IDEAS home Printed from https://ideas.repec.org/p/iza/izadps/dp1015.html
   My bibliography  Save this paper

Analytical Prediction of Transitions Probabilities in the Conditional Logit Model

Author

Listed:
  • Bonin, Holger

    (IHS - Institute for Advanced Studies, Vienna)

  • Schneider, Hilmar

    (University of Luxembourg)

Abstract

The paper derives analytical transitions probabilities following an exogenous shock to the deterministic component in the conditional logit model. The solution draws on the postestimation distribution of the model’s stochastic component, identified on the basis of a direct utility maximization interpretation of agents’ revealed choice. Computational experiments confirm that analytical prediction of transitions probabilities might perform substantially better than the established calibration method with few repetitions. However, results obtained in an empirical application studying labor supply responses to social insurance reform in Germany suggest that previous calibration-based results accurately indicate the direction of incentive effects, while underpredicting small transitions frequencies.

Suggested Citation

  • Bonin, Holger & Schneider, Hilmar, 2004. "Analytical Prediction of Transitions Probabilities in the Conditional Logit Model," IZA Discussion Papers 1015, Institute of Labor Economics (IZA).
  • Handle: RePEc:iza:izadps:dp1015
    as

    Download full text from publisher

    File URL: https://docs.iza.org/dp1015.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Gerfin, Michael & Leu, Robert E., 2003. "The Impact of In-Work Benefits on Poverty and Household Labour Supply: A Simulation Study for Switzerland," IZA Discussion Papers 762, Institute of Labor Economics (IZA).
    2. John Creedy & Alan Duncan, 2002. "Behavioural Microsimulation with Labour Supply Responses," Journal of Economic Surveys, Wiley Blackwell, vol. 16(1), pages 1-39, February.
    3. Euwals, Rob & van Soest, Arthur, 1999. "Desired and actual labour supply of unmarried men and women in the Netherlands," Labour Economics, Elsevier, vol. 6(1), pages 95-118, March.
    4. 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.
    5. Maddala,G. S., 1986. "Limited-Dependent and Qualitative Variables in Econometrics," Cambridge Books, Cambridge University Press, number 9780521338257, October.
    6. Gourieroux, Christian & Monfort, Alain & Renault, Eric & Trognon, Alain, 1987. "Generalised residuals," Journal of Econometrics, Elsevier, vol. 34(1-2), pages 5-32.
    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. Stefan Boeters & Luc Savard, 2011. "The Labour Market in CGE Models," Cahiers de recherche 11-20, Departement d'économique de l'École de gestion à l'Université de Sherbrooke.
    2. Olivier Bargain, 2004. "On modeling household labor supply with taxation," DELTA Working Papers 2004-14, DELTA (Ecole normale supérieure).
    3. Holger Stichnoth, 2020. "Short-run fertility effects of parental leave benefits: evidence from a structural model," Empirical Economics, Springer, vol. 59(1), pages 143-168, July.
    4. Jean-François Carpantier & Christelle Sapata, 2016. "Empirical welfare analysis: when preferences matter," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 46(3), pages 521-542, March.
    5. Peichl, Andreas & Siegloch, Sebastian, 2012. "Accounting for labor demand effects in structural labor supply models," Labour Economics, Elsevier, vol. 19(1), pages 129-138.
    6. Wiemers Jürgen & Bruckmeier Kerstin, 2009. "Forecasting Behavioural and Distributional Effects of the Bofinger-Walwei Model using Microsimulation," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 229(4), pages 492-511, August.
    7. Boeters, Stefan & Savard, Luc, 2013. "The Labor Market in Computable General Equilibrium Models," Handbook of Computable General Equilibrium Modeling, in: Peter B. Dixon & Dale Jorgenson (ed.), Handbook of Computable General Equilibrium Modeling, edition 1, volume 1, chapter 0, pages 1645-1718, Elsevier.

