Abstract: A system includes reception of time-series tuples of a first portion of business data, automatic generation of a weighted graph describing relationships between the time-series tuples, automatic generation of one or more causal loop diagrams based on the relationships and on one or more knowledge models associated with the business data, automatic transformation of each of the one or more causal loop diagrams into a respective state flow diagram, automatic annotation of each of the one or more state flow diagrams with parameters and equations, generation of a simulated system based on the one or more annotated state flow diagrams, and evaluation of the simulated system based on a second portion of the business data.

Abstract: A system includes reception of time-series tuples of a first portion of business data, automatic generation of a weighted graph describing relationships between the time-series tuples, automatic generation of one or more causal loop diagrams based on the relationships and on one or more knowledge models associated with the business data, automatic transformation of each of the one or more causal loop diagrams into a respective state flow diagram, automatic annotation of each of the one or more state flow diagrams with parameters and equations, generation of a simulated system based on the one or more annotated state flow diagrams, and evaluation of the simulated system based on a second portion of the business data.