**FIRST DRAFT**

The classic case is something called Simpson’s Paradox (Simpson, 1951) in which the differences between two overall percentages can be in the opposite direction from differences between their corresponding subgroup percentages. The well-known mathematician John Allen Paulos (2001) provided the following hypothetical (but based upon an actual lawsuit) example: ................
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