Abstract: A method of persisting and performing a clustering analysis through use of a large data electronic file system includes generating a job identifier and linking the job identifier with a configuration identifier, a plurality of model identifiers and a plurality of data regularization identifiers. Each of the configuration identifier, model identifiers and data regularization identifiers are stored in respective management tables of the file system along with meta-data indicating a physical location of an analysis configuration, a physical location of a data regularizer and a physical location of a clustering model, respectively. The method further includes specifying the job identifier to a clustering analysis application causing the analysis configuration, the clustering models and the data regularizers to load into the clustering analysis application and receiving a plurality of scores resulting from a cluster analysis performed by the clustering analysis application based on the job identifier.