{"id":898,"date":"2020-02-13T20:30:55","date_gmt":"2020-02-14T01:30:55","guid":{"rendered":"https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/?p=898"},"modified":"2020-02-13T20:30:55","modified_gmt":"2020-02-14T01:30:55","slug":"information-literacy-in-vosviewer","status":"publish","type":"post","link":"https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/information-literacy-in-vosviewer\/","title":{"rendered":"Information Literacy in VosViewer"},"content":{"rendered":"<p>For this exercise I chose the topic &#8220;information literacy&#8221; which had over 3,000 hits in Web of Science.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-899\" src=\"https:\/\/vmw-prod-04.haa.pitt.edu\/sites\/wp-content\/uploads\/sites\/13\/2020\/02\/informationliterady.jpg\" alt=\"\" width=\"1471\" height=\"853\" srcset=\"https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-content\/uploads\/sites\/3\/2020\/02\/informationliterady.jpg 1471w, https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-content\/uploads\/sites\/3\/2020\/02\/informationliterady-300x174.jpg 300w, https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-content\/uploads\/sites\/3\/2020\/02\/informationliterady-1024x594.jpg 1024w, https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-content\/uploads\/sites\/3\/2020\/02\/informationliterady-768x445.jpg 768w\" sizes=\"auto, (max-width: 1471px) 100vw, 1471px\" \/>I was expecting there to be quite a few hits for this, so was pleased by the number. Looking through the list, the results were varied in terms of related topics and disciplines.<\/p>\n<p>Importing things into VosViewer wasn&#8217;t too bad with the tutorial&#8217;s help. Here is the first network result:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-902\" src=\"https:\/\/vmw-prod-04.haa.pitt.edu\/sites\/wp-content\/uploads\/sites\/13\/2020\/02\/Network1.png\" alt=\"\" width=\"1724\" height=\"1106\" srcset=\"https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-content\/uploads\/sites\/3\/2020\/02\/Network1.png 1724w, https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-content\/uploads\/sites\/3\/2020\/02\/Network1-300x192.png 300w, https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-content\/uploads\/sites\/3\/2020\/02\/Network1-1024x657.png 1024w, https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-content\/uploads\/sites\/3\/2020\/02\/Network1-768x493.png 768w, https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-content\/uploads\/sites\/3\/2020\/02\/Network1-1536x985.png 1536w\" sizes=\"auto, (max-width: 1724px) 100vw, 1724px\" \/><\/p>\n<p>And then when I started playing around, I liked the density mapping with different colors. The heat mapping effect gave a good sense of where to spend attention. The colored topic differences also was a feature I found helpful in my viewing:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-901\" src=\"https:\/\/vmw-prod-04.haa.pitt.edu\/sites\/wp-content\/uploads\/sites\/13\/2020\/02\/density-visualization.png\" alt=\"\" width=\"1724\" height=\"1106\" srcset=\"https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-content\/uploads\/sites\/3\/2020\/02\/density-visualization.png 1724w, https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-content\/uploads\/sites\/3\/2020\/02\/density-visualization-300x192.png 300w, https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-content\/uploads\/sites\/3\/2020\/02\/density-visualization-1024x657.png 1024w, https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-content\/uploads\/sites\/3\/2020\/02\/density-visualization-768x493.png 768w, https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-content\/uploads\/sites\/3\/2020\/02\/density-visualization-1536x985.png 1536w\" sizes=\"auto, (max-width: 1724px) 100vw, 1724px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-900\" src=\"https:\/\/vmw-prod-04.haa.pitt.edu\/sites\/wp-content\/uploads\/sites\/13\/2020\/02\/density-cluster-density.png\" alt=\"\" width=\"1724\" height=\"1106\" srcset=\"https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-content\/uploads\/sites\/3\/2020\/02\/density-cluster-density.png 1724w, https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-content\/uploads\/sites\/3\/2020\/02\/density-cluster-density-300x192.png 300w, https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-content\/uploads\/sites\/3\/2020\/02\/density-cluster-density-1024x657.png 1024w, https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-content\/uploads\/sites\/3\/2020\/02\/density-cluster-density-768x493.png 768w, https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-content\/uploads\/sites\/3\/2020\/02\/density-cluster-density-1536x985.png 1536w\" sizes=\"auto, (max-width: 1724px) 100vw, 1724px\" \/><\/p>\n\n\n<p><strong>What can you learn from the bibliometric network you have created?