Do national work visas from EU countries work all over Europe?

I am a US American living in Prague. Americans receive an automatic tourist visa for three months when coming to EU countries. After that, one must receive a work or student visa to stay legally. I have one for the Czech Republic. Will this work in other EU countries as well or will I have to get a new work visa for every country I go to?