I've never bought without hearing, but I have bought without listening. I buy almost exclusively used speakers. I will always make sure all the drivers work and there are no defects, but I have found there is not much point in focused listening until I get them home.
That is of course after research and being interested in a specific set. Then I probably know I'll like them enough to give them a real try at home.