IDEAS home Printed from https://ideas.repec.org/a/tsj/stataj/v11y2011i4p605-619.html
   My bibliography  Save this article

Causal mediation analysis

Author

Listed:
  • Raymond Hicks

    (Princeton University)

  • Dustin Tingley

    (Harvard University)

Abstract

Estimating the mechanisms that connect explanatory variables with the explained variable, also known as "mediation analysis," is central to a variety of social-science fields, especially psychology, and increasingly to fields like epidemiology. Recent work on the statistical methodology behind mediation analysis points to limitations in earlier methods. We implement in Stata computational approaches based on recent developments in the statistical methodology of mediation analysis. In particular, we provide functions for the correct calculation of causal mediation effects using several different types of parametric models, as well as the calculation of sensitivity analyses for violations to the key identifying assumption required for interpreting mediation results causally.

Suggested Citation

  • Raymond Hicks & Dustin Tingley, 2011. "Causal mediation analysis," Stata Journal, StataCorp LP, vol. 11(4), pages 605-619, December.
  • Handle: RePEc:tsj:stataj:v:11:y:2011:i:4:p:605-619
    Note: to access software from within Stata, net describe http://www.stata-journal.com/software/sj11-4/st0243/
    as

    Download full text from publisher

    File URL: http://www.stata-journal.com/article.html?article=st0243
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Ulrich Kohler & Kristian Bernt Karlson & Anders Holm, 2011. "Comparing coefficients of nested nonlinear probability models," Stata Journal, StataCorp LP, vol. 11(3), pages 420-438, September.
    2. Maarten L. Buis, 2010. "Direct and indirect effects in a logit model," Stata Journal, StataCorp LP, vol. 10(1), pages 11-29, March.
    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. Mussida, Chiara & Sciulli, Dario, 2022. "Parental background and the use of dirty fuels at home: An exploratory study of Bangladesh," Energy Policy, Elsevier, vol. 163(C).
    2. Stefanie Sperlich & Frauke-Marie Adler & Johannes Beller & Batoul Safieddine & Juliane Tetzlaff & Fabian Tetzlaff & Siegfried Geyer, 2022. "Getting Better or Getting Worse? A Population-Based Study on Trends in Self-Rated Health among Single Mothers in Germany between 1994 and 2018," IJERPH, MDPI, vol. 19(5), pages 1-13, February.
    3. Osborne, Cynthia & Huffman, Jennifer & Caldera, Selena & Lipton Galbraith, Anna, 2020. "The influence of field-based training on caseworker turnover," Children and Youth Services Review, Elsevier, vol. 108(C).
    4. Xuezhen Xu & Fang Wang & Tao Xu & Sufyan Ullah Khan, 2023. "How Does Capital Endowment Impact Farmers’ Green Production Behavior? Perspectives on Ecological Cognition and Environmental Regulation," Land, MDPI, vol. 12(8), pages 1-27, August.
    5. Karoline Gomes-Franco & Mario Rivera-Izquierdo & Luis Miguel Martín-delosReyes & Eladio Jiménez-Mejías & Virginia Martínez-Ruiz, 2020. "Explaining the Association between Driver’s Age and the Risk of Causing a Road Crash through Mediation Analysis," IJERPH, MDPI, vol. 17(23), pages 1-12, December.
    6. Samuel H. Fishman & S. Philip Morgan & Robert A. Hummer, 2018. "Smoking and Variation in the Hispanic Paradox: A Comparison of Low Birthweight Across 33 US States," Population Research and Policy Review, Springer;Southern Demographic Association (SDA), vol. 37(5), pages 795-824, October.
    7. Zajacova, Anna & Montez, Jennifer Karas, 2018. "Explaining the increasing disability prevalence among mid-life US adults, 2002 to 2016," Social Science & Medicine, Elsevier, vol. 211(C), pages 1-8.
