More political agitprop does not necessarily lead to more informed voters. Is there any real-world data on the relationship between political campaign spending and voter knowledge (once you pass the very low bar of "oh, there is an election and X, Y, and Z are on the ballot")?

Well, for starters it helps to also have some information about who X, Y, and Z are.