Big Data projects are often still conceived and executed like any other productivity- and efficiency-oriented IT project: Define the desired result, specify the technology, develop plans for implementation and training – execute. We find that a systematic exploratory and iterative approach – very similar to Design Thinking – most of the time yields more of the desired predictive results that in turn may lead to significant innovations.