The correct spelling for "fourties" is "forties". This common mistake often occurs due to the similarity in pronunciation. To avoid confusion, remember that "forties" refers to the decade, while "fourties" is an incorrect spelling. Double-checking and proofreading one's work can help catch such errors and ensure accurate writing.