IDEAS home Printed from https://ideas.repec.org/p/ceu/econwp/2019_2.html
   My bibliography  Save this paper

Modelling with Discretized Ordered Choice Covariates

Author

Listed:
  • Felix Chan
  • Ágoston Reguly
  • László Mátyás

Abstract

This paper deals with econometric models where some (or all) explanatory variables (or covariates) are observed as discretized ordered choices. Such variables are in theory continuous, but in this form are not observed at all, their distribution is unknown, and instead only a set of discrete choices are observed. We explore how such variables influence inference, more precisely, we show that this leads to a very special form of measurement error, and consequently to endogeneity bias. We then propose appropriate sub-sampling and instrumental variables (IV) estimation methods to deal with the problem.

Suggested Citation

  • Felix Chan & Ágoston Reguly & László Mátyás, 2019. "Modelling with Discretized Ordered Choice Covariates," CEU Working Papers 2019_2, Department of Economics, Central European University.
    • Handle: RePEc:ceu:econwp:2019_2
    as

    Download full text from publisher

    File URL: https://ceu-economics-and-business.github.io/RePEc/pdf/2019_2.pdf
    File Function: Full text
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Bruno S. Frey & Alois Stutzer, 2002. "What Can Economists Learn from Happiness Research?," Journal of Economic Literature, American Economic Association, vol. 40(2), pages 402-435, June.
    2. Stutzer, Alois, 2004. "The role of income aspirations in individual happiness," Journal of Economic Behavior & Organization, Elsevier, vol. 54(1), pages 89-109, May.
    3. Stephen Knack & Philip Keefer, 1995. "Institutions And Economic Performance: Cross‐Country Tests Using Alternative Institutional Measures," Economics and Politics, Wiley Blackwell, vol. 7(3), pages 207-227, November.
    4. Peter A. Diamond & Jerry A. Hausman, 1994. "Contingent Valuation: Is Some Number Better than No Number?," Journal of Economic Perspectives, American Economic Association, vol. 8(4), pages 45-64, Fall.
    5. Daron Acemoglu & Simon Johnson & James A. Robinson, 2002. "Reversal of Fortune: Geography and Institutions in the Making of the Modern World Income Distribution," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(4), pages 1231-1294.
    6. Knack, Stephen & Keefer, Philip, 1995. "Institutions and Economic Performance: Cross-Country Tests Using Alternative Institutional Indicators," MPRA Paper 23118, University Library of Munich, Germany.
    7. Paolo Mauro, 1995. "Corruption and Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(3), pages 681-712.
    8. Taylor, Jeremy M. G. & Yu, Menggang, 2002. "Bias and Efficiency Loss Due to Categorizing an Explanatory Variable," Journal of Multivariate Analysis, Elsevier, vol. 83(1), pages 248-263, October.
    Full references (including those not matched with items on IDEAS)

    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. Knack, Steve & Xu, Lixin Colin, 2017. "Unbundling institutions for external finance: Worldwide firm-level evidence," Journal of Corporate Finance, Elsevier, vol. 44(C), pages 215-232.
    2. Kerekes, Carrie B. & Williamson, Claudia R., 2008. "Unveiling de Soto's mystery: property rights, capital formation, and development," Journal of Institutional Economics, Cambridge University Press, vol. 4(3), pages 299-325, December.
    3. Danish Ahmed Siddiqui & Qazi Masood Ahmed, 2019. "The Causal Relationship Between Institutions and Economic Growth: An Empirical Investigation for Pakistan Economy," Issues in Economics and Business, Macrothink Institute, vol. 5(1), pages 1-19, June.
    4. Andrea Asoni, 2008. "Protection Of Property Rights And Growth As Political Equilibria," Journal of Economic Surveys, Wiley Blackwell, vol. 22(5), pages 953-987, December.
    5. Du, Julan & Lu, Yi & Tao, Zhigang, 2012. "Institutions and FDI location choice: The role of cultural distances," Journal of Asian Economics, Elsevier, vol. 23(3), pages 210-223.
    6. Lin, Chen & Lin, Ping & Song, Frank, 2010. "Property rights protection and corporate R&D: Evidence from China," Journal of Development Economics, Elsevier, vol. 93(1), pages 49-62, September.
    7. Konstantinos Angelopoulos & George Economides & Vanghelis Vassilatos, 2011. "Do institutions matter for economic fluctuations? Weak property rights in a business cycle model for Mexico," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 14(3), pages 511-531, July.
    8. Roberto Ricciuti & Antonio Savoia & Kunal Sen, 2019. "What determines administrative capacity in developing countries?," International Tax and Public Finance, Springer;International Institute of Public Finance, vol. 26(5), pages 972-998, October.
    9. Chen, Tao, 2015. "Institutions, board structure, and corporate performance: Evidence from Chinese firms," Journal of Corporate Finance, Elsevier, vol. 32(C), pages 217-237.
    10. Levon Barseghyan & Riccardo DiCecio, 2010. "Institutional causes of output volatility," Review, Federal Reserve Bank of St. Louis, vol. 92(May), pages 205-224.
    11. Mauricio Cárdenas, 2007. "Economic Growth in Colombia : a reversal of "fortune"?," Revista ESPE - Ensayos sobre Política Económica, Banco de la Republica de Colombia, vol. 25(53), pages 220-259, January.
    12. Thorsten Beck & Luc Laeven, 2006. "Institution building and growth in transition economies," Journal of Economic Growth, Springer, vol. 11(2), pages 157-186, June.
    13. Germaschewski, Yin & Horvath, Jaroslav & Rubini, Loris, 2021. "Property rights, expropriations, and business cycles in China," Journal of Economic Dynamics and Control, Elsevier, vol. 125(C).
    14. Edward L. Glaeser & Rafael La Porta & Florencio Lopez-de-Silanes & Andrei Shleifer, 2004. "Do Institutions Cause Growth?," Journal of Economic Growth, Springer, vol. 9(3), pages 271-303, September.
    15. Iheonu, Chimere & Ihedimma, Godfrey & Onwuanaku, Chigozie, 2017. "Institutional Quality and Economic Performance in West Africa," MPRA Paper 82212, University Library of Munich, Germany.
    16. Siddiqui, Danish Ahmed & Ahmed, Qazi Masood, 2013. "The effect of institutions on economic growth: A global analysis based on GMM dynamic panel estimation," Structural Change and Economic Dynamics, Elsevier, vol. 24(C), pages 18-33.
    17. Ashok Chakravarti, 2012. "Institutions, Economic Performance and the Visible Hand," Books, Edward Elgar Publishing, number 14751.
    18. Natkhov, T. & Polishchuk, L., 2017. "Political Economy of Institutions and Development: The Importance of Being Inclusive. Reflection on "Why Nations Fail" by D. Acemoglu and J. Robinson. Part I. Institutions and Economic Devel," Journal of the New Economic Association, New Economic Association, vol. 34(2), pages 12-38.
    19. Simplice A. Asongu & Oasis Kodila-Tedika, 2018. "Determinants of Property Rights Protection in Sub-Saharan Africa," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 9(4), pages 1291-1308, December.
    20. Eicher, Theo S. & García-Peñalosa, Cecilia & Kuenzel, David J., 2018. "Constitutional rules as determinants of social infrastructure," Journal of Macroeconomics, Elsevier, vol. 57(C), pages 182-209.

    More about this item

    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:ceu:econwp:2019_2. 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: Anita Apor (email available below). General contact details of provider: https://edirc.repec.org/data/deceuat.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.