The actionable takeaway for me is to try and solve this problem with some machine learning approaches, since it's simple enough that we compare to exact solutions, but also interesting enough.

The takeaway from a social point of view is that even people working in finance are not very good at playing these games individually. (The companies they work for might still be doing much better as a collaborative effort, and with more simulations and backtesting used.)