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Validating Structural Labor Supply Models

  • Löffler, Max
  • Peichl, Andreas
  • Siegloch, Sebastian

Although discrete hours choice models have become the workhorse in labor supply analyses. Yet, they are often criticized for being a black box due to their numerous underlying modeling assumptions, with respect to, e.g., the functional form, unobserved error components or several exogeneity assumptions. In this paper, we open the black box and show how these assumptions affect the statistical fit of the models and, more importantly, the estimated outcomes, i.e., estimated labor supply elasticities. In total we estimate 2,219 different model specifications. Our results show that the specification of the utility function is not crucial for performance and predictions of the model. We find however that the estimates are extremely sensitive to the treatment of the wages a neglected dimension so far. We show that, e.g., the choice between predicting wages for the full sample instead of using predicted wages only for non-workers two methods frequently used increases labor supply elasticities by up to 100 percent. As a consequence, we propose a new estimation strategy which overcomes the highly restrictive but commonly made assumption of independence between wages and the labor supply decision.

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File URL: https://econstor.eu/bitstream/10419/79819/1/VfS_2013_pid_441.pdf
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Paper provided by Verein für Socialpolitik / German Economic Association in its series Annual Conference 2013 (Duesseldorf): Competition Policy and Regulation in a Global Economic Order with number 79819.

