An integrated highly automated competition system allows for selection of one or more competition winners. Documents can be submitted electronically or by hardcopy. Document submissions are checked against databases to determine duplicate existence by a variety of information extracted from the documents. Candidates are filtered by one or more filters requiring candidates meet completeness qualification, eligibility, and partner/discretionary standards. Candidates are evaluated by one or more readers and scored on a plurality of cognitive and non-cognitive variables. Readers are monitored and corrective action is taken when reader evaluations are determined to require corrective action. Candidates are selected by a two stage process first using raw read scores and then using a successive weighted read score iteration or tie-breaking stage. Winning candidates are subject to progress tracking and re-qualification prior to receiving award payments.