The process of checking, correcting, and standardizing data for accuracy and consistency, including verifying formats, creating unique identifiers, and categorizing information.
"We have a lot of responses from past marketing efforts, but the data hygiene is very poor—none of the questions asked of users were the same, and the contact information is not checked for accuracy or typos. It would be cheaper to start over than fix it."
