Data-driven decision making is the practice of basing decisions on the analysis of data rather than purely on intuition.
Source: Brynjolfsson E., Hitt L.M., and Kim H.H (2011). Strength in numbers: How does data-driven decision making affect firm performance? Working paper. Online: http://ssrn.com/abstract=1819486.