IDEAS home Printed from https://ideas.repec.org/a/tsj/stataj/v12y2012i3p353-367.html
   My bibliography  Save this article

Diagnostics for multiple imputation in Stata

Author

Listed:
  • Wesley Eddings

    (StataCorp)

  • Yulia Marchenko

    (StataCorp)

Abstract

Our new command midiagplots makes diagnostic plots for multiple imputations created by mi impute. The plots compare the distribution of the imputed values with that of the observed values so that problems with the imputation model can be corrected before the imputed data are analyzed. We include an example and suggest extensions to other diagnostics. Copyright 2012 by StataCorp LP.

Suggested Citation

  • Wesley Eddings & Yulia Marchenko, 2012. "Diagnostics for multiple imputation in Stata," Stata Journal, StataCorp LP, vol. 12(3), pages 353-367, September.
    • Handle: RePEc:tsj:stataj:v:12:y:2012:i:3:p:353-367
    Note: to access software from within Stata, net describe http://www.stata-journal.com/software/sj12-3/st0263/
    as

    Download full text from publisher

    File URL: http://www.stata-journal.com/article.html?article=st0263
    File Function: link to article purchase
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. John B. Carlin & Ning Li & Philip Greenwood & Carolyn Coffey, 2003. "Tools for analyzing multiple imputed datasets," Stata Journal, StataCorp LP, vol. 3(3), pages 226-244, September.
    2. Patrick Royston, 2004. "Multiple imputation of missing values," Stata Journal, StataCorp LP, vol. 4(3), pages 227-241, September.
    3. Kobi Abayomi & Andrew Gelman & Marc Levy, 2008. "Diagnostics for multivariate imputations," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 57(3), pages 273-291, June.
    4. John B. Carlin & John C. Galati & Patrick Royston, 2008. "A new framework for managing and analyzing multiply imputed data in Stata," Stata Journal, StataCorp LP, vol. 8(1), pages 49-67, February.
    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. Francesco Solfanelli & Emel Ozturk & Emilia Cubero Dudinskaya & Serena Mandolesi & Stefano Orsini & Monika Messmer & Simona Naspetti & Freya Schaefer & Eva Winter & Raffaele Zanoli, 2022. "Estimating Supply and Demand of Organic Seeds in Europe Using Survey Data and MI Techniques," Sustainability, MDPI, vol. 14(17), pages 1-23, August.
    2. Tim Jaekel, 2017. "Innovative Behavior and Prosocial Motivation of Russian Civil Servants," HSE Working papers WP BRP 09/PSP/2017, National Research University Higher School of Economics.
    3. Masa, Rainier & Khan, Zoheb & Chowa, Gina, 2020. "Youth food insecurity in Ghana and South Africa: Prevalence, socioeconomic correlates, and moderation effect of gender," Children and Youth Services Review, Elsevier, vol. 116(C).
    4. Samuel C. M. Faulconer & M. Rachél Hveem & Mikaela J. Dufur, 2022. "Gendered Associations between Single Parenthood and Child Behavior Problems in the United Kingdom," IJERPH, MDPI, vol. 19(24), pages 1-16, December.

