Abstract: A system for data mapping and transformation receives load data from a freight broker. The system extracts a set of data elements from the load data. The system determines that set of data elements includes anomalous data indicating that the set of data elements comprise incomplete or incorrect information. The system transforms the anomalous data to correct information retrieved from trusted sources. The system associates each data element to a respective data element in a mapped dataset. The system determines the identity of entities indicated in the load data. The system communicates the load data to a factor entity based the determined identity of the factor entity. The system performs a similar operation on other received messages.