1. A system for transforming domain specific unstructured data into structured data, said system comprising: a digital processing apparatus executing programs of machine-readable instructions: an intake platform operating through said digital processing apparatus, said intake platform comprising: an intake acquisition module acquiring structured data, semi-structured data, and associated metadata related to a domain and problem of interest, said intake acquisition module developing baseline data related to said domain and problem of interest from said structured data, semi-structured data, and associated metadata; an intake pre-processing module receiving structured and unstructured content related to said domain and problem of interest; an intake language module providing word equivalents to words within said structured and unstructured content according to said domain and problem of interest; an intake application descriptors module providing definitions of key descriptors within said domain and problem of interest; and an intake adjudication module processing said structured and unstructured content using said baseline data, said word equivalents, and said key descriptors to develop a workflow for classifying said structured and unstructured content for said domain and problem of interest; and a control platform comprising: a control data acquisition module identifying data acquisition and data analysis errors relating to said receiving of said structured and unstructured content and said classifying of said structured and unstructured content; a control data consistency collator analyzing states of said data within said workflow to identify state errors; a control auditor monitoring sources of said structured and unstructured content and monitoring said data within said workflow to identify source and processing errors; a control event definition and policy repository maintaining policies for resolving said data acquisition and data analysis errors, said state errors, and said source and processing errors; and an error resolver resolving said data acquisition and data analysis errors, said state errors, and said source and processing errors according to said policies; and an output operating through said digital processing apparatus, said intake output outputting results of said workflow, said results of said workflow comprising said structured and unstructured content classified into structured data enabled to be used in data analytics.