    8. repec:cup:judgdm:v:11:y:2016:i:5:p:416-423 is not listed on IDEAS
    9. Myrskylä, Mikko & Elo, Irma T. & Kohler, Iliana V. & Martikainen, Pekka, 2014. "The association between advanced maternal and paternal ages and increased adult mortality is explained by early parental loss," Social Science & Medicine, Elsevier, vol. 119(C), pages 215-223.
    10. Watson, Barry & Kong, Nancy & Phipps, Shelley, 2022. "Dreaming of a Brighter Future? The Impact of Economic Vulnerability on University Aspirations," IZA Discussion Papers 15539, Institute of Labor Economics (IZA).
    11. Li, Fanlue & He, Ke & Wang, Yuejie & Zhang, Junbiao, 2021. "Does Indoor Air Pollution from Solid Fuels Influence the Mental Health of Rural Residents? Evidence from China," 2021 Conference, August 17-31, 2021, Virtual 315024, International Association of Agricultural Economists.
    12. repec:zbw:bofitp:2020_018 is not listed on IDEAS
    13. Han, Yang & Wei, Jianwen & Zhao, Yandong, 2021. "Long-term effects of housing damage on survivors’ health in rural China: Evidence from a survey 10 Years after the 2008 Wenchuan earthquake," Social Science & Medicine, Elsevier, vol. 270(C).
    14. Kóczán, Zs., 2024. "Lasting scars: The long-term effects of school closures on earnings," World Development, Elsevier, vol. 176(C).
    15. Büchner, C.I.R. & van der Velden, R.K.W. & Wolbers, M.H.J., 2013. "Social background's effect on educational attainment: does method matter?," Research Memorandum 005, Maastricht University, Graduate School of Business and Economics (GSBE).
    16. Sinha, Aakanksha & McRoy, Ruth G. & Berkman, Barbara & Sutherland, Melissa, 2017. "Drivers of change: Examining the effects of gender equality on child nutrition," Children and Youth Services Review, Elsevier, vol. 76(C), pages 203-212.
    17. Stephanie M. Koning, 2024. "Protracted Chains of Violence: How Chronic Conflict and Displacement Structure Intimate Partner Violence at the Thailand-Myanmar Border," Population Research and Policy Review, Springer;Southern Demographic Association (SDA), vol. 43(2), pages 1-29, April.
    18. Yang, Shuai & Wang, Yan & Lu, Yuan & Zhang, Hanhan & Wang, Feng & Liu, Zhijun, 2023. "Long-term effects of the left-behind experience on health and its mechanisms: Empirical evidence from China," Social Science & Medicine, Elsevier, vol. 338(C).
    19. Thorsten Kneip & Gerrit Bauer & Steffen Reinhold, 2014. "Direct and Indirect Effects of Unilateral Divorce Law on Marital Stability," Demography, Springer;Population Association of America (PAA), vol. 51(6), pages 2103-2126, December.
    20. Marja Eliisa Holm & Päivi Sainio & Jaana Suvisaari & Katri Sääksjärvi & Tuija Jääskeläinen & Suvi Parikka & Seppo Koskinen, 2022. "Differences in Unfavorable Lifestyle Changes during the COVID-19 Pandemic between People with and without Disabilities in Finland: Psychological Distress as a Mediator," IJERPH, MDPI, vol. 19(12), pages 1-15, June.
    21. Natalie Nitsche & Sarah R. Hayford, 2020. "Preferences, Partners, and Parenthood: Linking Early Fertility Desires, Marriage Timing, and Achieved Fertility," Demography, Springer;Population Association of America (PAA), vol. 57(6), pages 1975-2001, December.
    22. Vinnerljung, Bo & Brännström, Lars & Hjern, Anders, 2015. "Disability pension among adult former child welfare clients: A Swedish national cohort study," Children and Youth Services Review, Elsevier, vol. 56(C), pages 169-176.

    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:11:y:2011:i:4:p:605-619. 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.