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Consider the following estimated equation using OLS based on a random sample of 6763 individuals, where is the natural logarithm, is a dummy variable that is equal to 1 if person is female and 0 otherwise, and is the number of years of university education that person has. Suppose we suspect that the variation of around its conditional mean is larger for women than it is for men. Which of the following statements is true?