1. A method of performing an adaptive routine workflow, which comprises: selecting an oilfield data set stored in a petrotechnical application; performing an analysis of the oilfield data set using the petrotechnical application to determine multiple analysis outcomes, which comprise a skin thickness and a well performance plot; performing a Monte-Carlo analysis on each of the multiple analysis outcomes; validating at least one of the multiple analysis outcomes; determining a new operational scenario using an updated petrotechnical model and one of the validated multiple analysis outcomes; optimizing the new operational scenario using a computer processor and at least one of a calculated production profile, a forecast and events detected; and adjusting oilfield operations based on the optimized new operational scenario by adjusting a choke and initiating a well workover.