According to an article in the Economist, historian David Faure has argued that the Chinese economy failed to grow rapidly during the nineteenth century because "family-run companies ... could not raise sufficient capital to exploit the large-scale opportunities tied to the rise of the steam engine, notably railways and (with limited exceptions) global shipping and automated manufacturing." How did the United States solve the problem of firms raising enough funds to operate railroads and other large-scale businesses?