<?xml version="1.0" encoding="UTF-8"?>
<rss version="2.0"
	xmlns:content="http://purl.org/rss/1.0/modules/content/"
	xmlns:wfw="http://wellformedweb.org/CommentAPI/"
	xmlns:dc="http://purl.org/dc/elements/1.1/"
	xmlns:atom="http://www.w3.org/2005/Atom"
	xmlns:sy="http://purl.org/rss/1.0/modules/syndication/"
	xmlns:slash="http://purl.org/rss/1.0/modules/slash/"
	>

<channel>
	<title>PMean &#187; Teaching resources</title>
	<atom:link href="http://blog.pmean.com/tag/teaching-resources/feed/" rel="self" type="application/rss+xml" />
	<link>http://blog.pmean.com</link>
	<description>A blog about statistics, evidence-based medicine, and research ethics</description>
	<lastBuildDate>Sat, 22 Jun 2024 17:10:26 +0000</lastBuildDate>
	<language>en-US</language>
		<sy:updatePeriod>hourly</sy:updatePeriod>
		<sy:updateFrequency>1</sy:updateFrequency>
	<generator>https://wordpress.org/?v=3.7.41</generator>
	<item>
		<title>Recommended: Assessment Resource Tools for Improving Statistical Thinking</title>
		<link>http://blog.pmean.com/artist/</link>
		<comments>http://blog.pmean.com/artist/#comments</comments>
		<pubDate>Thu, 02 May 2019 12:30:35 +0000</pubDate>
		<dc:creator><![CDATA[pmean]]></dc:creator>
				<category><![CDATA[Recommended]]></category>
		<category><![CDATA[Teaching resources]]></category>

		<guid isPermaLink="false">http://blog.pmean.com/?p=1848</guid>
		<description><![CDATA[This page is moving to a new website.]]></description>
				<content:encoded><![CDATA[<p>This page is moving to a <a href="http://new.pmean.com/artist/">new website</a>.</p>
]]></content:encoded>
			<wfw:commentRss>http://blog.pmean.com/artist/feed/</wfw:commentRss>
		<slash:comments>0</slash:comments>
		</item>
		<item>
		<title>Recommended: Data science curriculum roadmap</title>
		<link>http://blog.pmean.com/data-science-curriculum/</link>
		<comments>http://blog.pmean.com/data-science-curriculum/#comments</comments>
		<pubDate>Thu, 25 Apr 2019 14:19:37 +0000</pubDate>
		<dc:creator><![CDATA[pmean]]></dc:creator>
				<category><![CDATA[Recommended]]></category>
		<category><![CDATA[Big data]]></category>
		<category><![CDATA[Teaching resources]]></category>

		<guid isPermaLink="false">http://blog.pmean.com/?p=1835</guid>
		<description><![CDATA[This page is moving to a new website.]]></description>
				<content:encoded><![CDATA[<p>This page is moving to a <a href="http://new.pmean.com/data-science-curriculum/">new website</a>.</p>
]]></content:encoded>
			<wfw:commentRss>http://blog.pmean.com/data-science-curriculum/feed/</wfw:commentRss>
		<slash:comments>0</slash:comments>
		</item>
		<item>
		<title>PMean: Think positively, what has research done for us</title>
		<link>http://blog.pmean.com/think-positively/</link>
		<comments>http://blog.pmean.com/think-positively/#comments</comments>
		<pubDate>Wed, 23 Jan 2019 17:09:25 +0000</pubDate>
		<dc:creator><![CDATA[pmean]]></dc:creator>
				<category><![CDATA[Statistics]]></category>
		<category><![CDATA[Research design]]></category>
		<category><![CDATA[Teaching resources]]></category>

