Why do stained glass windows have pictures on them in church?

Most often in Catholic churches, these pictures are the Stations of the Cross. The old church I attended as a child also had a brass plate under the window that explained each beautiful piece of the stained glass art along with the number of the Station of the Cross. These plaques were on the inside of course.