The predicted value of (y-hat) is the value that yi takes on when xi equals 0. It represents the effect that a one-unit change in the dependent variable is expected to have on the independent variable, holding all else constant. It is calculated by multiplying the slope by a specific xi and then adding that value to the intercept. Additionally, it is the observed value of the dependent variable that is associated with a specific value of the independent variable.