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Validation of the discrete choice labor supply model by methods of the new tax responsiveness literature

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  • Thoresen, Thor O.
  • Vattø, Trine E.

Abstract

The static structural discrete choice labor supply model continues to be a workhorse in the process of policy-making, extensively used by policy-makers to predict labor supply effects of changes in the personal income tax system. A widely used alternative to obtain estimates of individual tax responsiveness is to exploit the diversity of tax treatment generated by a tax reform to recover tax induced outcome differences in data. Response estimates obtained from analysis of tax reforms are less useful for describing effects of prospective policies, but represent an underexploited source of information for out-of-sample validation of labor supply models. The present study describes how estimates of responses in working hours and income, generated from a tax reform, can be used to validate a discrete choice labor supply model; thus, bringing together and providing guidance to how results of two main avenues of obtaining estimates of tax responsiveness can be compared and interpreted. We find that the discrete choice model used by Norwegian policy-makers performs well as measured by this type of validation.

Suggested Citation

  • Thoresen, Thor O. & Vattø, Trine E., 2015. "Validation of the discrete choice labor supply model by methods of the new tax responsiveness literature," Labour Economics, Elsevier, vol. 37(C), pages 38-53.
  • Handle: RePEc:eee:labeco:v:37:y:2015:i:c:p:38-53
    DOI: 10.1016/j.labeco.2015.09.001
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    as
    1. Keane, Michael P., 2010. "Structural vs. atheoretic approaches to econometrics," Journal of Econometrics, Elsevier, vol. 156(1), pages 3-20, May.
    2. Angus Deaton, 2010. "Instruments, Randomization, and Learning about Development," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 424-455, June.
    3. 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.
    4. McFadden, Daniel L., 1984. "Econometric analysis of qualitative response models," Handbook of Econometrics, in: Z. Griliches† & M. D. Intriligator (ed.), Handbook of Econometrics, edition 1, volume 2, chapter 24, pages 1395-1457, Elsevier.
    5. James J. Heckman & Edward Vytlacil, 2005. "Structural Equations, Treatment Effects, and Econometric Policy Evaluation," Econometrica, Econometric Society, vol. 73(3), pages 669-738, May.
    6. Lixin Cai & Guyonne Kalb & Yi-Ping Tseng & Ha Vu, 2008. "The Effect of Financial Incentives on Labour Supply: Evidence for Lone Parents from Microsimulation and Quasi-Experimental Evaluation," Fiscal Studies, Institute for Fiscal Studies, vol. 29(2), pages 285-325, June.
    7. Hans G. Bloemen & Arie Kapteyn, 2008. "The estimation of utility-consistent labor supply models by means of simulated scores," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 23(4), pages 395-422.
    8. Blomquist, Sören & Selin, Håkan, 2010. "Hourly wage rate and taxable labor income responsiveness to changes in marginal tax rates," Journal of Public Economics, Elsevier, vol. 94(11-12), pages 878-889, December.
    9. Bastani, Spencer & Selin, Håkan, 2014. "Bunching and non-bunching at kink points of the Swedish tax schedule," Journal of Public Economics, Elsevier, vol. 109(C), pages 36-49.
    10. Blundell, Richard, 2006. "Earned income tax credit policies: Impact and optimality: The Adam Smith Lecture, 2005," Labour Economics, Elsevier, vol. 13(4), pages 423-443, August.
    11. Holmlund Bertil & Söderström Martin, 2011. "Estimating Dynamic Income Responses to Tax Reform," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 11(1), pages 1-38, November.
    12. Tom Kornstad & Thor O. Thoresen, 2006. "Effects of family policy reforms in Norway: results from a joint labour supply and childcare choice microsimulation analysis," Fiscal Studies, Institute for Fiscal Studies, vol. 27(3), pages 339-371, August.
    13. van Soest, Arthur & Das, Marcel & Gong, Xiaodong, 2002. "A structural labour supply model with flexible preferences," Journal of Econometrics, Elsevier, vol. 107(1-2), pages 345-374, March.
