Swarm is a browser-based platform offering team-driven data preparation and a centralized data marketplace to speed collaboration and drive governance across the enterprise. KwowledgeSTUDIO is a wizard-based predictive analytics and machine learning solution that makes data science powerful but not complicated. Organizations are challenged by not having enough resources to leverage data science as a means to enable new insight from data that can influence strategic business decision making. Often data preparation and data science tasks are completed by siloed teams, with no controls or lineage, forcing continuous investigations of models to establish trust in the process and the data used. Lack of confidence in the data science approach leads to delays in creating outputs for the business to use.