“…Studies on causal attribution (see Ahn & Kalish, 2000;Kelley, 1967;Schultz, 1982;White, 1995White, , 2000Wimer & Kelley, 1982, for milestone works on the issue), and counterfactual reasoning (Byrne, 1997;German & Nichols, 2003;Roese, 1994;Walsh & Byrne, 2004) are definitely necessary for understanding how people think about causes and effects. However, our main interest is the psychological and epistemological problem of how causal knowledge is acquired from noncausal previous experience.…”