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Avoid fancy formatting in column titles and headers when data is being analyzed in programs like R or imported into a database to prevent errors. Inconsistent naming conventions and special characters like exclamation points or asterisks can also cause confusion and errors during analysis or importing. Check for inconsistencies in the titles and avoid using special characters that may hinder import or analysis, such as the hashtag symbol instead of the word "number." Inconsistencies with capital and lowercase letters should also be avoided.