The poem describes a student named Betty Sue who took an AP exam and received a score of zero from the chief reader Rosenstein. Rosenstein details Betty Sue's work on one problem, noting multiple small errors that each resulted in deducting points from her score, ultimately leaving her with a score of zero. The poem humorously portrays how easily a top student can be downgraded for minor mistakes.