Subtraction is the mathematical operation of taking away or removing a quantity from another quantity. The document uses the example of starting with 5 bananas, giving 2 bananas to a brother, and using subtraction to determine how many bananas are left, which is 3 bananas since 5 - 2 = 3. Subtraction allows us to solve word problems involving taking quantities away from other quantities.