    14. Joshua D. Angrist & Jörn-Steffen Pischke, 2010. "The Credibility Revolution in Empirical Economics: How Better Research Design Is Taking the Con out of Econometrics," Journal of Economic Perspectives, American Economic Association, vol. 24(2), pages 3-30, Spring.
    15. Geyer, Johannes & Haan, Peter & Wrohlich, Katharina, 2015. "The effects of family policy on maternal labor supply: Combining evidence from a structural model and a quasi-experimental approach," Labour Economics, Elsevier, vol. 36(C), pages 84-98.
    16. Singleton, Perry, 2011. "The Effect of Taxes on Taxable Earnings: Evidence From the 2001 and Related U.S. Federal Tax Acts," National Tax Journal, National Tax Association;National Tax Journal, vol. 64(2), pages 323-351, June.
    17. Peichl, Andreas & Siegloch, Sebastian, 2012. "Accounting for labor demand effects in structural labor supply models," Labour Economics, Elsevier, vol. 19(1), pages 129-138.
    18. Richard Blundell & Mike Brewer & Marco Francesconi, 2008. "Job Changes and Hours Changes: Understanding the Path of Labor Supply Adjustment," Journal of Labor Economics, University of Chicago Press, vol. 26(3), pages 421-453, July.
    19. Heckman, James J. & Urzúa, Sergio, 2010. "Comparing IV with structural models: What simple IV can and cannot identify," Journal of Econometrics, Elsevier, vol. 156(1), pages 27-37, May.
    20. Steinar StrØm & John K. Dagsvik, 2006. "Sectoral labour supply, choice restrictions and functional form," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 21(6), pages 803-826.
    21. Nada Eissa & Jeffrey B. Liebman, 1996. "Labor Supply Response to the Earned Income Tax Credit," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(2), pages 605-637.
    22. Raj Chetty, 2012. "Bounds on Elasticities With Optimization Frictions: A Synthesis of Micro and Macro Evidence on Labor Supply," Econometrica, Econometric Society, vol. 80(3), pages 969-1018, May.
    23. Raj Chetty, 2009. "Sufficient Statistics for Welfare Analysis: A Bridge Between Structural and Reduced-Form Methods," Annual Review of Economics, Annual Reviews, vol. 1(1), pages 451-488, May.
    24. 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.
    25. Joshua D. Angrist & Jörn-Steffen Pischke, 2009. "Mostly Harmless Econometrics: An Empiricist's Companion," Economics Books, Princeton University Press, edition 1, number 8769.
    26. Gerald Auten & Robert Carroll, 1999. "The Effect Of Income Taxes On Household Income," The Review of Economics and Statistics, MIT Press, vol. 81(4), pages 681-693, November.
    27. Feldstein, Martin, 1995. "The Effect of Marginal Tax Rates on Taxable Income: A Panel Study of the 1986 Tax Reform Act," Journal of Political Economy, University of Chicago Press, vol. 103(3), pages 551-572, June.
    28. John Creedy & Guyonne Kalb, 2005. "Discrete Hours Labour Supply Modelling: Specification, Estimation and Simulation," Journal of Economic Surveys, Wiley Blackwell, vol. 19(5), pages 697-734, December.
    29. Daniel McFadden & Kenneth Train, 2000. "Mixed MNL models for discrete response," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 15(5), pages 447-470.
    30. Jorgen Hansen & Xingfei Liu, 2015. "Estimating labour supply responses and welfare participation: Using a natural experiment to validate a structural labour supply model," Canadian Journal of Economics, Canadian Economics Association, vol. 48(5), pages 1831-1854, December.
    31. Peter Haan & Viktor Steiner, 2005. "Distributional Effects of the German Tax Reform 2000 - A Behavioral Microsimulation Analysis," Schmollers Jahrbuch : Journal of Applied Social Science Studies / Zeitschrift für Wirtschafts- und Sozialwissenschaften, Duncker & Humblot, Berlin, vol. 125(1), pages 39-49.
    32. Aarbu, Karl O. & Thoresen, Thor O., 2001. "Income Responses to Tax Changes--Evidence From the Norwegian Tax Reform," National Tax Journal, National Tax Association;National Tax Journal, vol. 54(2), pages 319-338, June.
