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This video discusses identifying the average treatment effect using the example of charter school attendance. The main challenge is the inability to observe both potential outcomes for each individual. In this instance, the outcome is whether or not they graduate from college. Those who went to the charter school are denoted as Y=1, while those who did not are denoted as Y=0.