The Online Task Management System (OTMS) is built to organize an organization resource and therefore enhance assignment’s performance by assigning, the required tasks, identify users, their full details, and even their working progress while estimating their working performance. The proposed system also compliments the interaction between the administrators, users by providing an efficient interface to accomplish goals on the web hassle freely. OTMS covers all activities related to the search for, finding, distribution, monitoring, and forecasting of the performance of every organizational asset. It is the responsibility of administrators to ensure that the school has a proper data base system in which the performance of the peer can be determined from. Thanks to the machine learning solution, this system can even predict such organizational performance based on individual peer analysis, which in turn is helpful in the organization’s growth.