1.) Warranty/Reliability - I've only had one hard drive fail, but they seem to be getting slightly less reliable. I stick to brands I know and don't cut corners for a good deal.
2.) Performance - seek times, read/write, etc.
3.) Noise issues or vibrations, heat issues (laptop drives only)