Simpson Paradox


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Vector algebra provides a simple explanation to the Simpson paradox.

With the help of the above applet, it is easy to find four vectors Ai = (xai, yai) and Bi = (xbi, ybi), i = 1, 2, such that:

  1. ybi/xbi > yai/xai, i = 1, 2, whereas

  2. (yb1 + yb2)/(xb1 + xb2) < (ya1 + ya2)/(xa1 + xa2).

1. means that Slope(B1) > Slope(A1) and Slope(B2) > Slope(A2). However, this does not imply the same inequality for the sums: Slope(B1 + B2) > Slope(A1 + A2) may not be true.


  • Parrondo Paradox
  • Parrondo Paradox: an Interactive Gizmo
  • Parrondo Paradox Via Simpson Paradox
  • Simpson Paradox
  • Ratchet Effect

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