1. A method comprising: identifying a plurality of data sources, wherein at least a first data source is more accurate than a second data source; identifying a plurality of overlapping attribute segments to use for comparing the data sources; calculating a factor as a function of each of the plurality of overlapping attribute segments; and using the factors to update a first group of values in the second data source to reduce bias.