I like the thoughts in this, but we use a more general solution where we track similar information for all production jobs. Instead of using a manually configured time period for each job we calculate the standard deviation based on the historical job durations and report only when the current run time falls outside of 3 standard deviations. This alerts us to both jobs that run too long or too short, etc.