixed and random coefficient model, which incorporates a higher degree of individual heterogeneity by specifying individual coefficients. Uncertainty is controlled for by introducing an expectation correction into the model. The validation of each simulation model is realized in comparison with the standard Heckman model. The lifetime models based on the fixed effect vector decomposition yield the most stable and unbiased simulation results, both under certainty and uncertainty. Due to its improved accuracy and stability, this lifetime labour supply model is particularly suitable for enhancing the performance of the pension models, thus providing a better reference for policymaking.

Suggested Citation

  • Li, Jinjing & Sologon, Denisa Maria, 2011. "A Continuous Labour Supply Model in Microsimulation: A Life-Cycle Modelling Approach with Heterogeneity and Uncertainty Extension," IZA Discussion Papers 6098, Institute of Labor Economics (IZA).
  • Handle: RePEc:iza:izadps:dp6098
    as

    Download full text from publisher

    File URL: https://docs.iza.org/dp6098.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Francisco J. Gomes & Laurence J. Kotlikoff & Luis M. Viceira, 2008. "Optimal Life-Cycle Investing with Flexible Labor Supply: A Welfare Analysis of Life-Cycle Funds," American Economic Review, American Economic Association, vol. 98(2), pages 297-303, May.
    2. Thomas E. MaCurdy, 1980. "An Empirical Model of Labor Supply in a Life Cycle Setting," NBER Working Papers 0421, National Bureau of Economic Research, Inc.
    3. Martin Browning & Thomas F. Crossley, 2001. "The Life-Cycle Model of Consumption and Saving," Journal of Economic Perspectives, American Economic Association, vol. 15(3), pages 3-22, Summer.
    4. Bover, Olympia & Muellbauer, John & Murphy, Anthony, 1989. "Housing, Wages and UK Labour Markets," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 51(2), pages 97-136, March.
    5. James L. Medoff & Katharine G. Abraham, 1981. "Are Those Paid More Really More Productive? The Case of Experience," Journal of Human Resources, University of Wisconsin Press, vol. 16(2), pages 186-216.
    6. Richard Blundell & Pierre-Andre Chiappori & Thierry Magnac & Costas Meghir, 2007. "Collective Labour Supply: Heterogeneity and Non-Participation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 74(2), pages 417-445.
    7. 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.
    8. Matteo G. Richiardi, 2012. "Forecasting with Unobserved Heterogeneity," LABORatorio R. Revelli Working Papers Series 123, LABORatorio R. Revelli, Centre for Employment Studies.
    9. Plümper, Thomas & Troeger, Vera E., 2007. "Efficient Estimation of Time-Invariant and Rarely Changing Variables in Finite Sample Panel Analyses with Unit Fixed Effects," Political Analysis, Cambridge University Press, vol. 15(2), pages 124-139, April.
    10. Milton Friedman, 1957. "A Theory of the Consumption Function," NBER Books, National Bureau of Economic Research, Inc, number frie57-1, July.
    11. Sophia Rabe-Hesketh & Anders Skrondal, 2012. "Multilevel and Longitudinal Modeling Using Stata, 3rd Edition," Stata Press books, StataCorp LP, edition 3, number mimus2, March.
    12. Arthur van Soest, 1995. "Structural Models of Family Labor Supply: A Discrete Choice Approach," Journal of Human Resources, University of Wisconsin Press, vol. 30(1), pages 63-88.
    13. Gert G. Wagner & Joachim R. Frick & Jürgen Schupp, 2007. "The German Socio-Economic Panel Study (SOEP) – Scope, Evolution and Enhancements," Schmollers Jahrbuch : Journal of Applied Social Science Studies / Zeitschrift für Wirtschafts- und Sozialwissenschaften, Duncker & Humblot, Berlin, vol. 127(1), pages 139-169.
    14. Peter Haan, 2004. "Discrete Choice Labor Supply: Conditional Logit vs. Random Coefficient Models," Discussion Papers of DIW Berlin 394, DIW Berlin, German Institute for Economic Research.
    15. MaCurdy, Thomas E, 1981. "An Empirical Model of Labor Supply in a Life-Cycle Setting," Journal of Political Economy, University of Chicago Press, vol. 89(6), pages 1059-1085, December.
    16. Milton Friedman, 1957. "The Permanent Income Hypothesis," NBER Chapters, in: A Theory of the Consumption Function, pages 20-37, National Bureau of Economic Research, Inc.
    17. Francis Vella, 1998. "Estimating Models with Sample Selection Bias: A Survey," Journal of Human Resources, University of Wisconsin Press, vol. 33(1), pages 127-169.
    18. Burtless, Gary & Hausman, Jerry A, 1978. "The Effect of Taxation on Labor Supply: Evaluating the Gary Negative Income Tax Experiments," Journal of Political Economy, University of Chicago Press, vol. 86(6), pages 1103-1130, December.
    19. Mundlak, Yair, 1978. "On the Pooling of Time Series and Cross Section Data," Econometrica, Econometric Society, vol. 46(1), pages 69-85, January.
    20. MaCurdy, Thomas E, 1983. "A Simple Scheme for Estimating an Intertemporal Model of Labor Supply and Consumption in the Presence of Taxes and Uncertainty," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 24(2), pages 265-289, June.
    21. Michael Keane & Nada Wasi, 2013. "Comparing Alternative Models Of Heterogeneity In Consumer Choice Behavior," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 28(6), pages 1018-1045, September.
