IDEAS home Printed from https://ideas.repec.org/a/spr/qualqt/v49y2015i5p1823-1834.html
   My bibliography  Save this article

Comparing linear probability model coefficients across groups

Author

Listed:
  • Anders Holm
  • Mette Ejrnæs
  • Kristian Karlson

Abstract

This article offers a formal identification analysis of the problem in comparing coefficients from linear probability models (LPM) between groups. We show that differences in coefficients from these models can result not only from genuine differences in effects, but also from differences in one or more of the following three components: outcome truncation, scale parameters and distributional shape of the predictor variable. These results point to limitations in using LPM coefficients for group comparisons. We also provide Monte Carlo simulations and real examples to illustrate these limitations, and we suggest a restricted approach to using LPM coefficients in-group comparisons. Copyright Springer Science+Business Media Dordrecht 2015

Suggested Citation

  • Anders Holm & Mette Ejrnæs & Kristian Karlson, 2015. "Comparing linear probability model coefficients across groups," Quality & Quantity: International Journal of Methodology, Springer, vol. 49(5), pages 1823-1834, September.
    • Handle: RePEc:spr:qualqt:v:49:y:2015:i:5:p:1823-1834
    DOI: 10.1007/s11135-014-0057-0
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1007/s11135-014-0057-0
    Download Restriction: Access to full text is restricted to subscribers.
    File URL: https://libkey.io/10.1007/s11135-014-0057-0?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
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Arthur Lewbel & Yingying Dong & Thomas Tao Yang, 2012. "Comparing features of convenient estimators for binary choice models with endogenous regressors," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 45(3), pages 809-829, August.
    2. Christopher Baum & Yingying Dong & Arthur Lewbel & Tao Yang, 2012. "Binary choice models with endogenous regressors," SAN12 Stata Conference 9, Stata Users Group.
    3. Edward C. Norton & Hua Wang & Chunrong Ai, 2004. "Computing interaction effects and standard errors in logit and probit models," Stata Journal, StataCorp LLC, vol. 4(2), pages 154-167, June.
    4. Amemiya, Takeshi, 1981. "Qualitative Response Models: A Survey," Journal of Economic Literature, American Economic Association, vol. 19(4), pages 1483-1536, December.
    5. Ai, Chunrong & Norton, Edward C., 2003. "Interaction terms in logit and probit models," Economics Letters, Elsevier, vol. 80(1), pages 123-129, July.
    6. Richard Breen & Anders Holm & Kristian Bernt Karlson, 2014. "Correlations and Nonlinear Probability Models," Sociological Methods & Research, , vol. 43(4), pages 571-605, November.
    7. Greene, William, 2010. "Testing hypotheses about interaction terms in nonlinear models," Economics Letters, Elsevier, vol. 107(2), pages 291-296, May.
    8. Arthur Lewbel & Yingying Dong & Thomas Tao Yang, 2012. "Viewpoint: Comparing features of convenient estimators for binary choice models with endogenous regressors," Canadian Journal of Economics, Canadian Economics Association, vol. 45(3), pages 809-829, August.
    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. Karlson, Kristian Bernt & Ben Jann, 2023. "Marginal Odds Ratios: What They Are, How to Compute Them, and Why Sociologists Might Want to Use Them," University of Bern Social Sciences Working Papers 45, University of Bern, Department of Social Sciences.
    2. Walied Keshk & Hung‐Yuan (Richard) Lu & Vivek Mande, 2020. "How have US banks adopted the Financial Accounting Standards Board's Level 3 fair value disclosure rules?," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 60(S1), pages 693-727, April.
    3. Brännström, Lars & Karlsson, Henrik & Vinnerljung, Bo & Hjern, Anders, 2018. "Childhood risk factors for disability pension among adult former Swedish child welfare clients: Same or different as for majority population peers?," Children and Youth Services Review, Elsevier, vol. 84(C), pages 94-102.

