IDEAS home Printed from https://ideas.repec.org/a/plo/pmed00/0020267.html
   My bibliography  Save this article

Data Cleaning: Detecting, Diagnosing, and Editing Data Abnormalities

Author

Listed:
  • Jan Van den Broeck
  • Solveig Argeseanu Cunningham
  • Roger Eeckels
  • Kobus Herbst

Abstract

In this policy forum the authors argue that data cleaning is an essential part of the research process, and should be incorporated into study design.

Suggested Citation

  • Jan Van den Broeck & Solveig Argeseanu Cunningham & Roger Eeckels & Kobus Herbst, 2005. "Data Cleaning: Detecting, Diagnosing, and Editing Data Abnormalities," PLOS Medicine, Public Library of Science, vol. 2(10), pages 1-1, September.
    • Handle: RePEc:plo:pmed00:0020267
    DOI: 10.1371/journal.pmed.0020267
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosmedicine/article?id=10.1371/journal.pmed.0020267
    Download Restriction: no
    File URL: https://journals.plos.org/plosmedicine/article/file?id=10.1371/journal.pmed.0020267&type=printable
    Download Restriction: no
    File URL: https://libkey.io/10.1371/journal.pmed.0020267?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. James Steele & Matthew Wade & Robert J. Copeland & Stuart Stokes & Rachel Stokes & Steven Mann, 2021. "The National ReferAll Database: An Open Dataset of Exercise Referral Schemes Across the UK," IJERPH, MDPI, vol. 18(9), pages 1-17, April.
    2. Ziwen Sun & Ka Yan Lai & Simon Bell & Iain Scott & Xiaomeng Zhang, 2019. "Exploring the Associations of Walking Behavior with Neighborhood Environments by Different Life Stages: A Cross-Sectional Study in a Smaller Chinese City," IJERPH, MDPI, vol. 17(1), pages 1-16, December.
    3. Furqan Alam & Ahmed Almaghthawi & Iyad Katib & Aiiad Albeshri & Rashid Mehmood, 2021. "iResponse: An AI and IoT-Enabled Framework for Autonomous COVID-19 Pandemic Management," Sustainability, MDPI, vol. 13(7), pages 1-52, March.
    4. Prabhsimran Singh & Yogesh K. Dwivedi & Karanjeet Singh Kahlon & Ravinder Singh Sawhney & Ali Abdallah Alalwan & Nripendra P. Rana, 0. "Smart Monitoring and Controlling of Government Policies Using Social Media and Cloud Computing," Information Systems Frontiers, Springer, vol. 0, pages 1-23.
    5. Prabhsimran Singh & Yogesh K. Dwivedi & Karanjeet Singh Kahlon & Ravinder Singh Sawhney & Ali Abdallah Alalwan & Nripendra P. Rana, 2020. "Smart Monitoring and Controlling of Government Policies Using Social Media and Cloud Computing," Information Systems Frontiers, Springer, vol. 22(2), pages 315-337, April.
    6. Frank C Mng'ong'o & Joseph J Sambali & Eustachkius Sabas & Justine Rubanga & Jaka Magoma & Alex J Ntamatungiro & Elizabeth L Turner & Daniel Nyogea & Jeroen H J Ensink & Sarah J Moore, 2011. "Repellent Plants Provide Affordable Natural Screening to Prevent Mosquito House Entry in Tropical Rural Settings—Results from a Pilot Efficacy Study," PLOS ONE, Public Library of Science, vol. 6(10), pages 1-11, October.
    7. Lara Lusa & Marianne Huebner, 2021. "Organizing and Analyzing Data from the SHARE Study with an Application to Age and Sex Differences in Depressive Symptoms," IJERPH, MDPI, vol. 18(18), pages 1-20, September.
    8. Pasichnyi, Oleksii & Wallin, Jörgen & Levihn, Fabian & Shahrokni, Hossein & Kordas, Olga, 2019. "Energy performance certificates — New opportunities for data-enabled urban energy policy instruments?," Energy Policy, Elsevier, vol. 127(C), pages 486-499.
    9. Ziwen Sun & Iain Scott & Simon Bell & Xiaomeng Zhang & Lan Wang, 2021. "Time Distances to Residential Food Amenities and Daily Walking Duration: A Cross-Sectional Study in Two Low Tier Chinese Cities," IJERPH, MDPI, vol. 18(2), pages 1-15, January.
    10. Mariano Sana & Alexander A. Weinreb, 2008. "Insiders, Outsiders, and the Editing of Inconsistent Survey Data," Sociological Methods & Research, , vol. 36(4), pages 515-541, May.
    11. Charlotte S C Woolley & Ian G Handel & B Mark Bronsvoort & Jeffrey J Schoenebeck & Dylan N Clements, 2020. "Is it time to stop sweeping data cleaning under the carpet? A novel algorithm for outlier management in growth data," PLOS ONE, Public Library of Science, vol. 15(1), pages 1-21, January.
    12. Margherita E. Ghiselli & Idongesit Nta Wilson & Brian Kaplan & Ndadilnasiya Endie Waziri & Adamu Sule & Halimatu Bolatito Ayanleke & Faruk Namalam & Shehu Ahmad Tambuwal & Nuruddeen Aliyu & Umar Kadi , 2019. "Comparison of Micro-Census Results for Magarya Ward, Wurno Local Government Area of Sokoto State, Nigeria, with Other Sources of Denominator Data," Data, MDPI, vol. 4(1), pages 1-19, January.
    13. Barry Dewitt & Baruch Fischhoff & Alexander L. Davis & Stephen B. Broomell & Mark S. Roberts & Janel Hanmer, 2019. "Exclusion Criteria as Measurements I: Identifying Invalid Responses," Medical Decision Making, , vol. 39(6), pages 693-703, August.
    14. Balan Rathakrishnan & Soon Singh Bikar Singh & Azizi Yahaya, 2022. "Perceived Social Support, Coping Strategies and Psychological Distress among University Students during the COVID-19 Pandemic: An Exploration Study for Social Sustainability in Sabah, Malaysia," Sustainability, MDPI, vol. 14(6), pages 1-13, March.

    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:plo:pmed00:0020267. 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: plosmedicine (email available below). General contact details of provider: https://journals.plos.org/plosmedicine/ .

    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.