In Maryland, a district's decade of effort to train more than 4,000 educators on how the brain learns best—so they can apply cognitive science in their own classrooms—begins to pay off.

In education, as in psychology, clarity matters. Yet in everyday conversations about teaching and learning, terms like learning theory and pedagogy are often used interchangeably. Phrases such as “We ...