		<guid isPermaLink="false">http://blog.pmean.com/?p=1717</guid>
		<description><![CDATA[This page is moving to a new website.]]></description>
				<content:encoded><![CDATA[<p>This page is moving to a <a href="http://new.pmean.com/think-positively/">new website</a>.</p>
]]></content:encoded>
			<wfw:commentRss>http://blog.pmean.com/think-positively/feed/</wfw:commentRss>
		<slash:comments>0</slash:comments>
		</item>
		<item>
		<title>Recommended: Accessible R Markdown Documents</title>
		<link>http://blog.pmean.com/accessible-r-markdown/</link>
		<comments>http://blog.pmean.com/accessible-r-markdown/#comments</comments>
		<pubDate>Tue, 23 Oct 2018 19:46:18 +0000</pubDate>
		<dc:creator><![CDATA[pmean]]></dc:creator>
				<category><![CDATA[Recommended]]></category>
		<category><![CDATA[R software]]></category>
		<category><![CDATA[Teaching resources]]></category>

		<guid isPermaLink="false">http://blog.pmean.com/?p=1640</guid>
		<description><![CDATA[This page is moving to a new website.]]></description>
				<content:encoded><![CDATA[<p>This page is moving to a <a href="http://new.pmean.com/accessible-r-markdown/">new website</a>.</p>
]]></content:encoded>
			<wfw:commentRss>http://blog.pmean.com/accessible-r-markdown/feed/</wfw:commentRss>
		<slash:comments>0</slash:comments>
		</item>
		<item>
		<title>PMean: A simple structure for documentation</title>
		<link>http://blog.pmean.com/structure-for-documentation/</link>
		<comments>http://blog.pmean.com/structure-for-documentation/#comments</comments>
		<pubDate>Tue, 24 Jul 2018 16:02:01 +0000</pubDate>
		<dc:creator><![CDATA[pmean]]></dc:creator>
				<category><![CDATA[Statistics]]></category>
		<category><![CDATA[Statistical computing]]></category>
		<category><![CDATA[Teaching resources]]></category>

		<guid isPermaLink="false">http://blog.pmean.com/?p=1560</guid>
		<description><![CDATA[This page is moving to a new website.]]></description>
				<content:encoded><![CDATA[<p>This page is moving to a <a href="http://new.pmean.com/be-more-effective/">new website</a>.</p>
]]></content:encoded>
			<wfw:commentRss>http://blog.pmean.com/structure-for-documentation/feed/</wfw:commentRss>
		<slash:comments>0</slash:comments>
		</item>
		<item>
		<title>PMean: Grading rubric for computer assignments</title>
		<link>http://blog.pmean.com/grading-rubric/</link>
		<comments>http://blog.pmean.com/grading-rubric/#comments</comments>
		<pubDate>Sat, 21 Jul 2018 04:19:28 +0000</pubDate>
		<dc:creator><![CDATA[pmean]]></dc:creator>
				<category><![CDATA[Statistics]]></category>
		<category><![CDATA[Statistical computing]]></category>
		<category><![CDATA[Teaching resources]]></category>

		<guid isPermaLink="false">http://blog.pmean.com/?p=1554</guid>
		<description><![CDATA[This page is moving to a new website.]]></description>
				<content:encoded><![CDATA[<p>This page is moving to a <a href="http://new.pmean.com/grading-rubric/">new website</a>.</p>
]]></content:encoded>
			<wfw:commentRss>http://blog.pmean.com/grading-rubric/feed/</wfw:commentRss>
		<slash:comments>0</slash:comments>
		</item>
		<item>
		<title>Recommended: Section 508 CoP: PDF Accessibility &#8211; Part One</title>
		<link>http://blog.pmean.com/pdf-accessibility/</link>
		<comments>http://blog.pmean.com/pdf-accessibility/#comments</comments>
		<pubDate>Tue, 03 Jul 2018 19:57:11 +0000</pubDate>
		<dc:creator><![CDATA[pmean]]></dc:creator>
				<category><![CDATA[Statistics]]></category>
		<category><![CDATA[Teaching resources]]></category>

