My general question is if I have many miles on one program (lets say AA or BA) and then I fly another partner airline (like Finnair). What is best way to save miles? Should I give Finnair my AA or BA numbers or start fresh with Finnair Plus?

Although I use specific airlines here - the question applies to all group programs . .shoudl I stick with one airline program within each group program or not?
Thanks!