Before terraforming Mars, Surviving Mars is required: Paradox Interactive; Steam.
Please contact me about board gaming in Orange County.
It's a computer algorithm based on people having the same games in their collections. So, new games aren't recommended because no one owns them yet. A user-interactive system has been suggested many times, but has not been implemented.
One of the best ways to get a recommendation is to post in the Recommendations forum.