The section "Missing Data" from the National Cancer Institute's NCI Thesaurus defines missing data as required or expected information that is not present, potentially due to non-completion or corruption.The section "Missing Data" from the National Cancer Institute's NCI Thesaurus defines missing data as required or expected information that is not present, potentially due to non-completion or corruption.