This framework helps you identify what data should be de-identified, and how to do it.
An editable Google Spreadsheet that lists common variable types from the fields of health, education, finance, environmental, political, a list of de-identification solutions for these types of data, and some suggestions about what forms of de-identification are most useful for each type of data.