12. A computer based system for predicting a data value, said system comprising: a processor capable of executing machine instructions on a first set of data comprising financial data; and the machine instructions including a means for transforming a second set of data over at least one dimension value to create a topic profile and a means for predicting a predicted data value of the first set of data at a predicted dimension value; and the means for predicting the predicted data value of the first set of data further comprises a modeling package capable of: receiving a base dimension value having a base topic value; receiving the predicted dimension value having a different dimension value from the base dimension value; analyzing the topic profile over the at least one dimension value to identify a most similar topic value to the base topic value; the dimension value at the most similar topic value being a selected dimension value; and selecting at least one data value from the first data set at the difference dimension value from the selected dimension value as the predicted data value at the predicted dimension value.
12. A computer based system for predicting a data value, said system comprising: a processor capable of executing machine instructions on a first set of data comprising financial data; and the machine instructions including a means for transforming a second set of data over at least one dimension value to create a topic profile and a means for predicting a predicted data value of the first set of data at a predicted dimension value; and the means for predicting the predicted data value of the first set of data further comprises a modeling package capable of: receiving a base dimension value having a base topic value; receiving the predicted dimension value having a different dimension value from the base dimension value; analyzing the topic profile over the at least one dimension value to identify a most similar topic value to the base topic value; the dimension value at the most similar topic value being a selected dimension value; and selecting at least one data value from the first data set at the difference dimension value from the selected dimension value as the predicted data value at the predicted dimension value. 20. The computer based system of claim 12 wherein the topic is a valence topic.