    33. Brewer, Mike & Duncan, Alan & Shephard, Andrew & Suarez, Maria Jose, 2006. "Did working families' tax credit work? The impact of in-work support on labour supply in Great Britain," Labour Economics, Elsevier, vol. 13(6), pages 699-720, December.
    34. Emmanuel Saez, 2010. "Do Taxpayers Bunch at Kink Points?," American Economic Journal: Economic Policy, American Economic Association, vol. 2(3), pages 180-212, August.
    35. (IFS), Institute for Fiscal Studies (ed.), 2010. "Dimensions of Tax Design: The Mirrlees Review," OUP Catalogue, Oxford University Press, number 9780199553754, Decembrie.
    36. John Creedy & Alan Duncan, 2005. "Aggregating Labour Supply and Feedback Effects in Microsimulation," Australian Journal of Labour Economics (AJLE), Bankwest Curtin Economics Centre (BCEC), Curtin Business School, vol. 8(3), pages 277-290, September.
    37. Martin Feldstein, 1999. "Tax Avoidance And The Deadweight Loss Of The Income Tax," The Review of Economics and Statistics, MIT Press, vol. 81(4), pages 674-680, November.
    38. Emmanuel Saez & Joel Slemrod & Seth H. Giertz, 2012. "The Elasticity of Taxable Income with Respect to Marginal Tax Rates: A Critical Review," Journal of Economic Literature, American Economic Association, vol. 50(1), pages 3-50, March.
    39. 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.
    40. 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 403-422, July-Aug..
    41. John K. Dagsvik & Zhiyang Jia & Tom Kornstad & Thor O. Thoresen, 2014. "Theoretical And Practical Arguments For Modeling Labor Supply As A Choice Among Latent Jobs," Journal of Economic Surveys, Wiley Blackwell, vol. 28(1), pages 134-151, February.
    42. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521766555, January.
    43. Richard Blundell & Andrew Shephard, 2012. "Employment, Hours of Work and the Optimal Taxation of Low-Income Families," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 79(2), pages 481-510.
    44. Guido W. Imbens, 2010. "Better LATE Than Nothing: Some Comments on Deaton (2009) and Heckman and Urzua (2009)," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 399-423, June.
    45. José Labeaga & Xisco Oliver & Amedeo Spadaro, 2008. "Discrete choice models of labour supply, behavioural microsimulation and the Spanish tax reforms," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 6(3), pages 247-273, September.
    46. Thor O. Thoresen & Annette Alstadsæter, 2010. "Shifts in Organizational Form under a Dual Income Tax System," FinanzArchiv: Public Finance Analysis, Mohr Siebeck, Tübingen, vol. 66(4), pages 384-418, December.
    47. Patrick Bajari & Ali Hortacsu, 2005. "Are Structural Estimates of Auction Models Reasonable? Evidence from Experimental Data," Journal of Political Economy, University of Chicago Press, vol. 113(4), pages 703-741, August.
    48. Richard Blundell, 2012. "Tax Policy Reform: The Role Of Empirical Evidence," Journal of the European Economic Association, European Economic Association, vol. 10(1), pages 43-77, February.
    49. James J. Heckman, 2010. "Building Bridges between Structural and Program Evaluation Approaches to Evaluating Policy," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 356-398, June.
    50. Nada Eissa & Hilary W. Hoynes, 2006. "Behavioral Responses to Taxes: Lessons from the EITC and Labor Supply," NBER Chapters, in: Tax Policy and the Economy, Volume 20, pages 73-110, National Bureau of Economic Research, Inc.
    51. 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.
    52. 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.
    53. Duncan, Alan & Giles, Christopher, 1996. "Labour Supply Incentives and Recent Family Credit Reforms," Economic Journal, Royal Economic Society, vol. 106(434), pages 142-155, January.
    54. Michael P. Keane, 2011. "Labor Supply and Taxes: A Survey," Journal of Economic Literature, American Economic Association, vol. 49(4), pages 961-1075, December.
    55. Bingley, Paul & Walker, Ian, 1997. "The Labour Supply, Unemployment and Participation of Lone Mothers in In-Work Transfer Programmes," Economic Journal, Royal Economic Society, vol. 107(444), pages 1375-1390, September.
