In this book we will detail an innovation in prediction of market stocks solution that is suitable for a specific market target. To do so we go through an approach of management of innovation to find a good idea about where to innovate and how. We define a theoritical framework plus models as bases, a context to innovation, develop a methodology and discuss our results along with pointing the limitation and recommand enhancement of our solution.