This paper explores how data serve as evidence for phenomena. In contrast t
o standard philosophical models which invite us to think of evidential rela
tionships as logical relationships, I argue that evidential relationships i
n the context of data-to-phenomena reasoning are empirical relationships th
at depend on holding the right sort of pattern of counterfactual dependence
between the data and the conclusions investigators reach on the phenomena
themselves.