INITIATING RECOVERY OF AN EXECUTING TASK USING HISTORICAL INFORMATION AND TASK INFORMATION

Systems and techniques to manage tasks in a data processing environment. In general, in one implementation, the technique includes monitoring a task in a data processing environment and, using an instance of a distributed application, assessing when to initiate recovery of the monitored task based on an expected execution time derived using the task's associated class and historical execution times. In another implementation, the technique includes forecasting an execution time of a task in a data processing environment using a class of the task and historical task execution times as input into a statistical analysis tool comprising multiple interconnected processing elements and servicing the task based on the forecast execution time.