    22. Lucas, Robert E, Jr & Rapping, Leonard A, 1969. "Real Wages, Employment, and Inflation," Journal of Political Economy, University of Chicago Press, vol. 77(5), pages 721-754, Sept./Oct.
    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. Bessho, Shun-ichiro & Hayashi, Masayoshi, 2011. "Labor supply response and preferences specification: Estimates for prime-age males in Japan," Journal of Asian Economics, Elsevier, vol. 22(5), pages 398-411, October.
    2. Löffler, Max & Peichl, Andreas & Siegloch, Sebastian, 2013. "Validating Structural Labor Supply Models," VfS Annual Conference 2013 (Duesseldorf): Competition Policy and Regulation in a Global Economic Order 79819, Verein für Socialpolitik / German Economic Association.
    3. Michael P. Keane, 2011. "Labor Supply and Taxes: A Survey," Journal of Economic Literature, American Economic Association, vol. 49(4), pages 961-1075, December.
    4. Shun-ichiro Bessho & Masayoshi Hayashi, 2005. "The CES utility function, non-linear budget constraints and labor supply : results on prime-age males in Japan," Labor Economics Working Papers 21911, East Asian Bureau of Economic Research.
    5. Anil Kumar, 2016. "Lifecycle-consistent female labor supply with nonlinear taxes: evidence from unobserved effects panel data models with censoring, selection and endogeneity," Review of Economics of the Household, Springer, vol. 14(1), pages 207-229, March.
    6. Liang, Che-Yuan, 2012. "Nonparametric structural estimation of labor supply in the presence of censoring," Journal of Public Economics, Elsevier, vol. 96(1), pages 89-103.
    7. Kuroda, Sachiko & Yamamoto, Isamu, 2008. "Estimating Frisch labor supply elasticity in Japan," Journal of the Japanese and International Economies, Elsevier, vol. 22(4), pages 566-585, December.
    8. Panos Pashardes & Alexandros Polycarpou, 2015. "A backward-bending and forward-falling semi-log model of labour supply," University of Cyprus Working Papers in Economics 03-2015, University of Cyprus Department of Economics.
    9. Laisney, François & Pohlmeier, Winfried & Staat, Matthias, 1991. "Estimation of labour supply functions using panel data: a survey," ZEW Discussion Papers 91-05, ZEW - Leibniz Centre for European Economic Research.
    10. McDonald, Rebecca & Powdthavee, Nattavudh, 2018. "The Shadow Prices of Voluntary Caregiving: Using Panel Data of Well-Being to Estimate the Cost of Informal Care," IZA Discussion Papers 11545, Institute of Labor Economics (IZA).
    11. Bargain, Olivier & Orsini, Kristian, 2006. "In-work policies in Europe: Killing two birds with one stone?," Labour Economics, Elsevier, vol. 13(6), pages 667-697, December.
    12. Orazio Attanasio & Peter Levell & Hamish Low & Virginia Sánchez-Marcos, 2015. "Aggregating Elasticities: Intensive and Extensive Margins of Female Labour Supply," NBER Working Papers 21315, National Bureau of Economic Research, Inc.
    13. Bernard Fortin & Nicolas Jacquemet & Bruce Shearer, 2008. "Policy Analysis in Health-Services Market: Accounting for Quality and Quantity," Annals of Economics and Statistics, GENES, issue 91-92, pages 293-319.
    14. Fischer, Benjamin & Jessen, Robin & Steiner, Viktor, 2019. "Work incentives and the cost of redistribution via tax-transfer reforms under constrained labor supply," Discussion Papers 2019/10, Free University Berlin, School of Business & Economics.
    15. Mideros Andrés & O’Donoghue Cathal, 2015. "The Effect of Unconditional Cash Transfers on Adult Labour Supply: A Unitary Discrete Choice Model for the Case of Ecuador," Basic Income Studies, De Gruyter, vol. 10(2), pages 225-255, December.
    16. Robin Jessen & Davud Rostam-Afschar & Sebastian Schmitz, 2018. "How important is precautionary labour supply?," Oxford Economic Papers, Oxford University Press, vol. 70(3), pages 868-891.
    17. Peichl, Andreas & Fuest, Clemens & Schaefer, Thilo, 2005. "Dokumentation FiFoSiM: Integriertes Steuer-Transfer-Mikrosimulations- und CGE-Modell," FiFo Discussion Papers - Finanzwissenschaftliche Diskussionsbeiträge 05-3, University of Cologne, FiFo Institute for Public Economics.
    18. Rana Hendy & Catherine Sofer, 2010. "A Collective Model of Female Labor Supply : Do Distribution Factors Matter in the Egyptian Case ?," Post-Print halshs-00482492, HAL.
    19. Keane, Michael, 2010. "The Tax-Transfer System and Labour Supply," MPRA Paper 55167, University Library of Munich, Germany.
    20. Fuest, Clemens & Heilmann, Sven & Peichl, Andreas & Schaefer, Thilo & Bergs, Christian, 2006. "Aufkommens-, Beschäftigungs- und Wachstumswirkungen einer Reform des Steuer- und Transfersystems nach dem Bürgergeld-Vorschlag von Joachim Mitschke [Revenue, employment and growth effects of the in," FiFo Reports - FiFo-Berichte 8, University of Cologne, FiFo Institute for Public Economics.

    More about this item

    Keywords

    dynamic microsimulation; lifetime labour supply;

    JEL classification:

    • C20 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - General
    • D90 - Microeconomics - - Micro-Based Behavioral Economics - - - General
    • J22 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Time Allocation and Labor Supply

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:iza:izadps:dp6098. 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: Holger Hinte (email available below). General contact details of provider: https://edirc.repec.org/data/izaaade.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.