IDEAS home Printed from https://ideas.repec.org/a/bla/obuest/v70y2008i4p559-582.html
   My bibliography  Save this article

Practical Considerations for Choosing Between Tobit and SCLS or CLAD Estimators for Censored Regression Models with an Application to Charitable Giving

Author

Listed:
  • Mark Ottoni Wilhelm

Abstract

Practical considerations for choosing between Tobit, symmetrically censored least squares (SCLS) and censored least absolute deviations (CLAD) estimators are offered. Practical considerations deal with when a Hausman test is better than a conditional moment test for judging the severity of a misspecification, the need to bootstrap the sampling distributions of the Hausman tests, what to look for in a graphical examination of the residuals and the limited value of SCLS. The practical considerations are applied to a model of the intergenerational transmission of charitable giving using new data from the Panel Study of Income Dynamics (PSID). The paper shows how to use relative distribution methods to calculate CLAD‐based marginal effects on the observable dependent variable.

Suggested Citation

  • Mark Ottoni Wilhelm, 2008. "Practical Considerations for Choosing Between Tobit and SCLS or CLAD Estimators for Censored Regression Models with an Application to Charitable Giving," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 70(4), pages 559-582, August.
    • Handle: RePEc:bla:obuest:v:70:y:2008:i:4:p:559-582
    DOI: 10.1111/j.1468-0084.2008.00506.x
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/j.1468-0084.2008.00506.x
    Download Restriction: no
    File URL: https://libkey.io/10.1111/j.1468-0084.2008.00506.x?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Powell, James L, 1986. "Symmetrically Trimmed Least Squares Estimation for Tobit Models," Econometrica, Econometric Society, vol. 54(6), pages 1435-1460, November.
    2. Paarsch, Harry J., 1984. "A Monte Carlo comparison of estimators for censored regression models," Journal of Econometrics, Elsevier, vol. 24(1-2), pages 197-213.
    3. Hausman, Jerry, 2015. "Specification tests in econometrics," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 38(2), pages 112-134.
    4. repec:bla:obuest:v:61:y:1999:i:1:p:121-27 is not listed on IDEAS
    5. Powell, James L., 1984. "Least absolute deviations estimation for the censored regression model," Journal of Econometrics, Elsevier, vol. 25(3), pages 303-325, July.
    6. Newey, Whitney K., 1987. "Specification tests for distributional assumptions in the Tobit model," Journal of Econometrics, Elsevier, vol. 34(1-2), pages 125-145.
    7. Chesher, Andrew & Irish, Margaret, 1987. "Residual analysis in the grouped and censored normal linear model," Journal of Econometrics, Elsevier, vol. 34(1-2), pages 33-61.
    8. Dean Jolliffe & Bohdan Krushelnytskyy & Anastassia Semykina, 2001. "Censored least absolute deviations estimator: CLAD," Stata Technical Bulletin, StataCorp LP, vol. 10(58).
    9. Kenneth Y. Chay & Bo E. Honoré, 1998. "Estimation of Semiparametric Censored Regression Models: An Application to Changes in Black-White Earnings Inequality during the 1960s," Journal of Human Resources, University of Wisconsin Press, vol. 33(1), pages 4-38.
    10. Horowitz, Joel L & Neumann, George R, 1989. "Specification Testing in Censored Regression Models: Parametric and Semiparametric Methods," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 4(S), pages 61-86, Supplemen.
    11. Moffitt, Robert, 1984. "The Estimation of a Joint Wage-Hours Labor Supply Model," Journal of Labor Economics, University of Chicago Press, vol. 2(4), pages 550-566, October.
    12. Wilhelm, Mark O., 2006. "New data on charitable giving in the PSID," Economics Letters, Elsevier, vol. 92(1), pages 26-31, July.
    13. Skeels, Christopher L. & Vella, Francis, 1999. "A Monte Carlo investigation of the sampling behavior of conditional moment tests in Tobit and Probit models," Journal of Econometrics, Elsevier, vol. 92(2), pages 275-294, October.
    14. Pagan, Adrian & Vella, Frank, 1989. "Diagnostic Tests for Models Based on Individual Data: A Survey," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 4(S), pages 29-59, Supplemen.
    15. Kenneth Y. Chay & James L. Powell, 2001. "Semiparametric Censored Regression Models," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 29-42, Fall.
    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. Pradhan, Jaya Prakash, 2011. "Regional heterogeneity and firms’ innovation: the role of regional factors in industrial R&D in India," MPRA Paper 28096, University Library of Munich, Germany.
