Suppose you are interested in estimating the causal effect of providing a clean source of water on the health of villagers in some country. To study this question, you choose two villages from the target country that have similar observable demographic characteristics. After selecting the two villages, you then go to the villages and measure baseline health outcomes. [Note that this means that baseline health outcomes are NOT included in the set of variables you used