| CPC H04L 63/1466 (2013.01) [H04L 9/0643 (2013.01); H04L 63/1416 (2013.01); H04L 63/1425 (2013.01)] | 9 Claims |

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1. A system for fully integrated collection and analysis of empirical and simulated data and generation of analysis-driven simulations of alternate candidate decisions comprising:
a plurality of computing devices each comprising at least a processor, a memory, and a network interface;
wherein a plurality of programming instructions stored in one or more of the memories and operating on one or more of the processors of the plurality of computing devices causes the plurality of computing devices to:
based on a request for action recommendations from a user device, retrieve a plurality of data from a plurality of sources via one or more data networks;
receive a plurality of analysis parameters and control commands via the one or more data networks;
aggregate and store retrieved information for analysis;
perform a plurality of analyses and data transformations or simulations on the retrieved data based on the analysis parameters;
augment the results of data analyses and transformations or simulations with domain-specific machine learning based at least in part on the retrieved data and the received analysis parameters and control commands;
automatically generate and execute one or more viable action pathway simulations using the augmented results; and
present recommended actions to the user device.
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