    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. Alla Koblyakova & Larisa Fleishman & Orly Furman, 2022. "Accuracy of Households’ Dwelling Valuations, Housing Demand and Mortgage Decisions: Israeli Case," The Journal of Real Estate Finance and Economics, Springer, vol. 65(1), pages 48-74, July.
    2. David Mmopelwa & Oliver Morrissey & Trudy Owens, 2021. "HIV/AIDS and sexual behaviour in Botswana," Discussion Papers 2021-03, University of Nottingham, CREDIT.
    3. Sylwia Bialek & Alfons J. Weichenrieder, 2021. "Do Stringent Environmental Policies Deter FDI? M&A versus Greenfield," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 80(3), pages 603-636, November.
    4. Grilli, Luca & Murtinu, Samuele, 2018. "Selective subsidies, entrepreneurial founders' human capital, and access to R&D alliances," Research Policy, Elsevier, vol. 47(10), pages 1945-1963.
    5. Augusto Mendoza Calderón, 2017. "El Efecto del Empleo sobre la Violencia Doméstica: Evidencia para las Mujeres Peruanas," Working Papers 99, Peruvian Economic Association.
    6. Jarke-Neuert, Johannes & Perino, Grischa & Schwickert, Henrike, 2021. "Free-Riding for Future: Field Experimental Evidence of Strategic Substitutability in Climate Protest," SocArXiv sh6dm, Center for Open Science.
    7. Joseph J. French & Juxin Yan & Yukihiro Yasuda, 2019. "Relationships Matter: the Impact of Bank-Firm Relationships on Mergers and Acquisitions in Japan," Journal of Financial Services Research, Springer;Western Finance Association, vol. 56(3), pages 259-305, December.
    8. Yingying Dong & Arthur Lewbel, 2015. "A Simple Estimator for Binary Choice Models with Endogenous Regressors," Econometric Reviews, Taylor & Francis Journals, vol. 34(1-2), pages 82-105, February.
    9. Manuel Denzer, 2019. "Estimating Causal Effects in Binary Response Models with Binary Endogenous Explanatory Variables - A Comparison of Possible Estimators," Working Papers 1916, Gutenberg School of Management and Economics, Johannes Gutenberg-Universität Mainz.
    10. Sucharita Ghosh & Emanuele Grassi, 2020. "Overeducation and overskilling in the early careers of PhD graduates: Does international migration reduce labour market mismatch?," Papers in Regional Science, Wiley Blackwell, vol. 99(4), pages 915-944, August.
    11. Boerner, Lars & Rubin, Jared & Severgnini, Battista, 2021. "A time to print, a time to reform," European Economic Review, Elsevier, vol. 138(C).
    12. Jeffrey Smith & Arthur Sweetman, 2016. "Viewpoint: Estimating the causal effects of policies and programs," Canadian Journal of Economics, Canadian Economics Association, vol. 49(3), pages 871-905, August.
    13. Lewbel, Arthur, 2018. "Identification and estimation using heteroscedasticity without instruments: The binary endogenous regressor case," Economics Letters, Elsevier, vol. 165(C), pages 10-12.
    14. Grainger, Daniel & Watkin-Lui, Felecia & Cheer, Karen, 2021. "The value of informed agency for Torres Strait climate change," Ecological Economics, Elsevier, vol. 180(C).
    15. Mylonidis, Nikolaos & Chletsos, Michael & Barbagianni, Vanessa, 2019. "Financial exclusion in the USA: Looking beyond demographics," Journal of Financial Stability, Elsevier, vol. 40(C), pages 144-158.
    16. Daniela Bragoli & Flavia Cortelezzi & Massimiliano Rigon, 2023. "Firms' innovation and university cooperation. New evidence from a survey of Italian firms," Temi di discussione (Economic working papers) 1400, Bank of Italy, Economic Research and International Relations Area.
    17. Donna L. Feir, 2016. "The long-term effects of forcible assimilation policy: The case of Indian boarding schools," Canadian Journal of Economics, Canadian Economics Association, vol. 49(2), pages 433-480, May.
    18. Xiaoping He & David Reiner, 2018. "Consumer Engagement in Energy Markets: The Role of Information and Knowledge," Working Papers EPRG 1835, Energy Policy Research Group, Cambridge Judge Business School, University of Cambridge.
    19. Sanoran, Kanyarat (Lek), 2018. "Auditors’ going concern reporting accuracy during and after the global financial crisis," Journal of Contemporary Accounting and Economics, Elsevier, vol. 14(2), pages 164-178.
    20. Alexander Ahammer & G. Thomas Horvath & Rudolf Winter-Ebmer, 2017. "The effect of income on mortality—new evidence for the absence of a causal link," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 180(3), pages 793-816, 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:spr:qualqt:v:49:y:2015:i:5:p:1823-1834. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.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.