Accurate input data sets is the key to the success of any Artificial Intelligence (AI) initiatives. Structured data are critical for delivering evidence-based health care and developing any AI algorithm. Codified data allows computer applications to process information with a much higher degree of accuracy. Codification of health data is the expertise of HIM Coders. Clinical Models development and refinement for prediction and quality improvements.