Suppose that for r.v.s X 1 and X 2 with respective d.f.s F 1 (x) and F
Question:
Suppose that for r.v.’s X1 and X2 with respective d.f.’s F1(x) and F2(x), it is true that F1(x) ≤ F2(x) for all x’s. Such a relation is referred to as the first stochastic dominance (FSD), and we say that X1 (or its d.f. F1) dominates X2 (respectively, F2) in the sense of the FSD.
(a) Argue that if we follow the rule “the larger, the better” (for example, if the X’s are r.v.’s of a future income), then the r.v. X1 is preferable.
(b) In particular, argue that one should expect that E{X1} ≥ E{X2}. Prove it. (Advice: You may appeal to (6.2).)
(c) Show that the FSD relation is true, for example, if X1 and X2 are uniform on [0,a1] and [0,a2], respectively, and a1 ≥ a2; or if X1 and X2 are exponential with respective parameters a1 and a2, and a1 ≤ a2. In both cases, provide the corresponding graphs.
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