Andy Grogan-Kaylor
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agrogankaylor.bsky.social
Andy Grogan-Kaylor
@agrogankaylor.bsky.social
I am a professor at the University of Michigan. I study parenting and child development, most recently using international data, and often using multilevel models. I work in both Stata and R.
Why care about these technicalities?

Interactions are one of our major statistical tools for examining similarity or difference in statistical relationships across groups, identities, or contexts.
July 24, 2025 at 10:35 PM
Interactions in logistic regression can be particularly challenging to work with: agrogan1.github.io/newstuff/cat...
Interactions in Logistic Regression
agrogan1.github.io
July 21, 2025 at 7:41 PM
Both main effects and interactions need to be interpreted together:
agrogan1.github.io/posts/intera...
agrogan1.github.io/posts/intera...
Interactions And Main Effects Need To Be Interpreted Together – Andrew Grogan-Kaylor
A Mathematical Perspective
agrogan1.github.io
July 21, 2025 at 7:41 PM
Interactions are often thought of as encompassing a main effect (x), and a moderator (m), but because of the commutative property of multiplication, interactions are essentially symmetric: agrogan1.github.io/posts/intera...
Interactions Are Symmetric – Andrew Grogan-Kaylor
agrogan1.github.io
July 21, 2025 at 7:40 PM
For many models, adding a main effect and interaction for group can be seen as giving each group its own regression line with its own intercept and its own slope:

agrogan1.github.io/posts/intera...
agrogan1.github.io/posts/intera...
Interactions and Moderation – Andrew Grogan-Kaylor
agrogan1.github.io
July 21, 2025 at 7:40 PM
I argue that multilevel modeling is a principled way to explore human variation and commonality.
June 13, 2025 at 4:11 PM
I try to provide a tutorial for applied researchers, and to bring "down to earth" some of the more advanced ideas about multilevel modeling that I see in the methodological literature, but rarely see in applied work.
June 13, 2025 at 4:10 PM
DOI for the Open Access article: doi.org/10.1016/j.ch...
Redirecting
doi.org
April 23, 2025 at 4:44 PM
Just similarity and difference across groups or countries, which I think, multilevel models let us start to see. Simply the size of the random slopes. Now that I’ve written the book, I need to figure out even better ways to quantify this.
April 13, 2025 at 10:31 PM
Thank you for the kind words!
March 18, 2025 at 6:22 PM
Same information as a treemap.
March 16, 2025 at 9:58 PM