Statistical learning is an academic field and methodological approach concerned with understanding data, building predictive models, and discovering underlying patterns and relationships. It employs statistical methods to infer structure from data, manage uncertainty, and create models that can generalize effectively to new, unseen observations, enabling data-driven insights, prediction, and decision-making across diverse domains.