The problem vanished
I think it was related to an OwnCloud problem that also lead to degrading contact pictures in my case. After updating OwnCloud from 7.0 to 7.0.1, the issue with the contact pictures is gone and since then no speed dial assignment got reset. I also updated DAVdroid to the current version in between.