As the landscape of work evolves, there is a need for a transformative relationship between humans and machines. In this context, humans and AI must engage in a symbiotic relationship, one in which a human and AI team produce superior outcomes compared to either working individually. We term this concept intelligence augmentation (IA). To achieve IA, workers will have to leverage human judgment such as ethical reasoning and situational decision-making to complement the computational and predictive skills of their machine counterparts.