IDEAS home Printed from https://ideas.repec.org/a/jss/jstsof/v054i07.html
   My bibliography  Save this article

ebalance: A Stata Package for Entropy Balancing

Author

Listed:
  • Hainmueller, Jens
  • Xu, Yiqing

Abstract

The Stata package ebalance implements entropy balancing, a multivariate reweighting method described in Hainmueller (2012 ) that allows users to reweight a dataset such that the covariate distributions in the reweighted data satisfy a set of specified moment conditions. This can be useful to create balanced samples in observational studies with a binary treatment where the control group data can be reweighted to match the covariate moments in the treatment group. Entropy balancing can also be used to reweight a survey sample to known characteristics from a target population.

Suggested Citation

  • Hainmueller, Jens & Xu, Yiqing, 2013. "ebalance: A Stata Package for Entropy Balancing," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 54(i07).
    • Handle: RePEc:jss:jstsof:v:054:i07
    DOI: http://hdl.handle.net/10.18637/jss.v054.i07
    as

    Download full text from publisher

    File URL: https://www.jstatsoft.org/index.php/jss/article/view/v054i07/ebalance_A_Stata_Package_for_Entropy_Balancing.pdf
    Download Restriction: no
    File URL: https://www.jstatsoft.org/index.php/jss/article/downloadSuppFile/v054i07/ebalance.zip
    Download Restriction: no
    File URL: https://www.jstatsoft.org/index.php/jss/article/downloadSuppFile/v054i07/v54i07.do
    Download Restriction: no
    File URL: https://libkey.io/http://hdl.handle.net/10.18637/jss.v054.i07?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
    ---><---

    References listed on IDEAS

    as
    1. Alberto Abadie & David Drukker & Jane Leber Herr & Guido W. Imbens, 2004. "Implementing matching estimators for average treatment effects in Stata," Stata Journal, StataCorp LP, vol. 4(3), pages 290-311, September.
    2. Abadie, Alberto & Imbens, Guido W., 2011. "Bias-Corrected Matching Estimators for Average Treatment Effects," Journal of Business & Economic Statistics, American Statistical Association, vol. 29(1), pages 1-11.
    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. John A Maluccio & Tia Palermo & Suneetha Kadiyala & Rahul Rawat, 2015. "Improving Health-Related Quality of Life among People Living with HIV: Results from an Impact Evaluation of a Food Assistance Program in Uganda," PLOS ONE, Public Library of Science, vol. 10(8), pages 1-17, August.
    2. De los Santos, Babur & Kim, In Kyung & Lubensky, Dmitry, 2018. "Do MSRPs decrease prices?," International Journal of Industrial Organization, Elsevier, vol. 59(C), pages 429-457.
      • Babur De los Santos & In Kyung Kim & Dmitry Lubensky, 2013. "Do MSRPs Decrease Prices?," Working Papers 2013-13, Indiana University, Kelley School of Business, Department of Business Economics and Public Policy.
    3. Grau, Nicolas & Hojman, Daniel & Mizala, Alejandra, 2018. "School closure and educational attainment: Evidence from a market-based system," Economics of Education Review, Elsevier, vol. 65(C), pages 1-17.
    4. Ghadir Asadi & Mohammad H. Mostafavi-Dehzooei, 2022. "The Role of Learning in Adaptation to Technology: The Case of Groundwater Extraction," Sustainability, MDPI, vol. 14(12), pages 1-37, June.
    5. Jonathon Adams‐Kane & Julián A. Caballero & Jamus Jerome Lim, 2017. "Foreign Bank Behavior during Financial Crises," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 49(2-3), pages 351-392, March.
    6. Tymon Słoczyński, 2015. "The Oaxaca–Blinder Unexplained Component as a Treatment Effects Estimator," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 77(4), pages 588-604, August.
    7. Caballero, Julián, 2021. "Corporate dollar debt and depreciations: All’s well that ends well?," Journal of Banking & Finance, Elsevier, vol. 130(C).
    8. Petri Böckerman & Alex Bryson & Pekka Ilmakunnas, 2013. "Does high involvement management lead to higher pay?," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 176(4), pages 861-885, October.
    9. Karen Ruckman & Nilesh Saraf & Vallabh Sambamurthy, 2015. "Market Positioning by IT Service Vendors Through Imitation," Information Systems Research, INFORMS, vol. 26(1), pages 100-126, March.
    10. Ostapchuk, Igor & Gagalyuk, Taras & Curtiss, Jarmila, 2021. "Post-acquisition integration and growth of farms: the case of Ukrainian agroholdings," International Food and Agribusiness Management Review, International Food and Agribusiness Management Association, vol. 24(4), April.
    11. Balduzzi, Pierluigi & Brancati, Emanuele & Brianti, Marco & Schiantarelli, Fabio, 2024. "Credit constraints and firms’ decisions: Lessons from the COVID-19 outbreak," Journal of Monetary Economics, Elsevier, vol. 142(C).
    12. Nicolas R. Ziebarth & Martin Karlsson, 2014. "The Effects Of Expanding The Generosity Of The Statutory Sickness Insurance System," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 29(2), pages 208-230, March.
    13. Jeon, Jin Q. & Lee, Cheolwoo & Nasser, Tareque & Via, M. Tony, 2015. "Multiple lead underwriter IPOs and firm visibility," Journal of Corporate Finance, Elsevier, vol. 32(C), pages 128-149.
    14. Guido W. Imbens & Jeffrey M. Wooldridge, 2009. "Recent Developments in the Econometrics of Program Evaluation," Journal of Economic Literature, American Economic Association, vol. 47(1), pages 5-86, March.
    15. Graf, Nikolaus & Hofer, Helmut & Winter-Ebmer, Rudolf, 2011. "Labor supply effects of a subsidized old-age part-time scheme in Austria," Zeitschrift für ArbeitsmarktForschung - Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 44(3), pages 217-229.
    16. Abbott, Joshua K. & Klaiber, H. Allen, 2011. "The Value Of Water As An Urban Club Good: A Matching Approach To Hoa-Provided Lakes," 2011 Annual Meeting, July 24-26, 2011, Pittsburgh, Pennsylvania 103781, Agricultural and Applied Economics Association.
    17. Xiang Li & Xiaoqin Guo, 2023. "Can Policy Promote Agricultural Service Outsourcing? Quasi-Natural Experimental Evidence from China," Sustainability, MDPI, vol. 15(2), pages 1-18, January.
    18. Georg von Graevenitz, 2013. "Trade mark cluttering--evidence from EU enlargement," Oxford Economic Papers, Oxford University Press, vol. 65(3), pages 721-745, July.
    19. Sun, Shanxia & Delgado, Michael & Khanna, Neha, 2017. "Hybrid Vehicles and Household Driving Behavior: Implications for Miles Traveled and Gasoline Consumption," 2017 Annual Meeting, July 30-August 1, Chicago, Illinois 258502, Agricultural and Applied Economics Association.
    20. R. Chakraborti & G. Roberts, 2021. "Learning to Hoard: The Effects of Preexisting and Surprise Price-Gouging Regulation During the COVID-19 Pandemic," Journal of Consumer Policy, Springer, vol. 44(4), pages 507-529, December.

    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:054:i07. 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 (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.