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I'd assume that statement presupposes a normal distribution. Is the stock market return normally distributed?

It's a power law distribution (Mandelbrot's work). That's why these numbers are outlandish.

Stock returns are modeled based on the assumption that they are lognormal.

Whether they really are is a different story.