Is the story behind song and movie Harper Valley PTA true?

No. The title song that inspired both a movie and television series Harper Valley PTA was an imaginative tale concocted in 1968 by country songwriter Jeannie C. Riley while visiting her mother for Mother's Day in Nashville while the movie was an adaption of the song.