One of the areas that data science can have the greatest impact in terms of money connects to data science applied to hedge fund and other financial trading efforts.
By at least a few centuries. I found this tidbit on candlestick charts in Wikipedia: http://en.wikipedia.org/wiki/Homma_Munehisa It turns out that sort of chart was invented in the 18th century.