Transfer learning is nothing like a silver bullet. True, it has become an important work around but it's no panacea and the track record is at best mixed.

People already use it quite a lot. More importantly they misuse it a lot. I'd be less concerned with increasing the usage, and more concerned that the people using it understand the implications and trade offs.