Data management system for tracking and optimizing medical clinical performance

A web-based data management platform for accelerating the acquisition of a requisite skill level for a healthcare professional and providing users of the platform with real-time skill acquisition ranking information of each healthcare professional, the platform comprising:

• a computer, a server or data storage system, a user interface, a non-transitory computer readable medium storing computer program instructions, software for analyzing the input data and providing an output, and a data array, wherein the platform is configured to perform acts comprising:
• a) acquiring updated data from disparate systems of a preselected set of tasks, a list of completed tasks for a healthcare professional, evaluations of task performance for the healthcare professional, and a clinical schedule that defines the tasks available to be performed by the healthcare professional, wherein the updated data acquired is in a non-standardized format;
• b) converting the acquired data into a standardized data format;
• c) statistically modeling the professional's progress in acquiring the requisite skill level based on the standardized acquired data, the method of statistical modeling comprising the steps of:
• performing a Markov Chain Monte Carlo (MCMC) statistical sampling method calculation from distributions of relevant parameters for each of a peer group of subordinate healthcare professionals and associated supervisory healthcare professionals for each task in step a), and based thereupon
• estimating a posterior distribution of learning curve parameters of each subordinate healthcare professional for each step of each task in step a),
• d) comparing the statistical model of the professional's progress to a preselected set of standards to rank the healthcare professional versus the standards and providing that rank to users via the user interface so that each user has real-time access to up-to-date ranking information;
• e) integrating the standardized acquired data into a workflow that efficiently allocates the tasks available and simultaneously facilitates the acquisition of the requisite skill level by the healthcare professional;
• and
• f) prescribing a next task to be performed to by the healthcare professional according to the workflow and the statistically modeled progress of the professional.