What test should I use to compare two time series? For example, lets say the time series I want to compare are the unemployment rate, and the annual change in CPI. Or how about the annual hours of sunlight in New York City vs the Purchasing Manager's Index (PMI)? I know this latter example is ridiculous, but indulge me for the sake of the question.