I don't know anyone who has ever returned a fridge. I know plenty of people who have bought one though. Can't say I find your argument all that convincing as a result.

A more effective ad targeting model would advertise fridges to the friends of someone who recently bought a fridge though, due to a) keeping up with the Jones' effect, and b) friends are likely at similar life stages, ie. getting married, buying a home, etc.