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Monte Python Simulation: misunderstanding Monte Carlo

One topic that came up from the Cost Accounting camp was the use of numerical methods as estimation tools, in particular Monte Carlo Simulation. I questioned the method’s applicability in this case and ended up a side conversation with the lovely Troy Magennis He asked me to elaborate on this, and in particular about where I think Monte Carlo is useful and where it is misapplied.