"I Miss You" appeared on two United States charts: it peaked at number nine on Bubbling Under Hot 100 Singles, an extension of the "Billboard" Hot 100 chart, and at number ninety-two on the defunct Pop 100.
Pesem je prejela mešane ocene s strani kritikov.