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Date of creation: 2013
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Handle: RePEc:zbw:vfsc13:79819
Contact details of provider: Web page: http://www.socialpolitik.org/
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  1. Peter Haan, 2006. "Much ado about nothing: conditional logit vs. random coefficient models for estimating labour supply elasticities," Applied Economics Letters, Taylor & Francis Journals, vol. 13(4), pages 251-256.
  2. Olivier Bargain & Andreas Peichl, 2013. "Steady-State Labor Supply Elasticities: An International Comparison," AMSE Working Papers 1322, Aix-Marseille School of Economics, Marseille, France.
  3. Immervoll, Herwig & Kleven, Henrik Jacobsen & Kreiner, Claus Thustrup & Verdelin, Nicolaj, 2011. "Optimal tax and transfer programs for couples with extensive labor supply responses," Journal of Public Economics, Elsevier, vol. 95(11), pages 1485-1500.
  4. Richard Blundell & Andrew Shephard, 2012. "Employment, Hours of Work and the Optimal Taxation of Low-Income Families," Review of Economic Studies, Oxford University Press, vol. 79(2), pages 481-510.
  5. Olivier Bargain & Kristian Orsini & Andreas Peichl, 2011. "Labor Supply Elasticities in Europe and the US," Working Papers 201114, School of Economics, University College Dublin.
  6. Peter A. Diamond & Emmanuel Saez, 2011. "The Case for a Progressive Tax: From Basic Research to Policy Recommendations," CESifo Working Paper Series 3548, CESifo Group Munich.
  7. Keane, Michael P., 2010. "Structural vs. atheoretic approaches to econometrics," Journal of Econometrics, Elsevier, vol. 156(1), pages 3-20, May.
  8. Michael P. Keane & Richard Rogerson, 2011. "Reconciling Micro and Macro Labor Supply Elasticities: A Structural Perspective," NBER Working Papers 17430, National Bureau of Economic Research, Inc.
  9. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521766555, October.
  10. Richard Blundell & Alan Duncan & Julian McCrae & Costas Meghir, 2000. "The labour market impact of the working families’ tax credit," Fiscal Studies, Institute for Fiscal Studies, vol. 21(1), pages 75-103, March.
  11. Raj Chetty, 2009. "Bounds on Elasticities with Optimization Frictions: A Synthesis of Micro and Macro Evidence on Labor Supply," NBER Working Papers 15616, National Bureau of Economic Research, Inc.
  12. Alberto Alesina & Edward Glaeser & Bruce Sacerdote, 2005. "Work and Leisure in the U. S. and Europe: Why so Different?," Harvard Institute of Economic Research Working Papers 2068, Harvard - Institute of Economic Research.
  13. John K. Dagsvik & Steinar Strøm, 2004. "Sectoral Labor Supply, Choice Restrictions and Functional Form," Discussion Papers 388, Statistics Norway, Research Department.
  14. Lennart Flood & Roger Wahlberg & Elina Pylkkänen, 2007. "From Welfare to Work: Evaluating a Tax and Benefit Reform Targeted at Single Mothers in Sweden," LABOUR, CEIS, vol. 21(3), pages 443-471, 09.
  15. Bloemen, H.G. & Kapteyn, A.J., 1993. "The estimation of utility consistent labor supply models by means of simulated scores," Discussion Paper 1993-67, Tilburg University, Center for Economic Research.
  16. R. Aaberge & U. Colombino & T. Wennemo, 2009. "Evaluating Alternative Representations Of The Choice Sets In Models Of Labor Supply," Journal of Economic Surveys, Wiley Blackwell, vol. 23(3), pages 586-612, 07.
  17. van Soest, A.H.O. & Das, J.W.M. & Gong, X., 2001. "A structural labour supply model with flexible preferences," Other publications TiSEM 07a46b83-f128-4ea5-8498-9, Tilburg University, School of Economics and Management.
  18. Aaberge, Rolf & Colombino, Ugo & Strøm, Steinar, 2003. "Do More Equal Slices Shrink the Cake? An Empirical Investigation of Tax-Transfer Reform Proposals in Italy," Memorandum 37/2003, Oslo University, Department of Economics.
  19. repec:hoo:wpaper:e-90-11 is not listed on IDEAS
  20. Michael Keane, 2010. "Labor Supply and Taxes: A Survey," Working Paper Series 160, Finance Discipline Group, UTS Business School, University of Technology, Sydney.
  21. Lennart Flood & Jörgen Hansen & Roger Wahlberg, 2004. "Household Labor Supply and Welfare Participation in Sweden," Journal of Human Resources, University of Wisconsin Press, vol. 39(4).
  22. Moffitt, Robert, 1983. "An Economic Model of Welfare Stigma," American Economic Review, American Economic Association, vol. 73(5), pages 1023-35, December.
  23. Nada Eissa & Henrik Jacobsen Kleven & Claus Thustrup Kreiner, 2004. "Evaluation of Four Tax Reforms in the United States: Labor Supply and Welfare Effects for Single Mothers," NBER Working Papers 10935, National Bureau of Economic Research, Inc.
  24. Lennart Flood & Nizamul Islam, 2005. "A Monte Carlo evaluation of discrete choice labour supply models," Applied Economics Letters, Taylor & Francis Journals, vol. 12(5), pages 263-266.
  25. Keane, Michael & Moffitt, Robert, 1998. "A Structural Model of Multiple Welfare Program Participation and Labor Supply," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 39(3), pages 553-89, August.
  26. Martijn P. Tummers & Isolde Woittiez, 1991. "A Simultaneous Wage and Labor Supply Model with Hours Restrictions," Journal of Human Resources, University of Wisconsin Press, vol. 26(3), pages 393-423.
  27. Richard Blundell & Alan Duncan & Julian McCrae & Costas Meghir, 2000. "Evaluating In-Work Benefit Reform: The Working Families Tax Credit in the U.K," JCPR Working Papers 160, Northwestern University/University of Chicago Joint Center for Poverty Research.
  28. 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.
  29. Raj Chetty & Adam Guren & Day Manoli & Andrea Weber, 2011. "Are Micro and Macro Labor Supply Elasticities Consistent? A Review of Evidence on the Intensive and Extensive Margins," American Economic Review, American Economic Association, vol. 101(3), pages 471-75, May.
  30. Olivier Bargain & Kristian Orsini & Andreas Peichl, 2012. "Comparing Labor Supply Elasticities in Europe and the US: New Results," Working Papers halshs-00805736, HAL.
  31. Hilary Hoynes, 1993. "Welfare Transfers in Two-Parent Families: Labor Supply and Welfare Participation Under AFDC-UP," NBER Working Papers 4407, National Bureau of Economic Research, Inc.
  32. Euwals, R.W. & van Soest, A.H.O., 1996. "Desired and Actual Labour Supply of Unmarried Men and Women in the Netherlands," Discussion Paper 1996-23, Tilburg University, Center for Economic Research.
  33. Thomas MaCurdy & David Green & Harry Paarsch, 1990. "Assessing Empirical Approaches for Analyzing Taxes and Labor Supply," Journal of Human Resources, University of Wisconsin Press, vol. 25(3), pages 415-490.
  34. Peichl, Andreas & Schneider, Hilmar & Siegloch, Sebastian, 2010. "Documentation IZAΨMOD: The IZA Policy SImulation MODel," IZA Discussion Papers 4865, Institute for the Study of Labor (IZA).
  35. Aaberge, Rolf & Dagsvik, John K & Strom, Steinar, 1995. " Labor Supply Responses and Welfare Effects of Tax Reforms," Scandinavian Journal of Economics, Wiley Blackwell, vol. 97(4), pages 635-59, December.
  36. Olivier Bargain & Kristian Orsini & Andreas Peichl, 2014. "Comparing Labor Supply Elasticities in Europe and the United States: New Results," Journal of Human Resources, University of Wisconsin Press, vol. 49(3), pages 723-838.
  37. Michael Keane & Richard Rogerson, 2012. "Micro and Macro Labor Supply Elasticities: A Reassessment of Conventional Wisdom," Journal of Economic Literature, American Economic Association, vol. 50(2), pages 464-76, June.
  38. Aaberge, Rolf & Colombino, Ugo & Strom, Steinar, 1999. "Labour Supply in Italy: An Empirical Analysis of Joint Household Decisions, with Taxes and Quantity Constraints," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 14(4), pages 403-22, July-Aug..
  39. Chiou, Lesley & Walker, Joan L., 2007. "Masking identification of discrete choice models under simulation methods," Journal of Econometrics, Elsevier, vol. 141(2), pages 683-703, December.
  40. John Dagsvik & Zhiyang Jia & Kristian Orsini & Guy Camp, 2011. "Subsidies on low-skilled workers’ social security contributions: the case of Belgium," Empirical Economics, Springer, vol. 40(3), pages 779-806, May.
  41. Moffitt, Robert, 1984. "The Estimation of a Joint Wage-Hours Labor Supply Model," Journal of Labor Economics, University of Chicago Press, vol. 2(4), pages 550-66, October.
  42. George J. Borjas, 1980. "The Relationship between Wages and Weekly Hours of Work: The Role of Division Bias," Journal of Human Resources, University of Wisconsin Press, vol. 15(3), pages 409-423.
  43. Michiel Evers & Ruud Mooij & Daniel Vuuren, 2008. "The Wage Elasticity of Labour Supply: A Synthesis of Empirical Estimates," De Economist, Springer, vol. 156(1), pages 25-43, March.
  44. Gert G. Wagner & Joachim R. Frick & Jürgen Schupp, 2007. "The German Socio-Economic Panel Study (SOEP): Scope, Evolution and Enhancements," SOEPpapers on Multidisciplinary Panel Data Research 1, DIW Berlin, The German Socio-Economic Panel (SOEP).
  45. Ericson, Peter & Flood, Lennart, 1997. "A Monte Carlo Evaluation of Labor Supply Models," Empirical Economics, Springer, vol. 22(3), pages 431-60.
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