Deriving A Bridge to Transfer Unknown (Probabilistic) Times to Known (Deterministic) Times to Allow Confidence Level Estimates for a Time/Cost Tradeoff: A Critical Analysis of PERT/CPM Procedures
DOI:
https://doi.org/10.23055/ijietap.2010.17.3.378Keywords:
Program Evaluation Review Technique, PERT, Critical Path Method, CPMAbstract
Network analysis is the examination of activities grouped together by estimated completion times and precedence. Program Evaluation Review Technique (PERT) determines a network’s critical path. The critical path, or the longest path through the network, has no “slack” and is the earliest the project can be completed. Included in this stochastic analysis is the critical path’s variance. By using the variance and assuming the normal distribution, the analyst can determine the probability for project completion on schedule. Without this confidence level adjustment, there is a 50% probability that the project will be completed on time. Critical Path Method (CPM), which is deterministic, uses the same definition for the critical path and emphasizes time/cost tradeoff. However, the two methods are not completely compatible. Since the 1950s textbook writers and software producers have attempted to combine these methods. The problem occurs when the PERT analysis projects a project out to a specified confidence level and then a project manager places the activities’ times into a CPM network. Rather than the cost/time trade-off analysis incorporating calculations that provide a probability of completion at the desired confidence level, the probability of completion is reduced to the original 50%. This may explain why projects are not completed on time. Rather than reconciling the differences, current literature attempts to combine the two and states that there are no differences. This project consisted of the following: conducting a random100 iteration network simulation, developing a heuristic that allocates expected times for each activity, validating the heuristic by testing 60 networks at 90, 95, and 97.5% confidence levels, and conducting a CPM analysis at 95%. Results using the heuristic revealed a successful allocation of projected activity times at 0.00 percent error. This significant research will assist engineers and managers in making more realistic project completion and cost projections. These findings have a potential for initiating changes in operations research/management science textbooks and in project management software.
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