Largest possible covariance

Two random variables satisfy Var(X1)=24\operatorname{Var}(X_1) = 24 and Var(X2)=6\operatorname{Var}(X_2) = 6. Over all joint distributions consistent with these variances, what is the maximum possible value of Cov(X1,X2)\operatorname{Cov}(X_1, X_2)?

Show hints (2)+
  1. Write Cov=ρσX1σX2\operatorname{Cov}=\rho\,\sigma_{X_1}\sigma_{X_2} and recall ρ1|\rho|\le 1.
  2. The max is Var(X1)Var(X2)\sqrt{\operatorname{Var}(X_1)\operatorname{Var}(X_2)}, at ρ=1\rho=1.

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Asked at: IMC, Two Sigma

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