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The following problems were addressed and steps undertaken:
*Executives (both Company and Fund executives) have multiple job titles- the first listed title was taken (requires rekeying)
*Executive Name Prefixes were parsed for Dr and Ms (recorded as binary codes)
*The Company and fund zip codes were standardized to 5 digits
*Anglicized First Names and genders were (incompletely) identified using the [[SSA Baby Names | U.S. Social Security Administration Baby Names list]]
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