IDEAS home Printed from https://ideas.repec.org/a/jss/jstsof/v043i13.html
   My bibliography  Save this article

ipw: An R Package for Inverse Probability Weighting

Author

Listed:
  • van der Wal, Willem M.
  • Geskus, Ronald B.

Abstract

We describe the R package ipw for estimating inverse probability weights. We show how to use the package to fit marginal structural models through inverse probability weighting, to estimate causal effects. Our package can be used with data from a point treatment situation as well as with a time-varying exposure and time-varying confounders. It can be used with binomial, categorical, ordinal and continuous exposure variables.

Suggested Citation

  • van der Wal, Willem M. & Geskus, Ronald B., 2011. "ipw: An R Package for Inverse Probability Weighting," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 43(i13).
    • Handle: RePEc:jss:jstsof:v:043:i13
    DOI: http://hdl.handle.net/10.18637/jss.v043.i13
    as

    Download full text from publisher

    File URL: https://www.jstatsoft.org/index.php/jss/article/view/v043i13/v43i13.pdf
    Download Restriction: no
    File URL: https://www.jstatsoft.org/index.php/jss/article/downloadSuppFile/v043i13/ipw_1.0-10.tar.gz
    Download Restriction: no
    File URL: https://www.jstatsoft.org/index.php/jss/article/downloadSuppFile/v043i13/v43i13.R
    Download Restriction: no
    File URL: https://libkey.io/http://hdl.handle.net/10.18637/jss.v043.i13?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
    ---><---

