Abstract: An elastic distribution queuing system for mass data comprising: a data source; a matching engine for matching and/or appending a corporate identifier to data from the data source, thereby creating enhanced data; a distributed queuing system which determines how much the enhanced data is being ingested by the distributed queuing system and how many distributed processing nodes will be required to process the enhanced data; a structured streaming engine for distributed processing of the enhanced data from each the distributed processing node; a decision tree engine which identifies at least one data element from the enhanced data and determines a value of importance of the data element; a logistic regression model which determines the probability of failure of a corporate entity associated with the enhanced data based upon the value of importance of the data element; and an output of the results from the logistic regression model regarding the probability of failure for the corporate entity.