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	<title>Carol Gering &#187; data visualization</title>
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		<title>Visualizing OpenCourseware</title>
		<link>http://rhetorica.uaf.edu/carol/2008/09/19/visualizing-opencourseware/</link>
		<comments>http://rhetorica.uaf.edu/carol/2008/09/19/visualizing-opencourseware/#comments</comments>
		<pubDate>Sat, 20 Sep 2008 02:53:36 +0000</pubDate>
		<dc:creator>carol</dc:creator>
				<category><![CDATA[Open Courseware]]></category>
		<category><![CDATA[data visualization]]></category>
		<category><![CDATA[ocw]]></category>
		<category><![CDATA[oer]]></category>

		<guid isPermaLink="false">http://rhetorica.uaf.edu/carol/?p=17</guid>
		<description><![CDATA[I&#8217;ve been working on this off and on throughout the summer, but haven&#8217;t posted anything! It&#8217;s probably about time to document the things I&#8217;ve been doing.
Context
Earlier this year I performed a review of OpenCourseware courses from three different institutions: MIT, Carnegie Mellon, and The Open University. I evaluated three courses from each of the three [...]]]></description>
			<content:encoded><![CDATA[<p>I&#8217;ve been working on this off and on throughout the summer, but haven&#8217;t posted anything! It&#8217;s probably about time to document the things I&#8217;ve been doing.</p>
<h4>Context</h4>
<p>Earlier this year I performed a review of OpenCourseware courses from three different institutions: <a href="http://ocw.mit.edu/OcwWeb/web/home/home/index.htm">MIT</a>, <a href="http://www.cmu.edu/oli/">Carnegie Mellon</a>, and <a href="http://openlearn.open.ac.uk/">The Open University</a>. I evaluated three courses from each of the three institutions.</p>
<h4>Process</h4>
<p>As I reviewed the courses, I kept a log of features that I recognized as valuable. At the end of my review I codified the results by creating a master list of features, and then organizing the features into five categories:</p>
<ol>
<li>Site Structure and Features</li>
<li>Coruse Structure and Features</li>
<li>Types of Content</li>
<li>Efficacy of Content</li>
<li>Community of Learners</li>
</ol>
<p>After creating the list, I went back through all nine courses and marked whether or not each feature existed in each course. I found that a binary answer wasn&#8217;t always satisfactory. In some cases, the feature existed, but wasn&#8217;t complete or fully developed. In this <a href="http://issuu.com/cgering/docs/ocw_features">resulting chart</a>, green checks represent &#8220;fully present&#8221;; black squares  represent &#8220;partially developed.&#8221;</p>
<p>My next step was to assign a relative value for each feature. It was obvious during my review that different institutions valued different features. To serve my purposes, I needed to determine the value that my organization (<a href="http://distance.uaf.edu">Center for Distance Education</a>) places on each item in the list. I collaborated with a colleague, <a href="http://rhetorica.uaf.edu/chris/">Chris Lott</a>, to place a value of 1, 2, or 3 on each item in the list (three being high).</p>
<p>
<div align="center"><a href="http://www.flickr.com/photos/vpixel/2870430755/" title="Open Courseware Features by Vibrant Pixel, on Flickr"><img src="http://farm4.static.flickr.com/3015/2870430755_2c6947db98_o.jpg" width="675" height="514" alt="Open Courseware Features" /></a></div>
</p>
<p>After designating a value for each item on the master list, I entered everything into a spreadsheet and created a series of formulas to calculate relative weights for each of the five categories. As one product of my research, I wanted a way to visually compare the strengths of institutions as well as individual courses, using CDE&#8217;s perceived values as a metric. My first thought was to create a treemap (<a href="http://issuu.com/cgering/docs/treemap">view the treemap attempt</a>), but the data wasn&#8217;t as visually intuitive as I&#8217;d hoped in this format. After a bit of trial and error, I settled on Bubble Charts as a more effective type of display for this particular data. In the first chart below you&#8217;ll see a comparison between the three institutions. In the second chart, a more detailed view comparing all nine courses against the CDE ideal. </p>
<p>
<div align="center"><a href="http://www.flickr.com/photos/vpixel/2871500912/" title="Comparison between organizations by Vibrant Pixel, on Flickr"><img src="http://farm4.static.flickr.com/3234/2871500912_65911a6052_o.jpg" width="675" height="450" alt="Comparison between organizations" /></a></div>
</p>
<p>
<div align="center"><a href="http://www.flickr.com/photos/vpixel/2871500952/" title="Comparison between courses by Vibrant Pixel, on Flickr"><img src="http://farm4.static.flickr.com/3225/2871500952_5b54273fe3_o.jpg" width="675" height="467" alt="Comparison between courses" /></a></div>
</p>
<p>Note that the size of the bubble indicates the total number of features employed, while the colors represent the distribution within categories. It&#8217;s readily evident that Carnegie Mellon (OLI) and The Open University (OpenLearn) implement more of the features from the list than MIT. It&#8217;s also clear that The Open University has placed more emphasis on learning community features than the other two institutions.</p>
<h4>Meta</h4>
<p>Data Visualizations were created using IBM&#8217;s <a href="http://services.alphaworks.ibm.com/manyeyes/app">Many Eyes</a> site. I stored some of my pdf documents on <a href="http://issuu.com/cgering">Issuu</a>. (This site creates an interesting way to view and expand pdf documents.) For convenience in linking from this blog, the pie chart and bubble charts were uploaded to <a href="http://www.flickr.com/photos/vpixel/">Flickr</a>.</p>
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