IDEAS home Printed from https://ideas.repec.org/a/tsj/stataj/v3y2003i3p213-225.html
   My bibliography  Save this article

Odds ratios and logistic regression: further examples of their use and interpretation

Author

Listed:
  • Susan M. Hailpern

    (School of Public Health, New York Medical College)

  • Paul F. Visintainer

    (School of Public Health, New York Medical College)

Abstract

Logistic regression is perhaps the most widely used method for adjustment of confounding in epidemiologic studies. Its popularity is understandable. The method can simultaneously adjust for confounders measured on different scales; it provides estimates that are clinically interpretable; and its estimates are valid in a variety of study designs with few underlying assumptions. To those of us in practice settings, several aspects of applying and interpreting the model, however, can be confusing and counterintuitive. We attempt to clarify some of these points through several examples. We apply the method to a study of risk factors associated with periventricular leucomalacia and intraventricular hemorrhage in neonates. We relate the logit model to Cornfield's 2x2 table and discuss its application to both cohort and case-control study design. Interpretations of odds ratios, relative risk, and beta_0 from the logit model are presented. Copyright 2003 by StataCorp LP.

Suggested Citation

  • Susan M. Hailpern & Paul F. Visintainer, 2003. "Odds ratios and logistic regression: further examples of their use and interpretation," Stata Journal, StataCorp LP, vol. 3(3), pages 213-225, September.
  • Handle: RePEc:tsj:stataj:v:3:y:2003:i:3:p:213-225
    as

    Download full text from publisher

    File URL: http://www.stata-journal.com/sjpdf.html?articlenum=st0041
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. William Gould, 2000. "Interpreting logistic regression in all its forms," Stata Technical Bulletin, StataCorp LP, vol. 9(53).
    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. Champagne, Marie-Pier & Dubé, Jean, 2023. "The impact of transport infrastructure on firms’ location decision: A meta-analysis based on a systematic literature review," Transport Policy, Elsevier, vol. 131(C), pages 139-155.
    2. Seigner, Benedikt David Christian & McKenny, Aaron F. & Reetz, David K., 2024. "Old but gold? Examining the effect of age bias in reward-based crowdfunding," Journal of Business Venturing, Elsevier, vol. 39(3).
    3. Pongelli, Claudia & Majocchi, Antonio & Bauweraerts, Jonathan & Sciascia, Salvatore & Caroli, Matteo & Verbeke, Alain, 2023. "The impact of board of directors’ characteristics on the internationalization of family SMEs," Journal of World Business, Elsevier, vol. 58(2).
    4. Rahmtalla Yousif Yagoub & Hussein Yousif Eledum & Atif Ali Yassin, 2023. "Factors Affecting the Academic Tripping at University of Tabuk Using Logistic Regression," SAGE Open, , vol. 13(1), pages 21582440221, January.
    5. Błażej Prusak & Paweł Galiński, 2021. "Approval of an Arrangement in the Restructuring Proceedings and the Financial Condition of Companies Listed on the Stock Exchanges in Warsaw. Is There Any Relationship?," JRFM, MDPI, vol. 14(11), pages 1-16, November.
    6. Nabiddo, Winnie & Yawe, Bruno L. & Wasswa, Francis, 2022. "School Governance and Primary Education Learning Outcomes in Uganda," African Journal of Economic Review, African Journal of Economic Review, vol. 10(4), September.
    7. Wimhurst, Joshua J. & Greene, J. Scott & Koch, Jennifer, 2023. "Predicting commercial wind farm site suitability in the conterminous United States using a logistic regression model," Applied Energy, Elsevier, vol. 352(C).
    8. Oscar David Marcenaro-Gutierrez & Luis Alejandro Lopez-Agudo, 2021. "The back of the coin in resilience: on the characteristics of advantaged low-achieving students," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 38(1), pages 323-383, 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. Seán Lyons & Karen Mayor & Richard S.J. Tol, 2007. "Holiday Destinations: Understanding the Travel Choices of Irish," Papers WP210, Economic and Social Research Institute (ESRI).
    2. Castro Campos, Bente, 2013. "Human capital differences or labor market discrimination? The occupational outcomes of ethnic minorities in rural Guizhou (China)," Studies on the Agricultural and Food Sector in Transition Economies, Leibniz Institute of Agricultural Development in Transition Economies (IAMO), volume 73, number 73.
    3. Kiander, Jaakko & Venetoklis, Takis, 2004. "Spending Preferences of Public Sector Officials. Survey Evidence from the Finnish Central Government," Research Reports 114, VATT Institute for Economic Research.
    4. Agustín Alonso-Rodríguez, 2001. "Logistic regression and world income distribution," International Advances in Economic Research, Springer;International Atlantic Economic Society, vol. 7(2), pages 231-242, May.
    5. Sven Anders & Anke Mőser, 2010. "Consumer Choice and Health: The Importance of Health Attributes for Retail Meat Demand in Canada," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 58(2), pages 249-271, June.
    6. Conrad Murendo & Meike Wollni & Alan De Brauw & Nicholas Mugabi, 2018. "Social Network Effects on Mobile Money Adoption in Uganda," Journal of Development Studies, Taylor & Francis Journals, vol. 54(2), pages 327-342, February.

    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:tsj:stataj:v:3:y:2003:i:3:p:213-225. 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: Christopher F. Baum or Lisa Gilmore (email available below). General contact details of provider: http://www.stata-journal.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.