    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. 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.
    2. 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.
    3. 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.
    4. Olivier Bargain & Marco Caliendo & Peter Haan & Kristian Orsini, 2010. "“Making work pay” in a rationed labor market," Journal of Population Economics, Springer;European Society for Population Economics, vol. 23(1), pages 323-351, January.
    5. Clauss, Markus & Schnabel, Reinhold, 2008. "Distributional and behavioural effects of the German labour market reform," Zeitschrift für ArbeitsmarktForschung - Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 41(4), pages 431-446.
    6. Guyonne Kalb, 2010. "Modelling Labour Supply Responses in Australia and New Zealand," Chapters, in: Iris Claus & Norman Gemmell & Michelle Harding & David White (ed.), Tax Reform in Open Economies, chapter 8, Edward Elgar Publishing.
    7. Georg Struch, 2012. "Entwicklung des integrierten Mikrosimulationsmodells EITDsim," Working Papers 122, Bavarian Graduate Program in Economics (BGPE).
    8. Clauss, Markus & Schnabel, Reinhold, 2008. "Distributional and behavioural effects of the German labour market reform," Zeitschrift für ArbeitsmarktForschung - Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 41(4), pages 431-446.
    9. Kai-Uwe Müller & Katharina Wrohlich, 2016. "Two Steps Forward—One Step Back? Evaluating Contradicting Child Care Policies in Germany," CESifo Economic Studies, CESifo Group, vol. 62(4), pages 672-698.
    10. Buhlmann, Florian & Hebsaker, Michael & Kreuz, Tobias & Schmidhäuser, Jakob & Siegloch, Sebastian & Stichnoth, Holger, 2022. "ZEW-EviSTA: A microsimulation model of the German tax and transfer system," ZEW Discussion Papers 22-026, ZEW - Leibniz Centre for European Economic Research.
    11. John Creedy & Guyonne Kalb, 2005. "Behavioural Microsimulation Modelling for Tax Policy Analysis in Australia: Experience and Prospects," Australian Journal of Labour Economics (AJLE), Bankwest Curtin Economics Centre (BCEC), Curtin Business School, vol. 8(1), pages 73-110, March.
    12. Olivier Bargain & Marco Caliendo & Peter Haan & Kristian Orsini, 2005. "'Making Work Pay' in a Rationed Labour Market: The Mini-Job Reform in Germany," Discussion Papers of DIW Berlin 536, DIW Berlin, German Institute for Economic Research.
    13. Kurowska, Anna & Myck, Michal & Wrohlich, Katharina, 2012. "Family and Labor Market Choices: Requirements to Guide Effective Evidence-Based Policy," IZA Discussion Papers 6846, Institute of Labor Economics (IZA).
    14. 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.
    15. John Creedy & Guyonne Kalb & Rosanna Scutella, 2003. "Income Distribution in Discrete Hours Behavioural Microsimulation Models: An Illustration of the Labour Supply and Distributional Effects of Social Transfers," Melbourne Institute Working Paper Series wp2003n23, Melbourne Institute of Applied Economic and Social Research, The University of Melbourne.
    16. Löffler, Max & Peichl, Andreas & Pestel, Nico & Siegloch, Sebastian & Sommer, Eric, 2014. "Documentation IZA?MOD v3.0: The IZA Policy Simulation Model," IZA Discussion Papers 8553, Institute of Labor Economics (IZA).
    17. Müller, Kai-Uwe, 2014. "Analyzing economic policies that affect supply and demand: a structural model of productivity, labor supply and rationing," VfS Annual Conference 2014 (Hamburg): Evidence-based Economic Policy 100471, Verein für Socialpolitik / German Economic Association.
    18. Owen O'Donnell, 1998. "The Effect of Disability on Employment Allowing for Work Incapacity," Studies in Economics 9813, School of Economics, University of Kent.
    19. Andrés Langebaek R. & Diego Vásquez E., 2007. "Determinantes de la actividad innovadora en la industria manufacturera colombiana," Borradores de Economia 433, Banco de la Republica de Colombia.
    20. Vashishtha, Ashutosh & Sharma, Anil K., 2012. "Indian financial market regulation: A dialectic model," Journal of Economics and Business, Elsevier, vol. 64(1), pages 77-89.

    More about this item

    Keywords

    behavioral microsimulation; logistic distributions; conditional logit model; social insurance reform;
    All these keywords.

    JEL classification:

    • C35 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions
    • C15 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Statistical Simulation Methods: 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:dp1015. 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.