
Fall 2024
Welcome to EPsy 8251: Statistical Methods in Education I
EPsy 8251: Statistical Methods in Education I is the first course in an entry-level, doctoral sequence for students in education. The two semester sequence provides in-depth coverage of widely used statistical methods and models and prepares students for advanced statistical coursework. EPsy 8251 provides rigorous coverage of estimation and hypothesis testing with a particular focus on the General Linear Model. The roadmap for the course is:

EPsy 8251 is a 3 credit course. It is expected that the academic work required of Graduate School and professional school students will exceed three hours per credit per week (see Expected Time per Course Credit Policy). In my experience, it is typical for students to spend 10–15 hours a week on this course. As with every class, some students will spend more time than that on this course, while others will spend less time than that—it all depends on your prior experiences with statistics and computing. If you find yourself consistently spending more than 20 hours a week on the course, please make an appointment to see the instructor so that we can strategize about how to best optimize how you are devoting time to the course.
Classroom
- Monday/Wednesday (2:30pm–3:45pm): Scott Hall 4
- Tuesday/Thursday (11:15am–12:30pm): Appleby Hall 103
Textbooks
The course textbook is available online.
- Required: Zieffler, A. (2024). Statistical modeling and computation for educational scientists.
The optional course textbook is available via the University of Minnesota library.
- Optional: Lewis-Beck, C., & Lewis-Beck, M. (2016). Applied regression: An introduction. Thousand Oaks, CA: Sage. doi: 10.4135/9781483396774
Statistical Computing
Statistical computing is an integral part of statistical work, and subsequently, EPsy 8251. To support your learning in this area, this course will emphasize the use of R. R is a free software environment for statistical computing and graphics. It compiles and runs on a wide variety of UNIX platforms, Windows and MacOS. You can install R onto your local machine. (There are instructions for how to do this in the course textbook.) You are responsible for getting things to work on your computer. While it should be straightforward, each OS and computer has their quirks. I can try to help you with this if you are having trouble.
It should be noted that while some R syntax and programming is taught during class time, there is also a fair amount that you may need to learn on your own outside of class. There are several tutorials and resources linked from the course website to help you learn R.
A Note on Inclusion and Respect
In this class, we will work together to develop a learning community that is inclusive and respectful, and where every student is supported in the learning process. As a class full of diverse individuals (reflected by differences in race, culture, age, religion, gender identity, sexual orientation, socioeconomic background, abilities, professional goals, and other social identities and life experiences) I expect that different students may need different things to support and promote their learning. The TAs and I will do everything we can to help with this, but as we only know what we know, we need you to communicate with us if things are not working for you or you need something we are not providing. I hope you all feel comfortable in helping to promote an inclusive classroom through respecting one another’s individual differences, speaking up, and challenging oppressive/problematic ideas. Finally, I look forward to learning from each of you and the experiences you bring to the class.
Image Attribution
The icon in the Inclusion Note is from Lambiek Comiclopedia.
The icon of Tilly the Therapy Chicken in the Stress Management note is used with permission of the PAWS program.
The icon in the Missing Class Policy is from the Warner Brothers Entertainment Wiki.
The icon in the ChatGPT and Other AI Policy is from Wikipedia.
The icon in the Technology Policy is from the Trends International Amazon Store.
The icon in the CEHD Policy on Recording note is from Writeups.org.