If you want to build strong domain authority and have the artist profiles take advantage of the positive metrics & ranking ability of the domain then use: domai

If you want to build strong domain authority and have the artist profiles take advantage of the positive metrics & ranking ability of the domain then use: domain.com/artist (the sub-domains do not always inherit all of the positive metrics and ranking ability of domain.com)