You all. Many people, but mostly Jenny Terry and Andy Fields, but also a number of my Twitter mutuals,  collected a crap ton of data from statistics students worldwide .  See: Here is the article describing the project . The data is embargoed until October 2024, but you can contact the corresponding authors if you would like early access. Also, they have tons and tons of documentation available at OSF . So you can come up with your own hypotheses and test them. Which is very, very generous.

It occurred to me that I haven't shared my absolute most precious professional development and stats teaching resource in the blog.  That resource is the Society for the Teaching of Psychology. Non-psychologists reading this post, don't stop now. Keep going.   1. There are multiple free e-books available from STP. Some are about teaching, broadly. Some of them have a chapter or two devoted to the teaching of statistics. But there is at least one exclusively devoted to the teaching of statistics,  For the Love of Teaching Undergraduate Statistics . I wrote a chapter in the book, so I'm partial.  2. The STP journal, Teaching of Statistics , includes pedagogy research about the teaching of statistics . Full disclosure: I'm a consulting editor at this journal. 3. If you are a member of STP and come up with an excellent teaching idea or study idea related to teaching statistics to psychology majors, STP has got some money for you . They have several grants, reviewed...

Hackathorn, Ashdown, & Rife just shared some great resources for using humor to teach statistics.  In their own words, " This resource consists of a 21-page word document that reviews literature on the use of humor in teaching, describes an instrument for assessing the use of classroom humor, and offers tips on using two additional resource features specific to teaching statistics: (a) 42 visual jokes and cartoons, organized by 12 statistical topics, and (b) 12 slide presentations." You guys. It is a collection of hilarious jokes and memes to use when teaching. As well as some scholarly work about using humor to teach.  Here is a link that will download the .zip file to your computer. Here is a link to STP's Office of Teaching Resources in Psychology's Teaching Resources. Scroll on down to the Statistics, Research, and Teaching header to find this resource. A few samples of the cartoons they included:

Check out my recent publication in Teaching of Psychology. Whomp, whomp!

If you haven't already, please consider joining Teaching of Psychology  (Division 2 of APA). Your membership fees help fund plenty of great initiatives, including: Teaching Statistics and Research Methods: Tips from TOP by Jackson & Grigs This free e-book is a compilation of scholarship of teaching publications. Office of Teaching Resources in Psychology's (OTRP) Teaching Resources This page is divided by topical area in psychology (including Statistics) and includes instructional resources for every topic. Most of the material was created as part of OTRP's Instructional Resource Reward. Among the useful resources are a free booklet containing statistics exercises in both SPSS and R as well as an intense primer on factorial research design . UPDATE (2/24/16): This new resource provides a number of hands-on activities to demonstrate/generate data for all of the concepts typically taught in intro statistics.   Project Syllabus  Project Syllabus is a colle...

It's coming, guys. But let's get ahead of it. I thought I would re-share some resources that you may want to consider working into your curriculum this year. I picked out a few lessons and ideas that also require a bit of forethought and planning, especially if they become assessment measures for your class. Center for Open Science workshops: As previously discussed on this blog , COS offers f ree consultation  (face-to-face or online) to faculty and students in order to teach us about the open framework for science. They provide guidance about more more traditional statistical issues, like power calculations and conducting meta-analysis in addition to lessons tailored to introducing researchers to the COS framework. Take your students to an athletic event , talk about statistics and sports : I took my students to a baseball game and worked some statsy magic. You can do it, too. If not a trip to the ballpark, an on-campus or televised athletic event will w...

Attend CAUSE Web's free Journal of Statistics Education webinar  on 10/21/14 to learn about 1) a classroom example  of Simpson's Paradox as well as 2) ways to incorporate Bayesian logic into undergraduate statistics courses. More information on past JSE webinars available here .

I am busy prepping my statistics class for the fall (as well as doing a bunch of stuff that I should have done in June, but I digress). Most of my students are required to take statistics and are afraid of mathematics so I'm going to try to convince them to embrace statistics by showing them that more and more non-statsy jobs require data collection, data analysis, data driven decisions, program assessment, etc..  I find that my students are increasingly aware of the current job market as well as their student loan debt. As such, I think that students are receptive to arguments that  explain  how even a little bit of statistical knowledge can make them more attractive to potential employers. Here are some resources I have found to do just that.  This article by Susan Adams for Forbes lists the top ten skills employers are looking for in employees. Included in the top ten: "2. Ability to make decisions and solve problems 5. Ability to obtain and ...

Here are two articles, one from The Observer and one from Perspectives on Psychological Science . The PPS article, by Chew and Dillion, is a call for more research to study statistics anxiety in the classroom. Chew and Dillon provide a thorough review of statistics anxiety research, with a focus on antecedents of anxiety as well as interventions (The Observer article is a quick summary of those interventions) and directions for further research. I think Chew and Dillion make a good case for why we should care about statistics anxiety as statistics instructors. As a psychologist who teaches statistics, I find that many of my students are not in math-related majors but can still learn to think like a statistician, in order to improve their critical thinking skills and prepare them for a data/analytic driven world after graduation. However, their free-standing anxiety related to simply being in a statistics class is a big barrier to this and I welcome their suggestions regarding the re...