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OBJECTIVE The purpose of this research study was to design and pilot a predictive hiring model to improve the hospital's operational vacancy rate and reduce premium pay expenses. BACKGROUND According to Purcell, the average nursing turnover rate is at 18.2%, and the new-graduate nurse turnover rate is higher at 35%. With turnover rates high for nurses, the importance of recruiting, hiring, and training the new nurse needs to be completed as soon as possible. Often, a nurse manager cannot interview and hire into a position until it is vaca