In AI, psychology, and education, a growing body of research supports
the view that learning is a goal-directed process. Psychological exper
iments show that people with varying goals process information differe
ntly, studies in education show that goals have a strong effect on wha
t students learn, and functional arguments in machine learning support
the necessity of goal-based focusing of learner effort. At the Fourte
enth Annual Conference of the Cognitive Science Society, a symposium b
rought together researchers in AI, psychology, and education to discus
s goal-driven learning. This article presents the fundamental points i
lluminated at the symposium, placing them in the context of open quest
ions and current research directions in goal-driven learning.