<\/strong><\/p>\n\n\n\n<p>It&#8217;s always interesting to look at how things are related. Since this is a topic I&#8217;m fairly conversant in I would have expected to see things like &#8220;library sessions&#8221; and &#8220;library&#8221; come up more than they did. I see &#8220;library user&#8221; is one of the nodes. &#8220;Higher education&#8221; and &#8220;course&#8221; made sense to me. Something that I <em>didn&#8217;t <\/em>expect, but makes sense in hindsight, are the words associated with the kinds of studies done about information literacy. Words like &#8220;survey,&#8221; &#8220;mean score,&#8221; &#8220;post-test,&#8221; &#8220;scale,&#8221; and &#8220;predictor.&#8221; Since this is coming from Web of Science I can assume that the research methods skew empirical in the sample dataset, and those kinds of words and topics would make sense in association with studies on information literacy. <\/p>\n\n\n\n<p><strong>How does your choice of data limit your analysis?<\/strong><\/p>\n\n\n\n<p>Again, since this is Web of Science, we are getting a lot of <em>studies<\/em> about information literacy. I&#8217;d guess that if you did this kind of analysis with more widely circulated texts that are used by run-of-the-mill librarians you&#8217;d get more topics that are case studies, anecdotes, or are about teaching one-shot library sessions. You&#8217;d find more on pedagogy and teaching practice, in other words. Instruction librarians tend to be practitioners so lesson plans tend to trump empirical research. That isn&#8217;t to say the research isn&#8217;t out there, or being done, or being read. It might not be quite so immediate as this data set would make it seem. <\/p>\n\n\n\n<p>Obviously, there is a very large node that says &#8220;Information literacy instruction&#8221; but one thing that is missing are some of these other ideas being connected to it&#8211;one shots, pedagogy, and the like. <\/p>\n\n\n\n<p><strong>How can you structure your data to change your analysis?<\/strong><\/p>\n\n\n\n<p>I&#8217;ve played around with a few things here. One thing that I really like are the exploratory features which allow you to zoom in on certain data points. So, since the question of pedagogy came up for me, I tried to use the filters on the side to see what terms were associated with &#8220;library session&#8221; and I found the following: <em>information literacy session<\/em>, <em>library instruction session<\/em>, and <em>session<\/em>. Then, I can click &#8220;session&#8221; and see what this word is co-occurring with to see what those relationships are. This is a cool way of answering questions that arise from the initial overview with <em>all <\/em>of the terms. I felt like this part of the network was lost to me at first, but here I see that there are some articles about education, pedagogy, and library teaching in this dataset. I like to see how they are related and the relative frequency of each (and how related they are as evidenced by proximity). <\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/vmw-prod-04.haa.pitt.edu\/sites\/wp-content\/uploads\/sites\/13\/2020\/02\/session-644x409.png\" alt=\"\" class=\"wp-image-912\" \/><\/figure>\n\n\n\n<p><strong> <\/strong>I&#8217;ll be honest, I&#8217;m trying to manipulate the data in other ways but am not seeing huge differences in my network output, so I&#8217;ll be excited to learn more about this in class. <\/p>\n","protected":false},"excerpt":{"rendered":"<p>For this exercise I chose the topic &#8220;information literacy&#8221; which had over 3,000 hits in Web of Science. I was expecting there to be quite a few hits for this, so was pleased by the number. Looking through the list, the results were varied in terms of related topics and disciplines. Importing things into VosViewer [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[8],"tags":[],"class_list":["post-898","post","type-post","status-publish","format-standard","hentry","category-unit-3b"],"_links":{"self":[{"href":"https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-json\/wp\/v2\/posts\/898","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-json\/wp\/v2\/comments?post=898"}],"version-history":[{"count":0,"href":"https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-json\/wp\/v2\/posts\/898\/revisions"}],"wp:attachment":[{"href":"https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-json\/wp\/v2\/media?parent=898"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-json\/wp\/v2\/categories?post=898"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sites.haa.pitt.edu\/digitalcriticalmethods\/wp-json\/wp\/v2\/tags?post=898"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}