IDEAS home Printed from https://ideas.repec.org/a/tsj/stataj/v18y2018i1p206-222.html
   My bibliography  Save this article

Standard-error correction in two-stage optimization models: A quasi–maximum likelihood estimation approach

Author

Listed:
  • Fernando Rios-Avila

    (Levy Economics Institute)

  • Gustavo Canavire-Bacarreza

    (Universidad EAFIT)

Abstract

Following Wooldridge (2014, Journal of Econometrics 182: 226–234), we discuss and implement in Stata an efficient maximum-likelihood approach to the estimation of corrected standard errors of two-stage optimization models. Specif- ically, we compare the robustness and efficiency of the proposed method with routines already implemented in Stata to deal with selection and endogeneity problems. This strategy is an alternative to the use of bootstrap methods and has the advantage that it can be easily applied for the estimation of two-stage optimization models for which already built-in programs are not yet available. It could be of particular use for addressing endogeneity in a nonlinear framework.

Suggested Citation

  • Fernando Rios-Avila & Gustavo Canavire-Bacarreza, 2018. "Standard-error correction in two-stage optimization models: A quasi–maximum likelihood estimation approach," Stata Journal, StataCorp LLC, vol. 18(1), pages 206-222, March.
  • Handle: RePEc:tsj:stataj:v:18:y:2018:i:1:p:206-222
    Note: to access software from within Stata, net describe http://www.stata-journal.com/software/sj18-1/st0520/
    as

    Download full text from publisher

    File URL: http://www.stata-journal.com/article.html?article=st0520
    File Function: link to article purchase
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. James W. Hardin, 2002. "The robust variance estimator for two-stage models," Stata Journal, StataCorp LLC, vol. 2(3), pages 253-266, August.
    2. Murphy, Kevin M & Topel, Robert H, 2002. "Estimation and Inference in Two-Step Econometric Models," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 88-97, January.
    3. Newey, Whitney K., 1987. "Efficient estimation of limited dependent variable models with endogenous explanatory variables," Journal of Econometrics, Elsevier, vol. 36(3), pages 231-250, November.
    4. 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.
    5. John Mullahy, 1997. "Instrumental-Variable Estimation Of Count Data Models: Applications To Models Of Cigarette Smoking Behavior," The Review of Economics and Statistics, MIT Press, vol. 79(4), pages 586-593, November.
    6. White, Halbert, 1983. "Corrigendum [Maximum Likelihood Estimation of Misspecified Models]," Econometrica, Econometric Society, vol. 51(2), pages 513-513, March.
    7. Arne Risa Hole, 2006. "Calculating Murphy-Topel variance estimates in Stata: A simplified procedure," Stata Journal, StataCorp LLC, vol. 6(4), pages 521-529, December.
    8. Terza, Joseph V. & Basu, Anirban & Rathouz, Paul J., 2008. "Two-stage residual inclusion estimation: Addressing endogeneity in health econometric modeling," Journal of Health Economics, Elsevier, vol. 27(3), pages 531-543, May.
    9. Jeffrey M. Wooldridge, 2015. "Control Function Methods in Applied Econometrics," Journal of Human Resources, University of Wisconsin Press, vol. 50(2), pages 420-445.
    10. Wooldridge, Jeffrey M., 2014. "Quasi-maximum likelihood estimation and testing for nonlinear models with endogenous explanatory variables," Journal of Econometrics, Elsevier, vol. 182(1), pages 226-234.
    11. White, Halbert, 1982. "Maximum Likelihood Estimation of Misspecified Models," Econometrica, Econometric Society, vol. 50(1), pages 1-25, January.
    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. Fernando Rios-Avila & Gustavo Canavire-Bacarreza, 2020. "The Effect of Immigration on Labor Market Transitions of Native-Born Unemployed in the United States," Journal of Labor Research, Springer, vol. 41(3), pages 295-331, September.
    2. Zabsonre Zacharia & Boukary Ouedraogo, 2023. "Influence of tax structures on income inequality in WAEMU countries [Influences des structures fiscales sur l'inégalité de revenus dans les pays de l'UEMOA]," Post-Print hal-04188709, HAL.

