A random-neighbor extremal stick-slip model is introduced. In the thermodyn
amic limit, the distribution of stares has a simple analytical form and the
mean avalanche size, as a function of the coupling parameter, is exactly c
alculable. The system is critical only at a special point J(e) in coupling
parameter space. However, the critical region around this point, where appr
oximate scale invariance holds, is very large, suggesting a mechanism for e
xplaining the ubiquity of power laws in nature. [S1063-651X(99)06105-X].