IDEAS home Printed from https://ideas.repec.org/p/boc/msug10/08.html
   My bibliography  Save this paper

Selection-bias correction based on the multinomial logit: An application to the Mexican labor market

Author

Listed:
  • Luis Huesca

    (Economics Department, Centro de Investigación en Alimentación y Desarrollo)

  • Mario Camberos

    (Economics Department, Centro de Investigación en Alimentación y Desarrollo)

Abstract

In this presentation, we illustrate an application of a relatively new selection-bias correction methodology based on the multinomial logit model using the selmlog Stata command (Bourguignon, Fournier, and Gurgand, 2007, Journal of Economic Surveys 21: 174–205). selmlog allows for getting both consistent and efficient estimates of the selection process and a fairly good correction for the outcome equation, even when the independence of irrelevant alternatives (IIA) assumption is not achieved. The exercise depicts the current pattern of the occupational choices for the individuals in the Mexican labor market using a longitudinal panel with microdata from the Encuesta Nacional de Ocupación y Empleo (ENOE) during February 2008 to March 2009. We estimate an equation over an endogenously selected population. The command grants simplicity for both distributional and IIA assumptions for parametric models.

Suggested Citation

  • Luis Huesca & Mario Camberos, 2010. "Selection-bias correction based on the multinomial logit: An application to the Mexican labor market," Mexican Stata Users' Group Meetings 2010 08, Stata Users Group.
  • Handle: RePEc:boc:msug10:08
    as

    Download full text from publisher

    File URL: http://fmwww.bc.edu/repec/msug2010/mex10sug_huesca.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Zheren WU, 2008. "Self-selection and Earnings of Migrants: Evidence from Rural China," Discussion Papers in Economics and Business 08-25, Osaka University, Graduate School of Economics.
    2. Kristin F. Butcher & John Dinardo, 2002. "The Immigrant and Native-Born Wage Distributions: Evidence from United States Censuses," ILR Review, Cornell University, ILR School, vol. 56(1), pages 97-121, October.
    3. Hausman, Jerry & McFadden, Daniel, 1984. "Specification Tests for the Multinomial Logit Model," Econometrica, Econometric Society, vol. 52(5), pages 1219-1240, September.
    4. François Bourguignon & Martin Fournier & Marc Gurgand, 2007. "Selection Bias Corrections Based On The Multinomial Logit Model: Monte Carlo Comparisons," Journal of Economic Surveys, Wiley Blackwell, vol. 21(1), pages 174-205, February.
    5. Jacob A. Mincer, 1974. "Schooling, Experience, and Earnings," NBER Books, National Bureau of Economic Research, Inc, number minc74-1, May.
    6. Schmertmann, Carl P., 1994. "Selectivity bias correction methods in polychotomous sample selection models," Journal of Econometrics, Elsevier, vol. 60(1-2), pages 101-132.
    7. Lee, Lung-Fei, 1983. "Generalized Econometric Models with Selectivity," Econometrica, Econometric Society, vol. 51(2), pages 507-512, March.
    8. 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.
    9. Jacob A. Mincer, 1974. "Schooling and Earnings," NBER Chapters, in: Schooling, Experience, and Earnings, pages 41-63, National Bureau of Economic Research, Inc.
    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. Awal Abdul‐Rahaman & Awudu Abdulai, 2020. "Vertical coordination mechanisms and farm performance amongst smallholder rice farmers in northern Ghana," Agribusiness, John Wiley & Sons, Ltd., vol. 36(2), pages 259-280, April.
    2. Rayees Ahmad Sheikh & Sarthak Gaurav, 2020. "Informal Work in India: A Tale of Two Definitions," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 32(4), pages 1105-1127, September.
    3. Ma, Wanglin & Abdulai, Awudu, 2015. "Linking apple farmers to markets: Determinants and impacts of marketing contracts in China," 2015 AAEA & WAEA Joint Annual Meeting, July 26-28, San Francisco, California 202719, Agricultural and Applied Economics Association.
    4. David McClough & Mary Ellen Benedict, 2017. "Not All Education Is Created Equal: How Choice of Academic Major Affects the Racial Salary Gap," The American Economist, Sage Publications, vol. 62(2), pages 184-205, October.

