IDEAS home Printed from https://ideas.repec.org/a/ijm/journl/v9y2016i2p144-191.html
   My bibliography  Save this article

Estimating and Simulating with a Random Utility Random Opportunity Model of Job Choice Presentation and Application to Belgium

Author

Listed:
  • Bart Capéau

    (Department of Economics, KU Leuven, Naamsestraat 69, B-3000 Leuven, Belgium.)

  • André Decoster

    (Department of Economics, KU Leuven, Naamsestraat 69, B-3000 Leuven, Belgium.)

  • Gijs Dekkers

    (Federal Planning Bureau, Kunstlaan 4749, B-1000 Brussel, Belgium.)

Abstract

We present the Random Utility Random Opportunity (ruro) model of job choice (Aaberge, Dagsvik and Strøm, 1995, and Aaberge, Colombino and Strøm, 1999) and report estimation results from an application of a version of that model on Belgian data (eusilc 2007). We discuss the effect of education level on the intensity of preference for leisure relative to consumption, on the intensity of job offers, and on the wage offer distribution. Finally, we report simulation results with respect to the impact on labour market participation by letting the male catch up the arrears in educational attainment they currently have with respect to females

Suggested Citation

  • Bart Capéau & André Decoster & Gijs Dekkers, 2016. "Estimating and Simulating with a Random Utility Random Opportunity Model of Job Choice Presentation and Application to Belgium," International Journal of Microsimulation, International Microsimulation Association, vol. 9(2), pages 144-191.
    • Handle: RePEc:ijm:journl:v:9:y:2016:i:2:p:144-191
    as

