This invention relates generally to systems for improving data entry and proofreading efficiency and particularly to a system which applies digital image scanning in combination with digital graphics as a means to achieve juxtaposition with respect to data entry and proofreading, and which further intelligently embeds errors as a statistically verifiable means to provide operator feedback and moni