Top demographic variables sorted by the magnitude of their partial correlation with verb regularization in U.S. counties.

For example, regularization is positively correlated with the percentage of workers driving alone to work, and anti-correlated with the percentage of individuals working from home. Statistics for all of the demographic variables can be found in the Online Appendix B at https://www.uvm.edu/storylab/share/papers/gray2018a/.