    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. Ssekabira Ntege & Steven F. Koch, 2008. "Returns to Schooling: Skills Accumulation or Information Revelation?," Working Papers 087, Economic Research Southern Africa.
    2. Atamanov, Aziz & Berg, Marrit van den, 2011. "International migration and local employment: analysis of self-selection and earnings in Tajikistan," MERIT Working Papers 2011-047, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    3. Aleksandra Anić & Gorana Krstić, 2019. "What Lies Behind The Gender Wage Gap In Serbia?," Economic Annals, Faculty of Economics and Business, University of Belgrade, vol. 64(223), pages 137-170, October –.
    4. Raquel Carrasco & José Ignacio Garcia-Pérez & Juan Francisco Jimeno, 2020. "Worker Flows and Wage Dynamics: Estimating Wage Growth without Composition Effects," Working Papers 20.13, Universidad Pablo de Olavide, Department of Economics.
    5. Zheren Wu, 2010. "Self‐selection and Earnings of Migrants: Evidence from Rural China," Asian Economic Journal, East Asian Economic Association, vol. 24(1), pages 23-44, March.
    6. Dimova, Ralitza & Gang, Ira N., 2007. "Self-selection and wages during volatile transition," Journal of Comparative Economics, Elsevier, vol. 35(3), pages 612-629, September.
    7. Robert Breunig & Joseph Mercante, 2010. "The Accuracy of Predicted Wages of the Non‐Employed and Implications for Policy Simulations from Structural Labour Supply Models," The Economic Record, The Economic Society of Australia, vol. 86(272), pages 49-70, March.
    8. Paul W. Miller & Barry R. Chiswick, 2002. "Immigrant earnings: Language skills, linguistic concentrations and the business cycle," Journal of Population Economics, Springer;European Society for Population Economics, vol. 15(1), pages 31-57.
    9. Stéphane Couture & Serge Garcia & Arnaud Reynaud, 2009. "Household Energy Choices and Fuelwood Consumption: An Econometric Approach to the French Data," LERNA Working Papers 09.08.284, LERNA, University of Toulouse.
    10. Timothy Park & Ashok K. Mishra & Shawn J. Wozniak, 2014. "Do farm operators benefit from direct to consumer marketing strategies?," Agricultural Economics, International Association of Agricultural Economists, vol. 45(2), pages 213-224, March.
    11. Yi CHEN & Sylvie DEMURGER & Martin FOURNIER, 2004. "Différentiels salariaux, segmentation et discrimination à l’égard des femmes sur le marché du travail chinois," Working Papers 200426, CERDI.
    12. Damette, Olivier & Delacote, Philippe & Lo, Gaye Del, 2018. "Households energy consumption and transition toward cleaner energy sources," Energy Policy, Elsevier, vol. 113(C), pages 751-764.
    13. C. Duvivier & S. Li & M.-F. Renard, 2013. "Are workers close to cities paid higher nonagricultural wages in rural China?," Applied Economics, Taylor & Francis Journals, vol. 45(30), pages 4308-4322, October.
    14. Christophe J. Nordman & François Roubaud, 2009. "Reassessing the Gender Wage Gap in Madagascar: Does Labor Force Attachment Really Matter?," Economic Development and Cultural Change, University of Chicago Press, vol. 57(4), pages 785-808, July.
    15. Maryia Akulava, 2012. "Choice of Becoming Self-Employed in Belarus: Impact of Monetary Gains," BEROC Working Paper Series 18, Belarusian Economic Research and Outreach Center (BEROC).
    16. Fossen, Frank M. & Büttner, Tobias J.M., 2013. "The returns to education for opportunity entrepreneurs, necessity entrepreneurs, and paid employees," Economics of Education Review, Elsevier, vol. 37(C), pages 66-84.
    17. Xin Meng & Dominique Meurs, 2001. "Différences de structure des emplois et écart salarial entre hommes et femmes en France," Economie & Prévision, La Documentation Française, vol. 148(2), pages 113-126.
    18. Zhao, Shangwei & Xie, Tian & Ai, Xin & Yang, Guangren & Zhang, Xinyu, 2023. "Correcting sample selection bias with model averaging for consumer demand forecasting," Economic Modelling, Elsevier, vol. 123(C).
    19. Paul W. Miller & Barry R. Chiswick, 2002. "Immigrant earnings: Language skills, linguistic concentrations and the business cycle," Journal of Population Economics, Springer;European Society for Population Economics, vol. 15(1), pages 31-57.
    20. McFadden, Jonathan & Miranowski, John, "undated". "Climate Change Impacts on the Intensive and Extensive Margins of US Agricultural Land," 2014 Annual Meeting, July 27-29, 2014, Minneapolis, Minnesota 170512, Agricultural and Applied Economics Association.

    More about this item

    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:boc:msug10:08. 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: Christopher F Baum (email available below). General contact details of provider: https://edirc.repec.org/data/stataea.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.