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MIT and Harvard release de-identified learning data from open online courses

86 pointsby kerckeralmost 11 years ago

5 comments

minimaxiralmost 11 years ago
Working up a few quick statistics:<p>- Of the people that finished a course, male students had an average grade of 83.8%, female students had an average grade of 82.7%.<p>- The correlation between the grade of students who finished a course and the usage of supplemental materials is positive, but weak (0.16 for each variable, except for forum posts, which are complete uncorrelated with grade).<p>- The easiest course was HarvardX&#x2F;CS50x&#x2F;2012, with a perfect 100% average grade from all students who finished the course [EDIT: this course has pass&#x2F;fail assignments]. The hardest was HarvardX&#x2F;CB22x&#x2F;2013_Spring, with an average score of 73.3% (the class, unsurprisingly, is about Ancient Greek Heroes)<p>- The course with the highest completion rate (# completed &#x2F; # registered) is MITx&#x2F;14.73x&#x2F;2013_Spring at 7.48% (The Challenges of Global Poverty). The worst completion rate is HarvardX&#x2F;CS50x&#x2F;2012 at 0.07% (Introduction to Computer Science I, note that this is also the most registered course by a large margin)<p>- All classes have more male students than female students. The class with the highest Male&#x2F;Female ratio is MITx&#x2F;2.01x&#x2F;2013_Spring at 17:1 (Elements of Structures). The class with the lowest ratio is HarvardX&#x2F;PH278x&#x2F;2013_Spring at 1.03:1 (Human Health and Global Environmental Change)<p>Let me know if you have any statistical ideas.
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dansoalmost 11 years ago
FYI, just in case you don&#x27;t want to go through the (short) signup process to see what&#x27;s in the data.<p>This is what the first 10 lines of the CSV file look like:<p><a href="https://gist.github.com/dannguyen/4d372986b74ff087927a" rel="nofollow">https:&#x2F;&#x2F;gist.github.com&#x2F;dannguyen&#x2F;4d372986b74ff087927a</a><p>Here&#x27;s the output of `wc -l`<p><pre><code> 641139 1092627 70165566 HMXPC13_DI_v2_5-14-14.csv </code></pre> Here&#x27;s a mirror of the file [9.6MB]: <a href="http://danwin-files.s3.amazonaws.com/data/nf/HMXPC13_DI_v2_5-14-14.zip" rel="nofollow">http:&#x2F;&#x2F;danwin-files.s3.amazonaws.com&#x2F;data&#x2F;nf&#x2F;HMXPC13_DI_v2_5...</a>
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svedlinalmost 11 years ago
There&#x27;s been a lot of discussion about the &quot;completion rates&quot; in online courses. A study in January reported that &quot;only 4 percent of people who register for MOOCs actually finish them&quot; but that &quot;MOOCs still have considerable impact&quot; because &quot;nearly two-thirds got at least something out of the experience.&quot; [1]<p>One possible solution to this - instead of measuring progress against a single completion date, split courses up into a continuous series of milestones or smaller units. A student could cover 1 or more units.<p>While it&#x27;s true some courses are considered prerequisites for others, the requirements could be made more granular (e.g.: course B unit 4 requires course A units 5 and 6). Discovering these dependencies could potentially be automated by text data mining the course material.<p>Courses are designed around a traditional college semester and reflect the amount of material that can be reasonably covered in that time period. However, that constraint shouldn&#x27;t necessarily be the benchmark for all study programs.<p>[1] <a href="http://hechingerreport.org/content/harvard-mit-despite-low-completion-rates-moocs-work_14495/" rel="nofollow">http:&#x2F;&#x2F;hechingerreport.org&#x2F;content&#x2F;harvard-mit-despite-low-c...</a>
contingenciesalmost 11 years ago
My problem with MOOCs is immediacy: I&#x27;m interested <i>now</i> and I don&#x27;t want to delay that over <i>x</i> weeks, beginning at <i>y</i> point in the future. Hell, I often don&#x27;t know what country I&#x27;m going to be in, let alone whether I&#x27;ll have free time and an internet connection. So for my lifestyle, the relatively simple mapping from traditional tertiary course formats across to MOOCs is fundamentally flawed one, though I believe they are improving these days by offering access to all materials immediately. Another thing is downloads ... I just want everything, please. I&#x27;m often offline, as I believe many developing country learners may be. I don&#x27;t want to have to register, log in, then painfully click through everything bit by bit. I want bittorrent with early-to-late material download priority. (Otherwise, maybe someone should start developing a converted and open courseware format to share on PirateBoxes? <a href="http://piratebox.cc/" rel="nofollow">http:&#x2F;&#x2F;piratebox.cc&#x2F;</a>)
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hershelalmost 11 years ago
Does anybody have anidea what&#x27;s the completion rates for students who paid(for certification&#x2F;something else) ?
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