Using a higher voltage and temperature rating will make the cap last
longer.
This is a theory that I have heard, but I don't particularly buy it. I
have exceeded this theory, and had no problems:
It is better however to have at least a 50% saturation of the cap. This
means using a cap of more than double the voltage rating required, may
make it not function as well, because it may not be saturated properly.