Abstract: A monitoring system can include a dashboard including a graphical user interface display space, and a digital twin validation system including a processor configured to perform operations. The operations can include rendering, in a graphical user interface display space, a first interactive graphical object characterizing a first input value indicative of a first oil and gas machine of a plurality of oil and gas industrial machines. The operations can also include receiving data characterizing user interaction with the first interactive graphical object and indicative of the first input value. The operations can further include determining, by a predictive model, data characterizing a characteristic property of a plurality of components of the first oil and gas machine over a first time period.