There simply was not enough in the way of profits to feed and take care of everyone there. Consequently, many left for the factories to help relieve the burden on their farms. Innovations in transportation technology also led to this shift.
If you were taking about the Great Depression I would say they done this because lots people wanted to find work as many business were out of business, and they only work they could yet it’s to work at a mill
