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Parameters Heterogeneity in a Model of Labour Supply: Exploring the Performance of Mixed Logit

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Author Info
Ugo Colombino ()
Marilena Locatelli ()

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Abstract

In this note we investigate the empirical differences between the Random Utility model with fixed coefficients (Conditional Logit), and the Random Utility model with random coefficients (Mixed Logit). We consider a model of household labour supply developed for a project aimed at the evaluation of alternative Basic Income mechanisms. Data are drawn from the 1998 Bank of Italy survey of household income and wealth (SHIW 1998) and choice alternatives are generated using EUROMOD. We compare the estimates of the Conditional Logit and Mixed Logit. We also compare the respective results from simulating the effects of a Flat Tax reform. Although on average the estimates of Conditional Logit and of Mixed Logit are very close, the Mixed Logit estimates reveal that there is a significant unobserved heterogeneity of preferences. We also compare the simulations of a hypothetical Flat Tax reform. Although the differences are small, yet the results would imply different policy conclusions depending on whether Conditional Logit or Mixed Logit is adopted.

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Publisher Info
Paper provided by CHILD - Centre for Household, Income, Labour and Demographic economics - ITALY in its series CHILD Working Papers with number wp21_08.

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Length: 24 pages
Date of creation: Nov 2008
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Handle: RePEc:wpc:wplist:wp21_08

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Related research
Keywords: labour supply; conditional logit; mixed logit; unobserved heterogeneity;

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Find related papers by JEL classification:
D0 - Microeconomics - - General
J0 - Labor and Demographic Economics - - General

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  1. Ugo Colombino & Marilena Locatelli & Edlira Narazani & Cathal O’Donoghue & Isilda Shima, 2008. "Behavioural and Welfare Effects of Basic Income Policies: A Simulation for European Countries," CHILD Working Papers wp03_08, CHILD - Centre for Household, Income, Labour and Demographic economics - ITALY. [Downloadable!]
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  2. David Revelt & Kenneth Train, 1998. "Mixed Logit With Repeated Choices: Households' Choices Of Appliance Efficiency Level," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 647-657, November. [Downloadable!] (restricted)
  3. Kenneth Train, 2001. "Halton Sequences for Mixed Logit," Econometrics 0012002, EconWPA. [Downloadable!]
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  4. Aaberge, Rolf & Dagsvik, John K & Strom, Steinar, 1995. " Labor Supply Responses and Welfare Effects of Tax Reforms," Scandinavian Journal of Economics, Blackwell Publishing, vol. 97(4), pages 635-59, December.
  5. 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. [Downloadable!]
  6. Colombino Ugo & Locatelli Marilena & Narazani Edlira & O'Donoghue Cathal & Shima Isilda, 2008. "Behavioural and welfare effects of basic income policies : An a simulation for European Countries," Department of Economics Working Papers 200806, University of Turin. [Downloadable!]
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