IDEAS home Printed from https://ideas.repec.org/a/spr/qualqt/v49y2015i5p1823-1834.html

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

    for a different version of it.

    References listed on IDEAS

    as
    1. Amemiya, Takeshi, 1981. "Qualitative Response Models: A Survey," Journal of Economic Literature, American Economic Association, vol. 19(4), pages 1483-1536, December.
    2. 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.
    3. Christopher Baum & Yingying Dong & Arthur Lewbel & Tao Yang, 2012. "Binary choice models with endogenous regressors," SAN12 Stata Conference 9, Stata Users Group.
    4. Greene, William, 2010. "Testing hypotheses about interaction terms in nonlinear models," Economics Letters, Elsevier, vol. 107(2), pages 291-296, May.
    5. 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.
    6. 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.
    7. Ai, Chunrong & Norton, Edward C., 2003. "Interaction terms in logit and probit models," Economics Letters, Elsevier, vol. 80(1), pages 123-129, July.
    8. Richard Breen & Anders Holm & Kristian Bernt Karlson, 2014. "Correlations and Nonlinear Probability Models," Sociological Methods & Research, , vol. 43(4), pages 571-605, November.
    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. 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.
    3. 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.

    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. 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.
    2. 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.
    3. David Mmopelwa & Oliver Morrissey & Trudy Owens, 2021. "HIV/AIDS and sexual behaviour in Botswana," Discussion Papers 2021-03, University of Nottingham, CREDIT.
    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. Nguimkeu, Pierre & Denteh, Augustine & Tchernis, Rusty, 2019. "On the estimation of treatment effects with endogenous misreporting," Journal of Econometrics, Elsevier, vol. 208(2), pages 487-506.
    6. Thierry Kalisa & Mary Riddel & W. Douglass Shaw, 2016. "Willingness to pay to avoid arsenic-related risks: a special regressor approach," Journal of Environmental Economics and Policy, Taylor & Francis Journals, vol. 5(2), pages 143-162, July.
    7. Augusto Mendoza Calderón, 2017. "El Efecto del Empleo sobre la Violencia Doméstica: Evidencia para las Mujeres Peruanas," Working Papers 99, Peruvian Economic Association.
    8. Gu, Jiaying & Russell, Thomas M., 2023. "Partial identification in nonseparable binary response models with endogenous regressors," Journal of Econometrics, Elsevier, vol. 235(2), pages 528-562.
    9. Fatma Nur Karaman Kabadurmus, 2021. "Innovation Challenges in South Asia: Evidence from Bangladesh, Pakistan and India," Journal of South Asian Development, , vol. 16(1), pages 100-129, April.
    10. Seungho Choi & Gerry McNamara, 2018. "Repeating a familiar pattern in a new way: The effect of exploitation and exploration on knowledge leverage behaviors in technology acquisitions," Strategic Management Journal, Wiley Blackwell, vol. 39(2), pages 356-378, February.
    11. Zhang, Yuejia & Mayes, David Geoffrey, 2018. "The performance of governmental venture capital firms: A life cycle perspective and evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 48(C), pages 162-185.
    12. Pignatel, Isabelle & Tchakoute Tchuigoua, Hubert, 2020. "Microfinance institutions and International Financial Reporting Standards: An exploratory analysis," Research in International Business and Finance, Elsevier, vol. 54(C).
    13. Andrew J. Epstein & Jonathan D. Ketcham, 2014. "Information technology and agency in physicians' prescribing decisions," RAND Journal of Economics, RAND Corporation, vol. 45(2), pages 422-448, June.
    14. Eschelbach, Martina & Schmidt, Tobias, 2013. "Precautionary motives in short-term cash management: Evidence from German POS transactions," Discussion Papers 38/2013, Deutsche Bundesbank.
    15. Yusuf Sofiyandi1, 2018. "The Effect of Residential Location and Housing Unit Characteristics on Labor Force Participation of Childbearing Women in Indonesia: Using Twin Births As A Quasi-Natural Experiment," LPEM FEBUI Working Papers 201822, LPEM, Faculty of Economics and Business, University of Indonesia, revised Jul 2018.
    16. 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.
    17. Whelan, Adele & McGuinness, Seamus, 2017. "Does a satisfied student make a satisfied worker?," Papers WP561, Economic and Social Research Institute (ESRI).
    18. 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.
    19. Coupe, Tom & Obrizan, Maksym, 2016. "The impact of war on happiness: The case of Ukraine," Journal of Economic Behavior & Organization, Elsevier, vol. 132(PA), pages 228-242.
    20. 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.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    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: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.