Relative gravity and speed both come into play. The effect of the latter is greater than the former in this case.
You are correct. I was thinking about the effects for the Apollo missions, where they did age faster.
Also, GPS clocks run faster than Earth-bound clocks, but they are at a higher altitude than the space station.