IDEAS home Printed from https://ideas.repec.org/a/ags/aaeatr/303913.html
   My bibliography  Save this article

Gold in Them Tha-R Hills: A Review of R Packages for Exploratory Data Analysis

Author

Listed:
  • Minegishi, Kota
  • Mieno, Taro

Abstract

With an accelerated pace of data accumulation in the economy, there is a growing need for data literacy and practical skills to make use of data in the workforce. Applied economics programs have an important role to play in training students in those areas. Teaching tools of data exploration and visualization, also known as exploratory data analysis (EDA), would be a timely addition to existing curriculums. It would also present a new opportunity to engage students through hands-on exercises using real-world data in ways that differ from exercises in statistics. In this article, we review recent developments in the EDA toolkit for statistical computing freeware R, focusing on the tidy verse package. Our contributions are three-fold; we present this new generation of tools with a focus on its syntax structure; our examples show how one can use public data of the U.S. Census of Agriculture for data exploration; and we highlight the practical value of EDA in handling data, uncovering insights, and communicating key aspects of the data.

Suggested Citation

  • Minegishi, Kota & Mieno, Taro, 2020. "Gold in Them Tha-R Hills: A Review of R Packages for Exploratory Data Analysis," Applied Economics Teaching Resources (AETR), Agricultural and Applied Economics Association, vol. 2(3), July.
  • Handle: RePEc:ags:aaeatr:303913
    DOI: 10.22004/ag.econ.303913
    as

    Download full text from publisher

    File URL: https://ageconsearch.umn.edu/record/303913/files/AETR_2020_01Proof1_v5.pdf
    Download Restriction: no

    File URL: https://libkey.io/10.22004/ag.econ.303913?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. Katherine Curtis White, 2008. "Population change and farm dependence: Temporal and spatial variation in the U.S. great plains, 1900–2000," Demography, Springer;Population Association of America (PAA), vol. 45(2), pages 363-386, May.
    2. O'Donoghue, Erik J. & Hoppe, Robert A. & Banker, David E. & Korb, Penni, 2009. "Exploring Alternative Farm Definitions: Implications for Agricultural Statistics and Program Eligibility," Economic Information Bulletin 291954, United States Department of Agriculture, Economic Research Service.
    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. Bryan A. Stuart & Evan J. Taylor, 2021. "Migration Networks and Location Decisions: Evidence from US Mass Migration," American Economic Journal: Applied Economics, American Economic Association, vol. 13(3), pages 134-175, July.
    2. Luca Sartore & Kelly Toppin & Linda Young & Clifford Spiegelman, 2019. "Developing Integer Calibration Weights for Census of Agriculture," Journal of Agricultural, Biological and Environmental Statistics, Springer;The International Biometric Society;American Statistical Association, vol. 24(1), pages 26-48, March.
    3. Stefan Bauernschuster & Michael Grimm & Cathy M. Hajo, 2023. "The Impact of Margaret Sanger’s Birth Control Clinics on Early 20th Century U.S. Fertility and Mortality," CESifo Working Paper Series 10421, CESifo.
    4. White, T. Kirk & Hoppe, Robert A., 2012. "Changing Farm Structure and the Distribution of Farm Payments and Federal Crop Insurance," Economic Information Bulletin 120309, United States Department of Agriculture, Economic Research Service.
    5. MacDonald, James M., 2011. "Why Are Farms Getting Larger? The Case Of The U.S," 51st Annual Conference, Halle, Germany, September 28-30, 2011 115361, German Association of Agricultural Economists (GEWISOLA).
    6. Hoppe, Robert & Korb, Penni, 2013. "Characteristics of Women Farm Operators and Their Farms," Economic Information Bulletin 148543, United States Department of Agriculture, Economic Research Service.
    7. Li Zhang, 2013. "Urbanization, farm dependence and population change in China1," Chapters, in: Gary Paul Green (ed.), Handbook of Rural Development, chapter 15, pages i-ii, Edward Elgar Publishing.
    8. Shaun A. Golding & Katherine J. Curtis, 2013. "Migration and rural development: resettlement, remittances and amenities," Chapters, in: Gary Paul Green (ed.), Handbook of Rural Development, chapter 6, pages i-ii, Edward Elgar Publishing.
    9. Kenneth Poon & Alfons Weersink, 2011. "Factors affecting variability in farm and off‐farm income," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 71(3), pages 379-397, November.
    10. MacDonald, James M. & Hoppe, Robert A. & Newton, Doris, 2018. "Three Decades of Consolidation in U.S. Agriculture," Economic Information Bulletin 276247, United States Department of Agriculture, Economic Research Service.
    11. Hoppe, Robert A., 2014. "Structure and Finances of U.S. Farms: Family Farm Report, 2014 Edition," Economic Information Bulletin 262118, United States Department of Agriculture, Economic Research Service.
    12. Yong Chen & Lena Etuk & Bruce Weber, 2013. "Are small communities at risk of population loss?," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 51(2), pages 343-353, October.
    13. Corey Sparks, 2009. "An application of the variable-r method to subpopulation growth rates in a 19th century agricultural population," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 21(2), pages 23-64.

    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:ags:aaeatr:303913. 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: AgEcon Search (email available below). General contact details of provider: https://edirc.repec.org/data/aaeaaea.html .

    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.