Put slightly more simply: the acceleration due to gravity at a certain point on Earth is constant for every possible object that could occupy that certain point. The units that you came up with earlier, meters per second per second per second, is the rate of change of the acceleration, referred to in physics as the "jerk" of an object. While it is true that as you get closer to or farther away from the center of the Earth, the acceleration due to gravity increases or decreases, respectively, the effect is so miniscule that unless you're dealing with changes in position of thousands of meters per second straight toward the Earth (and then from a fairly low altitude, which means into the Earth, and practically impossible for our purposes), the jerk of the accleration due to gravity is negligible.