From companies trying to resolve data security risks to coastal communities preparing for rising sea levels, solving modern problems requires teamwork that draws on a range of expertise and life experiences. Yet individuals receive little training to develop the skills that are vital to these collaborations. A new scientific report identifies the essential components of collaborative problem solving and shows how integrating knowledge from diverse fields will be essential for training these abilities.