The school was founded in 1970 in reaction to the
desegregation of the
McComb, Mississippi public schooling system (
McComb School District). Originally new students were required to have the sponsorship of two families whose children attended the academy and no black students were invited. Asked about the lack of African-American students in 1994 Kathy Miller, administrative assistant at Parklane, told the
Austin American-Statesman that "[w]e have a couple of black students. Well, we have a couple of students named Black." By 2002 Parklane had tax-exempt status and therefore, according to school official Billy Swindle, followed a required non-discrimination policy. no African-American children had attended Parklane Academy as of 2005. However, according to Swindle, "Parklane does have some Asian pupils [in 2002]" noted that "its annual tuition of $2,600 could be an impediment." A replacement building opened on October 23, 2025. ==Athletics==