    2. Jonathan Meer & Benjamin A. Priday, 2020. "Tax Prices and Charitable Giving: Projected Changes in Donations under the 2017 Tax Cuts and Jobs Act," Tax Policy and the Economy, University of Chicago Press, vol. 34(1), pages 113-138.
    3. Brown, Sarah & Greene, William H. & Harris, Mark N. & Taylor, Karl, 2015. "An inverse hyperbolic sine heteroskedastic latent class panel tobit model: An application to modelling charitable donations," Economic Modelling, Elsevier, vol. 50(C), pages 228-236.
    4. Jorge González Chapela & José M. Labeaga & Luis A. Medrano, 2019. "Further econometric evidence on the extent and sources of cost savings in competitively tendered contracts," Empirical Economics, Springer, vol. 56(2), pages 679-701, February.
    5. Jesper N Wulff & Anders R Villadsen, 2020. "Keeping it within bounds: Regression analysis of proportions in international business," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 51(2), pages 244-262, March.
    6. Daniel Pollmann & Thomas Dohmen & Franz Palm, 2020. "Robust Estimation of Wage Dispersion with Censored Data: An Application to Occupational Earnings Risk and Risk Attitudes," De Economist, Springer, vol. 168(4), pages 519-540, December.
    7. Pradhan, Jaya Prakash & Das, Keshab, 2012. "Exports by Indian Manufacturing SMEs: Regional Patterns and Determinants," MPRA Paper 41804, University Library of Munich, Germany.
    8. Jaya Prakash Pradhan & Mohammad Zohair & Mallikarjun V. Alagawadi, 2013. "Regional Policies, Firm Characteristics and Exporting in the Indian State of Karnataka," Foreign Trade Review, , vol. 48(1), pages 45-81, February.
    9. Yörük Bariş K., 2015. "Do Charitable Subsidies Crowd Out Political Giving? The Missing Link between Charitable and Political Contributions," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 15(1), pages 407-435, January.
    10. Jonathan Meer & Benjamin A. Priday, 2019. "Tax Prices and Charitable Giving: Projected Changes in Donations Under the 2017 TCJA," NBER Working Papers 26452, National Bureau of Economic Research, Inc.
    11. Simons, Andrew M., 2022. "What is the optimal locus of control for social assistance programs? Evidence from the Productive Safety Net Program in Ethiopia," Journal of Development Economics, Elsevier, vol. 158(C).
    12. Markus Hertrich, 2022. "Foreign exchange interventions under a minimum exchange rate regime and the Swiss franc," Review of International Economics, Wiley Blackwell, vol. 30(2), pages 450-489, May.
    13. Atamanov, Aziz & Van den Berg, Marrit, 2012. "Determinants of the rural nonfarm economy in Tajikistan," MERIT Working Papers 2012-080, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    14. Backus, Peter, 2010. "Is charity a homogeneous good?," Economic Research Papers 270773, University of Warwick - Department of Economics.
    15. Backus, Peter, 2010. "Is charity a homogeneous good?," The Warwick Economics Research Paper Series (TWERPS) 951, University of Warwick, Department of Economics.
    16. Pradhan, Jaya Prakash, 2010. "R&D strategy of small and medium enterprises in India: Trends and determinants," MPRA Paper 20951, University Library of Munich, Germany.
    17. Timothy M. Smeeding, 2018. "The PSID in Research and Policy," The ANNALS of the American Academy of Political and Social Science, , vol. 680(1), pages 29-47, November.
    18. Alzuabi, Raslan & Brown, Sarah & Taylor, Karl, 2022. "Charitable behaviour and political affiliation: Evidence for the UK," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 100(C).
    19. Radovan Kastratović, 2023. "Exporting decision of agricultural firms: The role of foreign direct investment," Agribusiness, John Wiley & Sons, Ltd., vol. 39(4), pages 960-984, October.
    20. Steinberg, Richard & Zhang, Ye & Brown, Eleanor & Rooney, Patrick, 2010. "Earned, owned, or transferred: are donations sensitive to the composition of income and wealth?," MPRA Paper 30082, University Library of Munich, Germany.
    21. Asrul Akmal Shafie & Irwinder Kaur Chhabra & Jacqueline Hui Yi Wong & Noor Syahireen Mohammed, 2021. "Mapping PedsQL™ Generic Core Scales to EQ-5D-3L utility scores in transfusion-dependent thalassemia patients," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 22(5), pages 735-747, July.
    22. Cobourn, Kelly M. & Burrack, Hannah J. & Goodhue, Rachael E. & Williams, Jeffrey C. & Zalom, Frank G., 2011. "Implications of simultaneity in a physical damage function," Journal of Environmental Economics and Management, Elsevier, vol. 62(2), pages 278-289, September.
    23. Lundborg , Per & Skedinger, Per, 2014. "Minimum Wages and the Integration of Refugee Immigr ants," Working Paper Series 4/14, Stockholm University, Swedish Institute for Social Research.