    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. Caroline Krafft, 2020. "Why is fertility on the rise in Egypt? The role of women’s employment opportunities," Journal of Population Economics, Springer;European Society for Population Economics, vol. 33(4), pages 1173-1218, October.
    2. Anastasia Semykina, 2018. "Self‐employment among women: Do children matter more than we previously thought?," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 33(3), pages 416-434, April.
    3. Hirokatsu Asano, 2010. "Estimating irreversible investment with financial constraints: an application of switching regression models," Applied Economics, Taylor & Francis Journals, vol. 42(2), pages 211-222.
    4. Silva, Simone & Badasyan, Narine & Busby, Michael, 2018. "Diversity and digital divide: Using the National Broadband Map to identify the non-adopters of broadband," Telecommunications Policy, Elsevier, vol. 42(5), pages 361-373.
    5. Pablo Mitnik, 2018. "Intergenerational Income Elasticities, Instrumental Variable Estimation, and Bracketing Strategies," Working Papers 2018-044, Human Capital and Economic Opportunity Working Group.
    6. Smith, V. Kerry & Mansfield, Carol, 1998. "Buying Time: Real and Hypothetical Offers," Journal of Environmental Economics and Management, Elsevier, vol. 36(3), pages 209-224, November.
    7. Rosario Crinò, 2010. "Service Offshoring and White-Collar Employment," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 77(2), pages 595-632.
    8. repec:gnv:wpaper:unige:76321 is not listed on IDEAS
    9. Malmendier, Ulrike M. & Botsch, Matthew J., 2020. "The Long Shadows of the Great Inflation: Evidence from Residential Mortgages," CEPR Discussion Papers 14934, C.E.P.R. Discussion Papers.
    10. Sari, Emre & Moilanen, Mikko & Lindeboom, Maarten, 2023. "Role of grandparents in risky health behavior transmission: A study on smoking behavior in Norway," Social Science & Medicine, Elsevier, vol. 338(C).
    11. Elder, John, 2001. "Can the Volatility of the Federal Funds Rate Explain the Time-Varying Risk Premium in Treasury Bill Returns?," Journal of Macroeconomics, Elsevier, vol. 23(1), pages 73-97, January.
    12. Lazuka, Volha & Sandholt Jensen, Peter, 2021. "Multigenerational Effects of Smallpox Vaccination," Lund Papers in Economic History 232, Lund University, Department of Economic History.
    13. Correa, Ricardo & Sapriza, Horacio & Zlate, Andrei, 2021. "Wholesale funding runs, global banks' supply of liquidity insurance, and corporate investment," Journal of International Economics, Elsevier, vol. 133(C).
    14. Ana Silvia de Matos Vas, 2012. "Interpersonal Influence Regarding the Decision to Vote Within Mozambican Households," Economics Series Working Papers WPS/2012-14, University of Oxford, Department of Economics.
    15. Entorf, Horst, 2012. "Expected recidivism among young offenders: Comparing specific deterrence under juvenile and adult criminal law," European Journal of Political Economy, Elsevier, vol. 28(4), pages 414-429.
    16. Gary Madden & Erik Bohlin & Thien Tran & Aaron Morey, 2014. "Spectrum Licensing, Policy Instruments and Market Entry," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 44(3), pages 277-298, May.
    17. Patrick Gagliardini & Elisa Ossola & Olivier Scaillet, 2016. "Time‐Varying Risk Premium in Large Cross‐Sectional Equity Data Sets," Econometrica, Econometric Society, vol. 84, pages 985-1046, May.
    18. Entorf, Horst, 2011. "Turning 18: What a Difference Application of Adult Criminal Law Makes," IZA Discussion Papers 5434, Institute of Labor Economics (IZA).
    19. Schwiebert, Jörg & Wagner, Joachim, 2015. "A Generalized Two-Part Model for Fractional Response Variables with Excess Zeros," VfS Annual Conference 2015 (Muenster): Economic Development - Theory and Policy 113059, Verein für Socialpolitik / German Economic Association.
    20. Trebesch, Christoph & Zabel, Michael, 2017. "The output costs of hard and soft sovereign default," European Economic Review, Elsevier, vol. 92(C), pages 416-432.
    21. Roger Klein & Richard Spady & Andrew Weiss, 1991. "Factors Affecting the Output and Quit Propensities of Production Workers," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(5), pages 929-953.

    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:tsj:stataj:v:18:y:2018:i:1:p:206-222. 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 or Lisa Gilmore (email available below). General contact details of provider: http://www.stata-journal.com/ .

    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.