COMPUTER-BASED SYSTEMS AND METHODS FOR INSTRUCTIONAL AND BEHAVIORAL RECOMMENDATIONS

摘要

Computer-based systems and methods for instructional and behavioral recommendations, such as educator coaching recommendations and intervention plans, are provided. The system processes disparate education-related data, processes the data using a computationally-efficient, matrix-based recommendation algorithm, and identifies needs and resources by using student related data to determine which students require support, organizes students into groups, and generates a customized intervention plan for a coach. The system can automatically identify and confirm data file types prior to uploading the data, and it can accommodate student data stored in a variety of file formats. Additionally, the system can execute one or more machine learning algorithms which process data relating to educator interventions in order to more rapidly generate recommendations for coaches, and to improve future recommendations by the system.