Which statement best describes the meaning of a point $(x,\hat{y})$ on the least-squares regression line?

Observed value of $y$ for a given $x$

Average of all $y$ values in the dataset

Maximum value of $y$ for a given $x$

Predicted value of $y$ for a given $x$ according to the regression equation