 Within the philosophical literature, Simpson’s Paradox received sustained attention due to its implications for accounts of causality that posit systematic connections between causal relationships and probability-raising. Specifically, the paradox reveals that facts about probability-raising will not necessarily be preserved when one partitions a population into subpopulations. This poses a number of important challenges to philosophical accounts of causal inference based on the concept of probability: