IDEAS home Printed from https://ideas.repec.org/a/gam/jecnmx/v7y2019i3p32-d251289.html
   My bibliography  Save this article

Misclassification in Binary Choice Models with Sample Selection

Author

Listed:
  • Maria Felice Arezzo

    (Department of Methods and Models for Economics, Territory and Finance - Sapienza University of Rome Via del Castro Laurenziano 9, 00161 Rome, Italy
    These authors contributed equally to this work.)

  • Giuseppina Guagnano

    (Department of Methods and Models for Economics, Territory and Finance - Sapienza University of Rome Via del Castro Laurenziano 9, 00161 Rome, Italy
    These authors contributed equally to this work.)

Abstract

Most empirical work in the social sciences is based on observational data that are often both incomplete, and therefore unrepresentative of the population of interest, and affected by measurement errors. These problems are very well known in the literature and ad hoc procedures for parametric modeling have been proposed and developed for some time, in order to correct estimate’s bias and obtain consistent estimators. However, to our best knowledge, the aforementioned problems have not yet been jointly considered. We try to overcome this by proposing a parametric approach for the estimation of the probabilities of misclassification of a binary response variable by incorporating them in the likelihood of a binary choice model with sample selection.

Suggested Citation

  • Maria Felice Arezzo & Giuseppina Guagnano, 2019. "Misclassification in Binary Choice Models with Sample Selection," Econometrics, MDPI, vol. 7(3), pages 1-19, July.
  • Handle: RePEc:gam:jecnmx:v:7:y:2019:i:3:p:32-:d:251289
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2225-1146/7/3/32/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2225-1146/7/3/32/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Lars P. Feld & Bruno S. Frey, 2002. "Trust breeds trust: How taxpayers are treated," Economics of Governance, Springer, vol. 3(2), pages 87-99, July.
    2. Hausman, J. A. & Abrevaya, Jason & Scott-Morton, F. M., 1998. "Misclassification of the dependent variable in a discrete-response setting," Journal of Econometrics, Elsevier, vol. 87(2), pages 239-269, September.
    3. repec:adr:anecst:y:1999:i:55-56:p:09 is not listed on IDEAS
    4. Poterba, James M & Summers, Lawrence H, 1995. "Unemployment Benefits and Labor Market Transitions: A Multinomial Logit Model with Errors in Classification," The Review of Economics and Statistics, MIT Press, vol. 77(2), pages 207-216, May.
    5. Jason Abrevaya & Jerry A. Hausman, 1999. "Semiparametric Estimation with Mismeasured Dependent Variables: An Application to Duration Models for Unemployment Spells," Annals of Economics and Statistics, GENES, issue 55-56, pages 243-275.
    6. Paul Sullivan, 2009. "Estimation of an Occupational Choice Model when Occupations are Misclassified," Journal of Human Resources, University of Wisconsin Press, vol. 44(2).
    7. 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.
    8. Allingham, Michael G. & Sandmo, Agnar, 1972. "Income tax evasion: a theoretical analysis," Journal of Public Economics, Elsevier, vol. 1(3-4), pages 323-338, November.
    9. Jeffrey A. Dubin & Douglas Rivers, 1989. "Selection Bias in Linear Regression, Logit and Probit Models," Sociological Methods & Research, , vol. 18(2-3), pages 360-390, November.
    10. Jonathan N. Katz & Gabriel Katz, 2010. "Correcting for Survey Misreports Using Auxiliary Information with an Application to Estimating Turnout," American Journal of Political Science, John Wiley & Sons, vol. 54(3), pages 815-835, July.
    11. Braithwaite, Valerie & Ahmed, Eliza, 2005. "A threat to tax morale: The case of Australian higher education policy," Journal of Economic Psychology, Elsevier, vol. 26(4), pages 523-540, August.
    12. Francis Vella, 1998. "Estimating Models with Sample Selection Bias: A Survey," Journal of Human Resources, University of Wisconsin Press, vol. 33(1), pages 127-169.
    13. Alm, James & Torgler, Benno, 2006. "Culture differences and tax morale in the United States and in Europe," Journal of Economic Psychology, Elsevier, vol. 27(2), pages 224-246, April.
    14. Mellow, Wesley & Sider, Hal, 1983. "Accuracy of Response in Labor Market Surveys: Evidence and Implications," Journal of Labor Economics, University of Chicago Press, vol. 1(4), pages 331-344, October.
    15. Colin C Williams & Ioana A Horodnic, 2017. "Evaluating the policy approaches for tackling undeclared work in the European Union," Environment and Planning C, , vol. 35(5), pages 916-936, August.
    16. Hug, Simon, 2010. "The Effect of Misclassifications in Probit Models: Monte Carlo Simulations and Applications," Political Analysis, Cambridge University Press, vol. 18(1), pages 78-102, 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. Jorge González Chapela, 2022. "A Binary Choice Model with Sample Selection and Covariate-Related Misclassification," Econometrics, MDPI, vol. 10(2), pages 1-20, March.
