Due to the school's reputation, area parents are perennially opposed to changing the attendance boundary of the school; circa 2004 there was a proposal to rezone parts of the Stonewall Jackson zone to Robert E. Lee Elementary School (now Geneva Heights Elementary School), an underutilized school which did not have the same reputation that Stonewall Jackson had; area parents campaigned to instead build portable buildings on the campus of Stonewall Jackson to accommodate more students.