At Schweitzer Engineering Laboratories in Pullman, Wash., workers take classes in algebra, physics and writing in the factory complex and can check out books from a company library.

AT&T Inc. is investing more than $1 billion to retrain over 100,000 workers through a patchwork of classes and programs that are helping them retool the Dallas-based company.

And...