The vast availability of digital traces of unprecedented form and scale has led many to believe that we are entering a new data revolution. Will these new data sources and tools allow us to improve business processes in transformative ways? Vyacheslav Polonski argues that the more data is available, the more theory is needed to know what to look for and how to interpret what we have found.