National civil-service aptitude item 13: A report using public-policy evidence finds two variables rise together. Which interpretation is most careful?

A. No relationship exists because the study is observational B. The sample result guarantees the same effect in every population C. Correlation proves the first variable caused the second D. The evidence supports correlation but does not by itself establish causation