Preheat oven to 350°F. Spray an 8-inch square baking pan with cooking spray.
Mix brown sugar and butter in a large bowl until combined. In a separate bowl, mix flour, oats, baking powder, and salt. Add to the butter mixture and mix until combined. Press half of the oat mixture into the bottom of the prepared pan.