Along with the quantitative and valuation analysis, they also look at: key success factors, key risk factors, the competitive landscape, insiders, institutional holdings, what type of institutions are holding the stock, and catalysts that might drive the stock up (or down).
FORBES: Quant / Value Stocks From My Class at Ross