Center for Research in Securities Prices (CRSP). The standard for academic research in finance, accounting and economics, the CRSP database includes stock prices, trading volume, returns and shares outstanding for securities with primary listings on the NYSE, NASDAQ, AMEX and ARCA exchanges.
A guide to getting started with CRSP is available for Download as a PDF file.