The correct spelling for "autoocorelation" is "autocorrelation". Autocorrelation refers to the correlation between a time series and a lagged version of itself. To avoid misspelling, use spell-checkers or refer to reliable sources. Building vocabulary skills and practicing proofreading can also help in avoiding such errors.