Digital marketing has become more complex not only in terms of the various new communication channels that have emerged but also in terms of the analysis now required to make sense of customers and prospects and their preferences. Companies are now using a variety of tools to understand the behavior and preferences of customers, prospects and leads. From social media listening to predictive and big data analytics, companies now enlist a variety of resources to understand customer responses to their digital marketing efforts.