    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 Bound & Michael F. Lovenheim & Sarah Turner, 2010. "Why Have College Completion Rates Declined? An Analysis of Changing Student Preparation and Collegiate Resources," American Economic Journal: Applied Economics, American Economic Association, vol. 2(3), pages 129-157, July.
    2. Jue Yang & Shunsuke Managi & Masayuki Sato, 2015. "The effect of institutional quality on national wealth: an examination using multiple imputation method," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 17(3), pages 431-453, July.
    3. Burns, Christopher & Prager, Daniel & Ghosh, Sujit & Goodwin, Barry, 2015. "Imputing for Missing Data in the ARMS Household Section: A Multivariate Imputation Approach," 2015 AAEA & WAEA Joint Annual Meeting, July 26-28, San Francisco, California 205291, Agricultural and Applied Economics Association.
    4. Yulia V. Marchenko & Jerome P. Reiter, 2009. "Improved degrees of freedom for multivariate significance tests obtained from multiply imputed, small-sample data," Stata Journal, StataCorp LP, vol. 9(3), pages 388-397, September.
    5. Patrick Royston, 2009. "Multiple imputation of missing values: Further update of ice, with an emphasis on categorical variables," Stata Journal, StataCorp LP, vol. 9(3), pages 466-477, September.
    6. John B. Carlin & John C. Galati & Patrick Royston, 2008. "A new framework for managing and analyzing multiply imputed data in Stata," Stata Journal, StataCorp LP, vol. 8(1), pages 49-67, February.
    7. Patrick Royston, 2005. "Multiple imputation of missing values: update," Stata Journal, StataCorp LP, vol. 5(2), pages 188-201, June.
    8. Stephen Vaisey, 2010. "What People Want: Rethinking Poverty, Culture, and Educational Attainment," The ANNALS of the American Academy of Political and Social Science, , vol. 629(1), pages 75-101, May.
    9. Gabriele Beissel Durrant, 2009. "Imputation Methods for Handling Item-Nonresponse in the Social Sciences: A Methodological Review," Working Papers id:2007, eSocialSciences.
    10. Harald Schoen, 2008. "Identity, Instrumental Self-Interest and Institutional Evaluations," European Union Politics, , vol. 9(1), pages 5-29, March.
    11. Julia S. Goldberg, 2011. "Identity Salience and Involvement among Resident and Nonresident Fathers," Working Papers 1323, Princeton University, School of Public and International Affairs, Center for Research on Child Wellbeing..
    12. Hilde Coffe & Catherine Bolzendahl, 2011. "Gender Gaps in Political Participation Across Sub-Saharan African Nations," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 102(2), pages 245-264, June.
    13. Ronald Mincy & Jennifer Hill & Marilyn Sinkewicz, 2009. "Marriage: Cause or mere indicator of future earnings growth?," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 28(3), pages 417-439.
    14. von Hinke Kessler Scholder S, 2009. "Genetic Markers as Instrumental Variables: An Application to Child Fat Mass and Academic Achievement," Health, Econometrics and Data Group (HEDG) Working Papers 09/25, HEDG, c/o Department of Economics, University of York.
    15. Natalia Krüger & Axel McCallum & Víctor Volman, 2020. "Segregación escolar por nivel socioeconómico: disparidades entre las provincias argentinas," Asociación Argentina de Economía Política: Working Papers 4362, Asociación Argentina de Economía Política.
    16. Anna K Stuck & Marie Méan & Andreas Limacher & Marc Righini & Kurt Jaeger & Hans-Jürg Beer & Joseph Osterwalder & Beat Frauchiger & Christian M Matter & Nils Kucher & Michael Egloff & Markus Aschwande, 2014. "The Adherence to Initial Processes of Care in Elderly Patients with Acute Venous Thromboembolism," PLOS ONE, Public Library of Science, vol. 9(7), pages 1-7, July.
    17. Ethan T. Hunt & Bridget Armstrong & Brie M. Turner-McGrievy & Michael W. Beets & Robert G. Weaver, 2021. "Differences by School Location in Summer and School Monthly Weight Change: Findings from a Nationally Representative Sample," IJERPH, MDPI, vol. 18(21), pages 1-12, November.
    18. repec:pri:crcwel:wp12-10-ff is not listed on IDEAS
    19. Shoham, David A. & Vupputuri, Suma & Kaufman, Jay S. & Kshirsagar, Abhijit V. & Diez Roux, Ana V. & Coresh, Josef & Heiss, Gerardo, 2008. "Kidney disease and the cumulative burden of life course socioeconomic conditions: The Atherosclerosis Risk in Communities (ARIC) Study," Social Science & Medicine, Elsevier, vol. 67(8), pages 1311-1320, October.
    20. Elizabeth Washbrook & Paul Gregg & Carol Propper, 2014. "A decomposition analysis of the relationship between parental income and multiple child outcomes," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 177(4), pages 757-782, October.
    21. Jennifer March Augustine, 2016. "Exploring New Life Course Patterns of Mother’s Continuing Secondary and College Education," Population Research and Policy Review, Springer;Southern Demographic Association (SDA), vol. 35(6), pages 727-755, December.

    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:12:y:2012:i:3:p:353-367. 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.