Autonomy is often misspelled as "atounomy". To rectify this error, one should ensure that the correct spelling is used. Memorizing and practicing the correct spelling can aid in avoiding this mistake. Additionally, utilizing spell-check tools or consulting dictionaries can help provide accurate suggestions for the spelling of the word "autonomy".