{"id":1009,"date":"2016-03-15T17:42:50","date_gmt":"2016-03-15T17:42:50","guid":{"rendered":"http:\/\/endlesshybrids.com\/?p=1009"},"modified":"2016-05-13T13:39:52","modified_gmt":"2016-05-13T13:39:52","slug":"readings-data-and-statistical-services-for-a-liberal-arts-college","status":"publish","type":"post","link":"https:\/\/endlesshybrids.com\/data-science\/readings-data-and-statistical-services-for-a-liberal-arts-college\/","title":{"rendered":"Readings on data and statistical services for a liberal arts college"},"content":{"rendered":"

I’m beginning to do some scenario planning on what will data and statistical services offered by the library look like in 10-15 years. As part of that activity I’m compiling a list of articles, websites,\u00a0&\u00a0presentations that will help inform that perspective.<\/p>\n

Many of these come from the article Teaching the next generation of statistics students to ‘think with data’: special issue on statistics and the undergraduate curriculum<\/a><\/em> by Nicholas Horton and Johanna Hardin. That article has a nice section of key articles on statistics in the undergraduate curriculum, from which I’ve made some selections below.<\/p>\n

Setting the stage for data science: integration of data management skills in introductory and second courses in statistics<\/a>. Horton, Baumer, Wickham. 2015. (pdf)<\/p>\n

Identifies 5 key elements that deserve greater emphasis in the undergrad curriculum:<\/p>\n

    \n
  1. “Thinking creatively, but constructively, about data”…data cleaning, data storage<\/li>\n
  2. working with data sets of varying sizes and understanding scalability issues…querying databases<\/li>\n
  3. command-line skills. The authors mention R, Python. I also would include Unix. The command-driven environment “provide freedom from the un-reproducible point-and-click application paradigm”.<\/li>\n
  4. “Experience wrestling with large, messy, complex, challenging data sets…these data are more similar to what analysts actually see in the wild.”<\/li>\n
  5. “An ethos of reproducibility”<\/li>\n<\/ol>\n

    The article goes onto illustrate examples of utilizing these 5 elements in coursework.<\/p>\n

     <\/p>\n

    Tidy Data<\/a> – slides of presentation by Wickham<\/p>\n

    Data acquisition and preprocessing in studies on humans: what is not taught in statistics classes?<\/a><\/p>\n

    Statistics and Science: A Report of the London Workshop on the Future of the Statistical Sciences<\/a> 2014 (pdf)<\/p>\n

    Humanities Data in R<\/a><\/p>\n

    Implications of the Data Revolution for Statistics Education<\/a>\u00a0(pdf) 2015 calls for more emphasis on big data, data visualization, and developing an “aesthetic for data handling and modeling based on solving practical problems”.<\/p>\n

    A data science course for undergraduates: thinking with data<\/a> (pdf)<\/p>\n

    A cognitive interpretation of data analysis<\/a><\/p>\n

    Teaching and learning data visualization: ideas and assignments<\/a> (pdf) 2015<\/p>\n

    Meeting Student Needs for Multivariate Data Analysis: A Case Study in Teaching a Multivariate Data Analysis Course with No Pre-requisites<\/a> Amy Wagaman, Amherst College<\/p>\n

    Curriculum Guidelines for Undergraduate Programs in Statistical Science<\/a><\/p>\n

     <\/p>\n","protected":false},"excerpt":{"rendered":"

    I’m beginning to do some scenario planning on what will data and statistical services offered by the library look like in 10-15 years. As part of that activity I’m compiling a list of articles, websites,\u00a0&\u00a0presentations that will help inform that perspective. Many of these come from the article Teaching the next generation of statistics students […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[35],"tags":[],"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/endlesshybrids.com\/wp-json\/wp\/v2\/posts\/1009"}],"collection":[{"href":"https:\/\/endlesshybrids.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/endlesshybrids.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/endlesshybrids.com\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/endlesshybrids.com\/wp-json\/wp\/v2\/comments?post=1009"}],"version-history":[{"count":11,"href":"https:\/\/endlesshybrids.com\/wp-json\/wp\/v2\/posts\/1009\/revisions"}],"predecessor-version":[{"id":1021,"href":"https:\/\/endlesshybrids.com\/wp-json\/wp\/v2\/posts\/1009\/revisions\/1021"}],"wp:attachment":[{"href":"https:\/\/endlesshybrids.com\/wp-json\/wp\/v2\/media?parent=1009"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/endlesshybrids.com\/wp-json\/wp\/v2\/categories?post=1009"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/endlesshybrids.com\/wp-json\/wp\/v2\/tags?post=1009"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}