Random Fractals and the Stock Market

Surrogates of the Stock Market - Differences vs Closing Prices

Here are two graphs, one the closing price of IBM stock from 1959 to 1996, the other is Brownian motion. Can you tell which is which?
Here are the corresponding successive differences: left and right. Now can you tell which is which?
The first difference plot reveals both long tails and dependence, while the second shows neither tendency.
The second is Brownian motion, the first is real data.
The difference plot shows these features clearly, while the plot of closing prices is not so easy to interpret.
This is one of the strengths of plotting differences.

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