    Download full text from publisher

    File URL: http://www.microsimulation.org/IJM/V9_2/IJM_9_2_2016_Capeau.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. 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.
    2. John K. Dagsvik & Steinar StrF8m, 2002. "Analyzing labor supply behavior with latent job opportunity sets and institutional choice constraints," ICER Working Papers 15-2002, ICER - International Centre for Economic Research.
    3. 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.
    4. Bloemen, Hans G., 2000. "A model of labour supply with job offer restrictions," Labour Economics, Elsevier, vol. 7(3), pages 297-312, May.
    5. 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.
    6. Michael P. Keane, 2011. "Labor Supply and Taxes: A Survey," Journal of Economic Literature, American Economic Association, vol. 49(4), pages 961-1075, December.
    7. John Dagsvik & Stine Røine Hoff, 2011. "Justification of functional form assumptions in structural models: applications and testing of qualitative measurement axioms," Theory and Decision, Springer, vol. 70(2), pages 215-254, February.
    8. Lemp, Jason D. & Kockelman, Kara M., 2012. "Strategic sampling for large choice sets in estimation and application," Transportation Research Part A: Policy and Practice, Elsevier, vol. 46(3), pages 602-613.
    9. Bart Capéau & André Decoster & Gijs Dekkers, 2016. "Estimating and Simulating with a Random Utility Random Opportunity Model of Job Choice Presentation and Application to Belgium," International Journal of Microsimulation, International Microsimulation Association, vol. 9(2), pages 144-191.
    10. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521747387, September.
    11. John C. Ham & Kevin T. Reilly, 2002. "Testing Intertemporal Substitution, Implicit Contracts, and Hours Restriction Models of the Labor Market Using Micro Data," American Economic Review, American Economic Association, vol. 92(4), pages 905-927, September.
    12. John K. Dagsvik & S. Strøm & Marilena Locatelli, 2007. "Evaluation of tax reforms when workers have preferences over job attributes and face latent choice restrictions," CHILD Working Papers wp13_07, CHILD - Centre for Household, Income, Labour and Demographic economics - ITALY.
    13. 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 471-475, May.
    14. 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..
    15. 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.
    16. Dagsvik, John K, 1994. "Discrete and Continuous Choice, Max-Stable Processes, and Independence from Irrelevant Attributes," Econometrica, Econometric Society, vol. 62(5), pages 1179-1205, September.
    17. John K. Dagsvik & Marilena Locatelli & Steinar Strøm, 2006. "Simulating labor supply behaviour when workers have preferences over job opportunities and face non-linear budget constraints," CHILD Working Papers wp01_06, CHILD - Centre for Household, Income, Labour and Demographic economics - ITALY.
    18. 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 464-476, June.
    19. A. J. Auerbach & M. Feldstein (ed.), 1985. "Handbook of Public Economics," Handbook of Public Economics, Elsevier, edition 1, volume 1, number 1.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Matteo Richiardi, 2018. "Editorial," International Journal of Microsimulation, International Microsimulation Association, vol. 11(1), pages 1-3.
    2. Creedy, John & Gemmell, Norman & Hérault, Nicolas & Mok, Penny, 2018. "Microsimulation Analysis of Optimal Income Tax Reforms. An Application to New Zealand," Working Paper Series 20834, Victoria University of Wellington, Chair in Public Finance.
    3. John Creedy & Norman Gemmell & Nicolas Hérault & Penny Mok, 2020. "A microsimulation analysis of marginal welfare-improving income tax reforms for New Zealand," International Tax and Public Finance, Springer;International Institute of Public Finance, vol. 27(2), pages 409-434, April.
    4. Alpaslan Akay & Olivier Bargain & H. Xavier Jara, 2020. "‘Fair’ welfare comparisons with heterogeneous tastes: subjective versus revealed preferences," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 55(1), pages 51-84, June.
    5. Dagsvik, John K. & Strøm, Steinar & Locatelli, Marilena, 2021. "Marginal compensated effects in discrete labor supply models," Journal of choice modelling, Elsevier, vol. 41(C).
    6. Henk-Wim Boer, 2018. "A Structural Analysis of Labour Supply and Involuntary Unemployment in the Netherlands," De Economist, Springer, vol. 166(3), pages 285-308, September.
    7. Nazila Alinaghi & John Creedy & Norman Gemmell, 2020. "The Redistributive Effects of a Minimum Wage Increase in New Zealand: A Microsimulation Analysis," Australian Economic Review, The University of Melbourne, Melbourne Institute of Applied Economic and Social Research, vol. 53(4), pages 517-538, December.
    8. Slavko Bezeredi & Marko Ledić & Ivica Rubil & Ivica Urban, 2019. "Making work pay in Croatia: An ex-ante evaluation of two in-work benefits using miCROmod," International Journal of Microsimulation, International Microsimulation Association, vol. 12(3), pages 28-61.
    9. Creedy, John & Gemmell, Norman & Hérault, Nicolas & Mok, Penny, 2018. "Microsimulation Analysis of Optimal Income Tax Reforms. An Application to New Zealand," GLO Discussion Paper Series 213, Global Labor Organization (GLO).
    10. Lieze Sohier, 2019. "Do Involuntary Longer Working Careers Reduce Well-being?," Applied Research in Quality of Life, Springer;International Society for Quality-of-Life Studies, vol. 14(1), pages 171-196, March.
    11. Bart Capéau & André Decoster & Gijs Dekkers, 2016. "Estimating and Simulating with a Random Utility Random Opportunity Model of Job Choice Presentation and Application to Belgium," International Journal of Microsimulation, International Microsimulation Association, vol. 9(2), pages 144-191.
    12. Colombino, Ugo & Islam, Nizamul, 2022. "The "Robot Economy" and Optimal Tax-Transfer Reforms," IZA Discussion Papers 15198, Institute of Labor Economics (IZA).
    13. Bart Capéau & André Decoster & Stijn Van Houtven, 2024. "Piecemeal Modeling of the Effects of Joint Direct and Indirect Tax Reforms," Public Finance Review, , vol. 52(1), pages 111-149, January.
    14. Antoine de Mahieu, 2021. "In-work Benefits in Belgium: Effects on Labour Supply and Welfare," International Journal of Microsimulation, International Microsimulation Association, vol. 14(1), pages 43-72.
    15. Nazila Alinaghi & John Creedy & Norman Gemmell, 2020. "The Redistributive Effects of a Minimum Wage Increase in New Zealand: A Microsimulation Analysis," Australian Economic Review, The University of Melbourne, Melbourne Institute of Applied Economic and Social Research, vol. 53(4), pages 517-538, December.
    16. Gijs Dekkers & Ekaterina Tarantchenko & Karel Van den Bosch, 2019. "Working Paper 03-19 - Medium-term projection for Belgium of the at-risk-of-poverty and social exclusion indicators based on EU-SILC [Working Paper 03-19 - Prévisions à moyen terme des indicateurs d," Working Papers 1903, Federal Planning Bureau, Belgium.
    17. Ugo Colombino & Nizamul Islam, 2022. "The “Robot Economy†and optimal tax-transfer reforms," CHILD Working Papers Series 101 JEL Classification: H, Centre for Household, Income, Labour and Demographic Economics (CHILD) - CCA.

