I'm going to wait for more replication before I adjust my priors too much on this. It seems plausible prima facie, but I'm suspicious of their methodology. From the article (I don't have access to the working paper), it sounds like they might have been trying to test the significance of a lot of different variables, and this might just be the one that popped up.