One way to interpret a reliability coefficient (often an r value) is as the proportion of variance

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One way to interpret a reliability coefficient (often an r value) is as the proportion of variance in X scores that is stable across occasions of measurement. Why do we interpret r (rather than r2) as the proportion of variance in X scores that is due to T, a component of the score that is stable across occasions of measurement? (See Figure 19.3.)
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