    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. Bart Capéau & André Decoster, 2016. "Getting tired of work, or re-tiring in absence of decent job opportunities? Some insights from an estimated random utility/random opportunity model on Belgian data," Working Papers of Department of Economics, Leuven 542044, KU Leuven, Faculty of Economics and Business (FEB), Department of Economics, Leuven.
    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. Rolf Aaberge & Ugo Colombino, 2014. "Labour Supply Models," Contributions to Economic Analysis, in: Handbook of Microsimulation Modelling, volume 127, pages 167-221, Emerald Group Publishing Limited.
    4. Mauro Mastrogiacomo & Nicole M. Bosch & Miriam D. A. C. Gielen & Egbert L. W. Jongen, 2017. "Heterogeneity in Labour Supply Responses: Evidence from a Major Tax Reform," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 79(5), pages 769-796, October.
    5. 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.
    6. John K. Dagsvik & Zhiyang Jia, 2016. "Labor Supply as a Choice Among Latent Jobs: Unobserved Heterogeneity and Identification," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 31(3), pages 487-506, April.
    7. 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.
    8. Rolf Aaberge & Ugo Colombino, 2018. "Structural Labour Supply Models and Microsimulation," International Journal of Microsimulation, International Microsimulation Association, vol. 11(1), pages 162-197.
    9. 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.
    10. 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.
    11. Olivier Bargain & Andreas Peichl, 2016. "Own-wage labor supply elasticities: variation across time and estimation methods," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 5(1), pages 1-31, December.
    12. Thor O. Thoresen & Trine E. Vattø, 2013. "Validation of structural labor supply model by the elasticity of taxable income," Discussion Papers 738, Statistics Norway, Research Department.
    13. Liang, Che-Yuan, 2018. "Taxes and Household Labor Supply: Estimating Distributional Effects of Nonlinear Prices on Multidimensional Choice," Working Paper Series 2018:2, Uppsala University, Department of Economics.
    14. John K. Dagsvik & Zhiyang Jia, 2012. "Labor supply as a discrete choice among latent jobs," Discussion Papers 709, Statistics Norway, Research Department.
    15. Hirte, Georg & Tscharaktschiew, Stefan, 2018. "The impact of anti-congestion policies and the role of labor-supply margins," CEPIE Working Papers 04/18, Technische Universität Dresden, Center of Public and International Economics (CEPIE).
    16. 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.
    17. Beffy, Magali & Blundell, Richard & Bozio, Antoine & Laroque, Guy & Tô, Maxime, 2019. "Labour supply and taxation with restricted choices," Journal of Econometrics, Elsevier, vol. 211(1), pages 16-46.
    18. John K. Dagsvik & Zhiyang Jia, 2014. "Labor supply as a discrete choice among latent jobs: Unobserved heterogeneity and identification," Discussion Papers 786, Statistics Norway, Research Department.
    19. Kai-Uwe Müller & Michael Neumann & Katharina Wrohlich, 2018. "Labor Supply under Participation and Hours Constraints," Discussion Papers of DIW Berlin 1758, DIW Berlin, German Institute for Economic Research.
    20. Florian Scheuer & Iván Werning, 2017. "The Taxation of Superstars," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(1), pages 211-270.

    More about this item

    Keywords

    discrete choice; labour supply; random utility model; opportunities;
    All these keywords.

    JEL classification:

    • J22 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Time Allocation and Labor Supply
    • C25 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions; Probabilities
    • H31 - Public Economics - - Fiscal Policies and Behavior of Economic Agents - - - Household

    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:ijm:journl:v:9:y:2016:i:2:p:144-191. 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: Jinjing Li (email available below). General contact details of provider: http://www.microsimulation.pub .

    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.