主权项 |
1. A computer-implemented method for predicting purchasing patterns by modeling the interests of consumers in products based on exhibited online shopping activity, comprising the steps of:
(a) collecting source data from a plurality of sources, wherein said source data includes at least clickstream data and order data for a plurality of customers; (b) aggregating, via a computing apparatus, said source data into a multi-dimensional, multi-resolutional, de-normalized interaction table; (c) deriving, via said computing apparatus, at least one materialized, n-dimensional customer score corresponding to at least one of said plurality of customers based on said multi-dimensional, multi-resolutional, de-normalized interaction table; (d) deriving, via said computing apparatus, at least one run-time, n-dimensional customer score corresponding to said at least one of said plurality of customers from said multi-dimensional, multi-resolutional, de-normalized interaction table; and (e) producing, via said computing apparatus, an e-commerce report, based on said at least one materialized, n-dimensional customer score and said at least one run-time, n-dimensional customer score, wherein said e-commerce report is used to determine the potential interests of consumers in products being offered online and said e-commerce report is accessible to a user. |