Privacy preserving ai derived simulated world

A computer comprising:

• a processor;
• and
• a computer-readable medium coupled to the processor, the computer-readable medium comprising code executable by the processor for implementing a method comprising:
• a) receiving network data comprising a plurality of transactions conducted by a plurality of actual users and a plurality of actual resource providers;
• b) generating a plurality of simulated users, each simulated user based upon a set of the plurality of actual users;
• c) generating a plurality of simulated resource providers, each simulated resource provider based upon at least one actual resource provider;
• d) executing a simulation using the plurality of simulated users and simulated resource providers;
• and
• e) determining, in response to step d), a plurality of simulated transactions conducted by the plurality of simulated users and the plurality of simulated resource providers.