Questions / Quant research, Probability & inference

Zero correlation is not independence

Applied, about 6 minutes. Question R005.

X is uniform on [−1, 1] and Y = X². What is Cov(X, Y)?

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Answer: 0 units²

  1. Cov(X, X²) = E[X³] − E[X]E[X²].
  2. By symmetry E[X³] = 0 and E[X] = 0.
  3. The covariance is 0, though Y is a function of X.

Interview shortcut. Odd moments vanish: Cov = 0.

Takeaway. Zero covariance is not independence.

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