Multiplicative processes (like wealth accumulation through compound returns or contagion dynamics) generate fat-tail distributions because exponentiating a thin-tail base distribution creates fatter tails; specifically, exponentiating a Gaussian yields a log-normal distribution, and exponentiating a gamma or exponential distribution yields power-law distributions.