Disclosed is a system for, and method of, calculating parameters used to determine whether records and entity representations should be linked. Such parameters may be set as negative to account for fields that do not match. The system and method apply iterative techniques such that parameters from each linking iteration are used in the next linking iteration. The system and method need no human interaction in order to calibrate and utilize record matching formulas used for the linking decisions.