		<guid isPermaLink="false">http://blog.pmean.com/?p=1537</guid>
		<description><![CDATA[This page is moving to a new website.]]></description>
				<content:encoded><![CDATA[<p>This page is moving to a <a href="http://new.pmean.com/pdf-accessibility/">new website</a>.</p>
]]></content:encoded>
			<wfw:commentRss>http://blog.pmean.com/pdf-accessibility/feed/</wfw:commentRss>
		<slash:comments>0</slash:comments>
		</item>
		<item>
		<title>Recommended: Textbook Examples Applied Survival Analysis</title>
		<link>http://blog.pmean.com/ucla-software/</link>
		<comments>http://blog.pmean.com/ucla-software/#comments</comments>
		<pubDate>Sat, 24 Mar 2018 20:08:19 +0000</pubDate>
		<dc:creator><![CDATA[pmean]]></dc:creator>
				<category><![CDATA[Recommended]]></category>
		<category><![CDATA[R software]]></category>
		<category><![CDATA[SAS software]]></category>
		<category><![CDATA[SPSS software]]></category>
		<category><![CDATA[Stata software]]></category>
		<category><![CDATA[Survival analysis]]></category>
		<category><![CDATA[Teaching resources]]></category>

		<guid isPermaLink="false">http://blog.pmean.com/?p=1417</guid>
		<description><![CDATA[This page is moving to a new website. I&#8217;m teaching an online workshop for The Analysis Factor on survival analysis. It&#8217;s not announced yet, and I have a LOT of work to do before it is ready. One thing that will save me time is that I am taking many of my examples from the excellent [&#8230;]]]></description>
				<content:encoded><![CDATA[<p>This page is moving to a <a href="http://new.pmean.com/ucla-software/">new website</a>.</p>
<p>I&#8217;m teaching an online workshop for <a href="https://www.theanalysisfactor.com/">The Analysis Factor</a> on survival analysis. It&#8217;s not announced yet, and I have a LOT of work to do before it is ready. One thing that will save me time is that I am taking many of my examples from the excellent textbook, Applied Survival Analysis Second Edition. One nice perk of this book is that the helpful folks at UCLA have taken every textbook example, and written up code (with comments!) to reproduce the book&#8217;s results. With the exception of a few advanced methods in later chapters, where only one or two software packages have the right capability, the code is written in parallel in R, SAS, SPSS, and Stata. They also have links to the <a href="ftp://ftp.wiley.com/public/sci_tech_med/survival/">raw data at the publishers website</a>, and datasets stored in <a href="https://stats.idre.ucla.edu/wp-content/uploads/2016/02/asa2_sas.zip">SAS format</a> and <a href="https://stats.idre.ucla.edu/wp-content/uploads/2016/02/asa2_spss.zip">SPSS format</a>. How nice! Browse around and you&#8217;ll find software code for all the examples in other popular statistics textbooks as well.</p>
<p>Warning! The R examples look like they are from the first edition, not the second edition. A small nitpick for an otherwise very nice resource.<span id="more-1417"></span></p>
<p>UCLA Institute for Digital Research and Education. Textbook Examples Applied Survival Analysis. Second edition by David W. Hosmer, Jr., Stanley Lemeshow, and Susanne May. Available at <a href="https://stats.idre.ucla.edu/other/examples/asa2/">https://stats.idre.ucla.edu/other/examples/asa2/</a>.</p>
<p><img alt="" src="data:image/png;base64,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" /></p>
]]></content:encoded>
			<wfw:commentRss>http://blog.pmean.com/ucla-software/feed/</wfw:commentRss>
		<slash:comments>0</slash:comments>
		</item>
		<item>
		<title>Recommended: Welcome to developerWorks</title>
		<link>http://blog.pmean.com/developer-works/</link>
		<comments>http://blog.pmean.com/developer-works/#comments</comments>
		<pubDate>Fri, 23 Mar 2018 16:08:40 +0000</pubDate>
		<dc:creator><![CDATA[pmean]]></dc:creator>
				<category><![CDATA[Recommended]]></category>
		<category><![CDATA[Big data]]></category>
		<category><![CDATA[Teaching resources]]></category>

