This study investigates how judgments of explanatory power are affected by (i) the prior credibility of a potential explanation, (ii) the causal framing used to describe the explanation, and (iii) the generalizability of the explanation. We found that the prior credibility of a causal explanation plays a central role in explanatory reasoning: first, because of the presence of strong main effect...