    56. Robert A. Moffitt & Mark Wilhelm, 1998. "Taxation and the Labor Supply: Decisions of the Affluent," NBER Working Papers 6621, National Bureau of Economic Research, Inc.
    57. LaLonde, Robert J, 1986. "Evaluating the Econometric Evaluations of Training Programs with Experimental Data," American Economic Review, American Economic Association, vol. 76(4), pages 604-620, September.
    58. Gruber, Jon & Saez, Emmanuel, 2002. "The elasticity of taxable income: evidence and implications," Journal of Public Economics, Elsevier, vol. 84(1), pages 1-32, April.
    59. Raj Chetty & John N. Friedman & Tore Olsen & Luigi Pistaferri, 2011. "Adjustment Costs, Firm Responses, and Micro vs. Macro Labor Supply Elasticities: Evidence from Danish Tax Records," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(2), pages 749-804.
    60. Weber, Caroline E., 2014. "Toward obtaining a consistent estimate of the elasticity of taxable income using difference-in-differences," Journal of Public Economics, Elsevier, vol. 117(C), pages 90-103.
    61. Austan Goolsbee, 1999. "Evidence on the High-Income Laffer Curve from Six Decades of Tax Reform," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 30(2), pages 1-64.
    62. Daniel Aaronson & Eric French, 2009. "The Effects of Progressive Taxation on Labor Supply when Hours and Wages Are Jointly Determined," Journal of Human Resources, University of Wisconsin Press, vol. 44(2).
    63. John K. Dagsvik & Anders Karlström, 2005. "Compensating Variation and Hicksian Choice Probabilities in Random Utility Models that are Nonlinear in Income," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 72(1), pages 57-76.
    64. Michael P. Keane & Kenneth I. Wolpin, 2007. "Exploring The Usefulness Of A Nonrandom Holdout Sample For Model Validation: Welfare Effects On Female Behavior," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 48(4), pages 1351-1378, November.
    65. Feldstein, Martin, 1995. "The Effect of Marginal Tax Rates on Taxable Income: A Panel Study of the 1986 Tax Reform Act," Journal of Political Economy, University of Chicago Press, vol. 103(3), pages 551-572, June.
    66. repec:pri:rpdevs:deaton_instruments_randomization_learning_all_04april_2010 is not listed on IDEAS
    67. Kenneth I. Wolpin & Petra E. Todd, 2006. "Assessing the Impact of a School Subsidy Program in Mexico: Using a Social Experiment to Validate a Dynamic Behavioral Model of Child Schooling and Fertility," American Economic Review, American Economic Association, vol. 96(5), pages 1384-1417, December.
    68. John Creedy & Guyonne Kalb & Rosanna Scutella, 2006. "Income distribution in discrete hours behavioural microsimulation models: An illustration," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 4(1), pages 57-76, April.
    69. Alexander M. Gelber, 2014. "Taxation and the Earnings of Husbands and Wives: Evidence from Sweden," The Review of Economics and Statistics, MIT Press, vol. 96(2), pages 287-305, May.
    70. Michael P. Keane, 2010. "A Structural Perspective on the Experimentalist School," Journal of Economic Perspectives, American Economic Association, vol. 24(2), pages 47-58, Spring.
    71. Kopczuk, Wojciech, 2005. "Tax bases, tax rates and the elasticity of reported income," Journal of Public Economics, Elsevier, vol. 89(11-12), pages 2093-2119, December.
    72. Hausman, Jerry A, 1985. "The Econometrics of Nonlinear Budget Sets," Econometrica, Econometric Society, vol. 53(6), pages 1255-1282, November.
    73. 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 635-659, December.
    74. Mitton,Lavinia & Sutherland,Holly & Weeks,Melvyn (ed.), 2000. "Microsimulation Modelling for Policy Analysis," Cambridge Books, Cambridge University Press, number 9780521790062.
    75. Henrik Jacobsen Kleven & Esben Anton Schultz, 2014. "Estimating Taxable Income Responses Using Danish Tax Reforms," American Economic Journal: Economic Policy, American Economic Association, vol. 6(4), pages 271-301, November.
    76. 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 550-566, October.
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