This problem is called "the incidence of taxation" and it is well-studied. A great deal of debate about tradeoffs between various sorts of tax rest on how they

This problem is called "the incidence of taxation" and it is well-studied. A great deal of debate about tradeoffs between various sorts of tax rest on how they distribute the incidence of taxation. The larger point is: sometimes a tax increase gets passed on, sometimes it isn't.