Ingersoll, Richard M., et al. "Seven Trends: The Transformation of the Teaching Force – Updated October 2018," Consortium for Policy Research in Education (CPRE), https://repository.upenn.edu/cgi/viewcontent.cgi?article=1109&context=cpre_researchreports, 2018.