Advisors and websites often show clients the results of large numbers of Monte Carlo simulations. It is hoped that clients will be calmed by pursuing avenues predicted to have a 90% chance of success.

In 2010 I helped a startup IPO by creating a custom Monte Carlo planning tool in C# that estimated the likelihood that their new small business product would ship on schedule. The output of this tool ...