		<guid isPermaLink="false">http://blog.pmean.com/?p=1404</guid>
		<description><![CDATA[This page is moving to a new website. I got this recommendation from a friend. IBM has a large number of free resources explaining things like cloud computing and blockchain. I&#8217;m most interested in their section on analytics. There&#8217;s a nice introduction, for example, to natural language processing. IBM. Welcome to developerWorks. Find tutorials, tools, and [&#8230;]]]></description>
				<content:encoded><![CDATA[<p>This page is moving to a <a href="http://new.pmean.com/developer-works/">new website</a>.</p>
<p>I got this recommendation from a friend. IBM has a large number of free resources explaining things like cloud computing and blockchain. I&#8217;m most interested in their section on analytics. There&#8217;s a nice introduction, for example, to natural language processing.<span id="more-1404"></span></p>
<p>IBM. Welcome to developerWorks. Find tutorials, tools, and communities for developers. Available at <a href="https://www.ibm.com/developerworks/">https://www.ibm.com/developerworks/</a>.</p>
<p><img alt="" src="data:image/png;base64,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" /></p>
]]></content:encoded>
			<wfw:commentRss>http://blog.pmean.com/developer-works/feed/</wfw:commentRss>
		<slash:comments>0</slash:comments>
		</item>
		<item>
		<title>PMean: Resources for R</title>
		<link>http://blog.pmean.com/resources-for-r/</link>
		<comments>http://blog.pmean.com/resources-for-r/#comments</comments>
		<pubDate>Wed, 22 Nov 2017 16:39:17 +0000</pubDate>
		<dc:creator><![CDATA[pmean]]></dc:creator>
				<category><![CDATA[Statistics]]></category>
		<category><![CDATA[R software]]></category>
		<category><![CDATA[Teaching resources]]></category>

		<guid isPermaLink="false">http://blog.pmean.com/?p=849</guid>
		<description><![CDATA[This page is moving to a new website. I attended several talks about R at the Joint Statistics meetings and noted some interesting packages and other resources during these talks. I lost track of that list until recently, but they are still relevant, so here they are. Data Science with R, Garrett Grolemund, http://garrettgman.github.io gitlab, https://about.gitlab.com profvis, https://rstudio.github.io/profvis/ sparklyr, http://spark.rstudio.com [&#8230;]]]></description>
				<content:encoded><![CDATA[<p>This page is moving to a <a href="http://new.pmean.com/resources-for-r/">new website</a>.</p>
<p>I attended several talks about R at the Joint Statistics meetings and noted some interesting packages and other resources during these talks. I lost track of that list until recently, but they are still relevant, so here they are.<span id="more-849"></span></p>
<p>Data Science with R, Garrett Grolemund, <a href="http://garrettgman.github.io">http://garrettgman.github.io</a></p>
<p>gitlab, <a href="https://about.gitlab.com">https://about.gitlab.com</a></p>
<p>profvis, <a href="https://rstudio.github.io/profvis/">https://rstudio.github.io/profvis/</a></p>
<p>sparklyr, <a href="http://spark.rstudio.com">http://spark.rstudio.com</a></p>
<p>readr, <a href="http://blog.revolutionanalytics.com/2015/04/new-packages-for-reading-data-into-r-fast.html">http://blog.revolutionanalytics.com/2015/04/new-packages-for-reading-data-into-r-fast.html</a></p>
<p>purrr, <a href="https://blog.rstudio.org/2015/09/29/purrr-0-1-0/">https://blog.rstudio.org/2015/09/29/purrr-0-1-0/</a></p>
<p>tibble, <a href="https://blog.rstudio.org/2016/03/24/tibble-1-0-0/">https://blog.rstudio.org/2016/03/24/tibble-1-0-0/</a></p>
<p>haven, <a href="https://www.r-bloggers.com/reading-spss-data-into-r-with-haven/">https://www.r-bloggers.com/reading-spss-data-into-r-with-haven/</a></p>
<p>&nbsp;</p>
<p>&nbsp;</p>
<p>&nbsp;</p>
]]></content:encoded>
			<wfw:commentRss>http://blog.pmean.com/resources-for-r/feed/</wfw:commentRss>
		<slash:comments>0</slash:comments>
		</item>
	</channel>
</rss>
