If you haven't already, read the part of the paper where they talk about hardware and roofing stores. They ran some clever analyses to see whether the effect was caused by a love of alliteration (for example someone named Herman decides to go into hardware so he can call his store Herman's Hardware) and the results suggested this wasn't the explanation.