The first are simple systems which are characterized by only a few variables or agents, and which can be described by perhaps a handful of equations (or even one).
The second are systems which are characterized by disorganized complexity. These may consist of huge numbers of agents or variables, and their interactions cannot be described by simple equations; yet the overall system is well-described statistically through averages and can be described as being stochastic. Such systems are typically characterized by a stable equilibrium, provided there are no external shocks to the system. They are incapable of generating internal shocks or surprises. For example, you might consider the distribution of air molecules in a room. You may not be able to predict the motion of any particular air molecule, but you can be reasonable certain that the global population won’t do anything unexpected (like all move into one side of the room leaving a vacuum on the other side). Continue reading