This document discusses record linkage and privacy issues related to big data. It describes Intelius' "Vulcan" record linkage engine which uses machine learning to match records across databases. While this allows benefits like verifying identities and backgrounds, it also risks privacy breaches if abusive individuals can find protected information. The document advocates working with advocacy groups and allowing opt-outs to mitigate privacy risks while maintaining accuracy in record matching.