We propose a framework to define dimensions of Borel measures in a metric s
pace by formulating a set of natural properties for a measure-dimension map
ping, namely monotonicity, bi-Lipschitz invariance, (sigma-)stability, etc.
We study the behaviour of most popular definitions of measure dimensions i
n regard to our list, with special attention to the standard correlation di
mensions and their modified versions.