So if a distribution exists and the data scientist is aware of it and knows hed need to match it within some deviation then that is pretty trivial to do in not too much time of coding and not too much runtime. If guy doesn't have that and doesn't know hes party to a fraud then its just as easy, random match first names and last names from a limited list. There's no training scenario imaginable that would be taking into account some particular name details. Guy was probably paid near 10k per hour, which I don't know, might trip me up a bit.