The paper explores how the city of Clevelands leading inventors and technologically innovative firms obtained financing, and finds that formal institutions, such as banks and securities markets, played only a very limited role.
Geography
Link
http://www.cwru.edu/artsci/isus/pdfiles/economyofcleveland.pdf