One of the biggest advances in economics in the last decade came courtesy of newly available data on college majors. A spate of papers has examined this data using sophisticated econometrics. In brief: college major matters more than we thought it did.
The WSJ has a handy table summarizing the data. And you won't be surprised to see which major is on top.