    2. Jorge González Chapela, 2022. "Is there a patience premium on migration?," Empirical Economics, Springer, vol. 63(4), pages 2025-2055, 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. Arezzo, Maria Felice & Horodnic, Ioana A. & Williams, Colin C. & Guagnano, Giuseppina, 2024. "Measuring participation in undeclared work in Europe using survey data: A method for resolving social desirability bias," Socio-Economic Planning Sciences, Elsevier, vol. 91(C).
    2. Arthur Lewbel, 2007. "Estimation of Average Treatment Effects with Misclassification," Econometrica, Econometric Society, vol. 75(2), pages 537-551, March.
    3. Molinari, Francesca, 2008. "Partial identification of probability distributions with misclassified data," Journal of Econometrics, Elsevier, vol. 144(1), pages 81-117, May.
    4. Kogler, Christoph & Batrancea, Larissa & Nichita, Anca & Pantya, Jozsef & Belianin, Alexis & Kirchler, Erich, 2013. "Trust and power as determinants of tax compliance: Testing the assumptions of the slippery slope framework in Austria, Hungary, Romania and Russia," Journal of Economic Psychology, Elsevier, vol. 34(C), pages 169-180.
    5. Nichita Ramona-Anca & Batrancea Larissa-Margareta, 2012. "The Implications Of Tax Morale On Tax Compliance Behavior," Annals of Faculty of Economics, University of Oradea, Faculty of Economics, vol. 1(1), pages 739-744, July.
    6. Rodriguez-Justicia, David & Theilen, Bernd, 2018. "Education and tax morale," Journal of Economic Psychology, Elsevier, vol. 64(C), pages 18-48.
    7. Colin C. Williams, 2023. "A Modern Guide to the Informal Economy," Books, Edward Elgar Publishing, number 18668.
    8. Larissa M. Batrancea & Anca Nichita & Ruggero Agostini & Fabricio Batista Narcizo & Denis Forte & Samuel Paiva Neves Mamede & Ana Maria Roux-Cesar & Bozhidar Nedev & Leoš Vitek & József Pántya & Aidin, 2022. "A self-employed taxpayer experimental study on trust, power, and tax compliance in eleven countries," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 8(1), pages 1-23, December.
    9. James, Simon & Edwards, Alison, 2010. "An annotated bibliography of tax compliance and tax compliance costs," MPRA Paper 26106, University Library of Munich, Germany.
    10. Fábio Pereira Silva & Reinaldo Guerreiro & Eduardo Flores, 2019. "Voluntary versus enforced tax compliance: the slippery slope framework in the Brazilian context," International Review of Economics, Springer;Happiness Economics and Interpersonal Relations (HEIRS), vol. 66(2), pages 147-180, June.
    11. Dossè Mawussi Djahini‐Afawoubo, 2024. "Understanding tax payment behaviour in the West African Economic and Monetary Union: The role of perceived detection capacity and honesty," Journal of International Development, John Wiley & Sons, Ltd., vol. 36(2), pages 795-823, March.
    12. Cãƒtãƒlina Cozmei, 2012. "Playing The Fiscal Lottery Game," Proceedings of the INTERNATIONAL MANAGEMENT CONFERENCE, Faculty of Management, Academy of Economic Studies, Bucharest, Romania, vol. 6(1), pages 511-521, November.
    13. Anna P. Kireenko & Ekaterina N. Nevzorova & Alena F. Kireyeva & Alena S. Filippovich & Ekaterina S. Khoroshavina, 2018. "Lab experiment to investigate tax compliance: the case of future taxpayers' behavior in Russia and Belarus," Journal of Tax Reform, Graduate School of Economics and Management, Ural Federal University, vol. 4(3), pages 266-290.
    14. Hofmann, Eva & Voracek, Martin & Bock, Christine & Kirchler, Erich, 2017. "Tax compliance across sociodemographic categories: Meta-analyses of survey studies in 111 countries," Journal of Economic Psychology, Elsevier, vol. 62(C), pages 63-71.
    15. Torgler, Benno & Schneider, Friedrich, 2007. "Shadow Economy, Tax Morale, Governance and Institutional Quality: A Panel Analysis," Berkeley Olin Program in Law & Economics, Working Paper Series qt26s710z8, Berkeley Olin Program in Law & Economics.
    16. Pickhardt, Michael & Prinz, Aloys, 2014. "Behavioral dynamics of tax evasion – A survey," Journal of Economic Psychology, Elsevier, vol. 40(C), pages 1-19.
    17. Lukasz Arendt & Wojciech Grabowski & Iwona Kukulak-Dolata, 2020. "County-Level Patterns of Undeclared Work: An Empirical Analysis of a Highly Diversified Region in the European Union," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 149(1), pages 271-295, May.
    18. Alexander, Phyllis & Balavac-Orlic, Merima, 2022. "Tax morale: Framing and fairness," Economic Systems, Elsevier, vol. 46(1).
    19. Giampiero Marra & Rosalba Radice & Till Bärnighausen & Simon N. Wood & Mark E. McGovern, 2017. "A Simultaneous Equation Approach to Estimating HIV Prevalence With Nonignorable Missing Responses," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 112(518), pages 484-496, April.
    20. Gerxhani, Klarita & Schram, Arthur, 2006. "Tax evasion and income source: A comparative experimental study," Journal of Economic Psychology, Elsevier, vol. 27(3), pages 402-422, June.

    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:gam:jecnmx:v:7:y:2019:i:3:p:32-:d:251289. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.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.