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Suppose we have n independent observations on (Y,X), where both Y and X are scalar random variables. Consider simple linear regression of Y on X

Suppose we have n independent observations on (Y,X), where both Y and X are scalar random variables. Consider simple linear regression of Y on X and simple linear regression of X on Y , where both models have an intercept. Under what assumptions would the least squares estimators of the slopes be the same in each regression, and the least squares estimators of the intercepts be the same in each regression?

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