    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. Wilhelm, Mark Ottoni & Brown, Eleanor & Rooney, Patrick M. & Steinberg, Richard, 2008. "The intergenerational transmission of generosity," Journal of Public Economics, Elsevier, vol. 92(10-11), pages 2146-2156, October.
    2. Darryl Holden, 2011. "Testing for heteroskedasticity in the tobit and probit models," Journal of Applied Statistics, Taylor & Francis Journals, vol. 38(4), pages 735-744, November.
    3. Andrés Langebaek R. & Diego Vásquez E., 2007. "Determinantes de la actividad innovadora en la industria manufacturera colombiana," Borradores de Economia 433, Banco de la Republica de Colombia.
    4. Simon Peters, 2000. "On the use of the RESET test in microeconometric models," Applied Economics Letters, Taylor & Francis Journals, vol. 7(6), pages 361-365.
    5. Fortin, Nicole M., 1997. "L’impact des règles de prêts hypothécaires sur l’offre de travail des femmes au Canada : évidence paramétrique et non paramétrique," L'Actualité Economique, Société Canadienne de Science Economique, vol. 73(1), pages 129-159, mars-juin.
    6. Franco Peracchi, 1988. "Bounded Influence Estimators for the Censored Regression Model," UCLA Economics Working Papers 487, UCLA Department of Economics.
    7. Daniel Pollmann & Thomas Dohmen & Franz Palm, 2020. "Robust Estimation of Wage Dispersion with Censored Data: An Application to Occupational Earnings Risk and Risk Attitudes," De Economist, Springer, vol. 168(4), pages 519-540, December.
    8. Yoo, Seung-Hoon & Kim, Tai-Yoo & Lee, Jai-Ki, 2001. "Modeling zero response data from willingness to pay surveys: A semi-parametric estimation," Economics Letters, Elsevier, vol. 71(2), pages 191-196, May.
    9. Jolliffe, Dean, 2004. "The impact of education in rural Ghana: examining household labor allocation and returns on and off the farm," Journal of Development Economics, Elsevier, vol. 73(1), pages 287-314, February.
    10. Daniel Pollmann & Thomas Dohmen & Franz Palm, 2020. "Dispersion estimation; Earnings risk; Censoring; Quantile regression; Occupational choice; Sorting; Risk preferences; SOEP; IABS," ECONtribute Discussion Papers Series 028, University of Bonn and University of Cologne, Germany.
    11. James B. McDonald & Hieu Nguyen, 2012. "Heteroskedasticity and Distributional Assumptions in the Censored Regression Model," BYU Macroeconomics and Computational Laboratory Working Paper Series 2012-09, Brigham Young University, Department of Economics, BYU Macroeconomics and Computational Laboratory.
    12. Falk, Martin, 2001. "Diffusion of information technology, internet use and the demand of heterogeneous labor," ZEW Discussion Papers 01-48, ZEW - Leibniz Centre for European Economic Research.
    13. José M. Labeaga & Xisco Oliver & Amedeo Spadaro, "undated". "Measuring Changes in Health Capital," Working Papers 2005-15, FEDEA.
    14. MacKinnon, James G, 1992. "Model Specification Tests and Artificial Regressions," Journal of Economic Literature, American Economic Association, vol. 30(1), pages 102-146, March.
    15. Anil Kumar, 2012. "Nonparametric estimation of the impact of taxes on female labor supply," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 27(3), pages 415-439, April.
    16. Spermann, Alexander & Strotmann, Harald, 2005. "The Targeted Negative Income Tax (TNIT) in Germany: Evidence from a Quasi Experiment," ZEW Discussion Papers 05-68, ZEW - Leibniz Centre for European Economic Research.
    17. Alejandro Cid & Daniel Ferres & Máximo Rossi, 2008. "Subjective Well-Being in the Southern Cone: Health, Income and Family," Documentos de Trabajo (working papers) 1308, Department of Economics - dECON.
    18. Golan, Amos & Judge, George & Perloff, Jeffrey, 1997. "Estimation and inference with censored and ordered multinomial response data," Journal of Econometrics, Elsevier, vol. 79(1), pages 23-51, July.
    19. Honore, Bo E. & Kyriazidou, Ekaterini & Udry, Christopher, 1997. "Estimation of Type 3 Tobit models using symmetric trimming and pairwise comparisons," Journal of Econometrics, Elsevier, vol. 76(1-2), pages 107-128.
    20. Martin Gaynor & Jian Li & William B. Vogt, 2006. "Is Drug Coverage a Free Lunch? Cross-Price Elasticities and the Design of Prescription Drug Benefits," NBER Working Papers 12758, National Bureau of Economic Research, Inc.

    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:bla:obuest:v:70:y:2008:i:4:p:559-582. 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: Wiley Content Delivery (email available below). General contact details of provider: https://edirc.repec.org/data/sfeixuk.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.