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Albert Stuart Reece & Gary Kenneth Hulse, 2022. "Epidemiological Patterns of Cannabis- and Substance- Related Congenital Uronephrological Anomalies in Europe: Geospatiotemporal and Causal Inferential Study," IJERPH, MDPI, vol. 19(21), pages 1-61, October.
    2. Albert Stuart Reece & Gary Kenneth Hulse, 2022. "Cannabis- and Substance-Related Epidemiological Patterns of Chromosomal Congenital Anomalies in Europe: Geospatiotemporal and Causal Inferential Study," IJERPH, MDPI, vol. 19(18), pages 1-51, September.
    3. Albert Stuart Reece & Gary Kenneth Hulse, 2022. "Epidemiology of Δ8THC-Related Carcinogenesis in USA: A Panel Regression and Causal Inferential Study," IJERPH, MDPI, vol. 19(13), pages 1-27, June.
    4. Ahmad Alamer & Charles Palm & Abdulaziz S. Almulhim & Charisse Te & Merri L. Pendergrass & Maryam T. Fazel, 2020. "Impact of Non-Tailored One-Way Automated Short Messaging Service (OASMS) on Glycemic Control in Type 2 Diabetes: A Retrospective Feasibility Study," IJERPH, MDPI, vol. 17(20), pages 1-10, October.
    5. Meyer, Maximilian & Hulke, Carolin & Kamwi, Jonathan & Kolem, Hannah & Börner, Jan, 2022. "Spatially heterogeneous effects of collective action on environmental dependence in Namibia’s Zambezi region," World Development, Elsevier, vol. 159(C).
    6. Waverly Wei & Maya Petersen & Mark J van der Laan & Zeyu Zheng & Chong Wu & Jingshen Wang, 2023. "Efficient targeted learning of heterogeneous treatment effects for multiple subgroups," Biometrics, The International Biometric Society, vol. 79(3), pages 1934-1946, September.
    7. Albert Stuart Reece & Gary Kenneth Hulse, 2022. "Socioeconomic, Ethnocultural, Substance- and Cannabinoid-Related Epidemiology of Down Syndrome USA 1986–2016: Combined Geotemporospatial and Causal Inference Investigation," IJERPH, MDPI, vol. 19(20), pages 1-37, October.
    8. Andrea Ciccarelli & Elena Fabrizi & Eleonora Romano & Pietro Zoppoli, 2022. "Health, Well-Being and Work History Patterns: Insight on Territorial Differences," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 161(2), pages 629-647, June.
    9. Meyer, Maximilian & Hulke, Carolin & Kamwi, Jonathan & Kolem, Hannah & Börner, Jan, 2021. "Spatially heterogeneous effects of collective action on environmental dependence in the Kavango-Zambezi Transfrontier Conservation Area," 2021 Conference, August 17-31, 2021, Virtual 315018, International Association of Agricultural Economists.
    10. Albert Stuart Reece & Gary Kenneth Hulse, 2022. "European Epidemiological Patterns of Cannabis- and Substance-Related Congenital Neurological Anomalies: Geospatiotemporal and Causal Inferential Study," IJERPH, MDPI, vol. 20(1), pages 1-35, December.
    11. Stjepan Srhoj & Michal Lapinski & Janette Walde, 2021. "Impact evaluation of business development grants on SME performance," Small Business Economics, Springer, vol. 57(3), pages 1285-1301, October.
    12. Benedetta Pongiglione & Aleksandra Torbica, 2022. "How real can we get in generating real world evidence? Exploring the opportunities of routinely collected administrative data for evaluation of medical devices," Health Economics, John Wiley & Sons, Ltd., vol. 31(S1), pages 25-43, September.
    13. Bastien Bourrion & Cécile Souty & Lucie Fournier & Ana-Maria Vilcu & Thierry Blanchon & Pierre-Yves Böelle & Thomas Hanslik & Mathilde François, 2021. "Bisphosphonate Use and Hospitalization for Hip Fractures in Women: An Observational Population-Based Study in France," IJERPH, MDPI, vol. 18(16), pages 1-11, August.
    14. Maria Llistosella & Pere Castellvi & Andrea Miranda-Mendizabal & Silvia Recoder & Ester Calbo & Marc Casajuana-Closas & David Leiva & Rumen Manolov & Nuria Matilla-Santander & Carlos G. Forero, 2022. "Low Resilience Was a Risk Factor of Mental Health Problems during the COVID-19 Pandemic but Not in Individuals Exposed to COVID-19: A Cohort Study in Spanish Adult General Population," IJERPH, MDPI, vol. 19(22), pages 1-15, November.
    15. Albert Stuart Reece & Gary Kenneth Hulse, 2022. "European Epidemiological Patterns of Cannabis- and Substance-Related Body Wall Congenital Anomalies: Geospatiotemporal and Causal Inferential Study," IJERPH, MDPI, vol. 19(15), pages 1-38, July.
    16. Juraj Bodik, 2024. "Extreme Treatment Effect: Extrapolating Dose-Response Function into Extreme Treatment Domain," Mathematics, MDPI, vol. 12(10), pages 1-36, May.
    17. Kallus Nathan & Santacatterina Michele, 2021. "Optimal balancing of time-dependent confounders for marginal structural models," Journal of Causal Inference, De Gruyter, vol. 9(1), pages 345-369, January.
    18. Stjepan Srhoj & Michael Lapinski & Janette Walde, 2019. "Size matters? Impact evaluation of business development grants on SME performance," Working Papers 2019-14, Faculty of Economics and Statistics, Universität Innsbruck.
    19. Satyam Kumar & Yelleti Vivek & Vadlamani Ravi & Indranil Bose, 2023. "Causal Inference for Banking Finance and Insurance A Survey," Papers 2307.16427, arXiv.org.
    20. Javier Perez-Saez & María-Eugenia Zaballa & Julien Lamour & Sabine Yerly & Richard Dubos & Delphine S. Courvoisier & Jennifer Villers & Jean-François Balavoine & Didier Pittet & Omar Kherad & Nicolas , 2023. "Long term anti-SARS-CoV-2 antibody kinetics and correlate of protection against Omicron BA.1/BA.2 infection," Nature Communications, Nature, vol. 14(1), pages 1-9, December.
    21. Bartolucci, Francesco & Grilli, Leonardo & Pieroni, Luca, 2012. "Estimating dynamic causal effects with unobserved confounders: a latent class version of the inverse probability weighted estimator," MPRA Paper 43430, University Library of Munich, Germany.
    22. Albert Stuart Reece & Gary Kenneth Hulse, 2022. "State Trends of Cannabis Liberalization as a Causal Driver of Increasing Testicular Cancer Rates across the USA," IJERPH, MDPI, vol. 19(19), pages 1-37, October.
    23. Sebastian Daza & Alberto Palloni & Jerrett Jones, 2020. "The Consequences of Incarceration for Mortality in the United States," Demography, Springer;Population Association of America (PAA), vol. 57(2), pages 577-598, April.

    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:jss:jstsof:v:043:i13. 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.

    We have no bibliographic references for this item. You can help adding them by using 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 (email available below). General contact details of provider: http://www.jstatsoft.org/ .

    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.