(@ cesare) I would not say I have an emotional or intellectual aversion to the concept (allowing that one may be wrong even about one's own motivations!).
Nor would I put a great stress on the need to have an explanatory mechanism for phenomena before they are recognised. Evolution and continental drift were both recognised before we had an adequte explanation of how they work. One has to first collect the data, and then attempt to theorise. It would be profoundly unscientific to reject evidence for any phenomena just because explanations are lacking.
But I don't recall anything from the writings of Jung, for example, that compels one to posit any collective unconscious. The idea might be useful in practice, but it seems to me that other theoretical explanations for the phenomena that interested Jung are possible.