A method, system, and machine-readable medium for transforming raw data into business intelligent data that provides a reliable, consistent value and other associated data for the data element is provided. The method includes determining a most frequently occurring value of the data element from a plurality of regulated data sources, determining a value from a highly ranked regulated data source based on a ranking of a plurality of regulated data sources, and determining a value from a highly ranked non-regulated data source based on a ranking of said plurality of non-regulated data sources. The method further arbitrates from among the determined values and stores information regarding the consistency and origin of the arbitrated value.