Work-item notification classifier

A computer program product for predicting a classification of a work-item notification, the computer program product comprising:

• one or more computer-readable storage media and program instructions stored on the one or more computer-readable storage media, the program instructions comprising:
• program instructions to analyze a new work-item notification using a trained binary classifier that was trained using at least a past and/or current work-item history that was collected as a tuple that includes the following information:
• workitem-ID, actor, timestamp, attribute, work-item start-value, and work-item end-value;
• and
• program instructions to predict a classification of the new work-item notification, in response to analyzing the new work-item notification, wherein the classification is used for display of the new work-item notification.

A computer system for predicting a classification of a work-item notification, the computer system comprising:

• one or more computer processors;
• one or more computer-readable storage media;
• program instructions stored on the computer-readable storage media for execution by at least one of the one or more processors, the program instructions comprising:
• program instructions to analyze a new work-item notification using a trained binary classifier that was trained using at least a past and/or current work-item history that was collected as a tuple that includes the following information:
• workitem-ID, actor, timestamp, attribute, work-item start-value, and work-item end-value;
• and
• program instructions to predict a classification of the new work-item notification, in response to analyzing the new work-item notification, wherein the classification is used for display of the new work-item notification.