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Although the correlation between KAIT Crystallized IQ and GAMA IQ was significant, it was of very small magnitude (r = 28) Thus, similar to findings on the WAIS-III and WAIS-R, the GAMA appears to have a small relationship to measures of verbal or crystallized ability, contrasted with moderate relationships to fluid abilities and nonverbal reasoning skills Also, parallel to findings on the WAIS-III and WAIS-R, the GAMA underestimated the KAIT Composite IQ of individuals who scored above average or better on the KAIT Naglieri and Bardos (1997) reported that the GAMA had significant correlations with the KBIT Composite, Matrices subtest, and Vocabulary subtest (r = 70, 72, and 54, respectively) Leverett, Matthews, Bell, and Lassiter (in press) reported a moderate correlation between the GAMA IQ and Wonderlic Personnel Test (r = 46).

as a statistic, and the appropriate critical region is 0 z0 0 z /2, z0 depending on whether the test is a two-tailed, upper-tail, or lower-tail test.

15-4.3

Overall, the relationship with the GAMA to each of these brief measures of cognitive ability further supports the validity of the GAMA as a measure of general intelligence Evaluation Overall the GAMA seems to be a good measure of nonverbal ability, but its reliability and stability.

The following benefits may be expected from applying this pattern:

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In Section 15-3.4 we discussed the comparison of the t-test with the Wilcoxon signed-rank test. The results for the two-sample problem are identical to the one-sample case. That is, when the normality assumption is correct, the Wilcoxon rank-sum test is approximately 95% as ef cient as the t-test in large samples. On the other hand, regardless of the form of the distributions, the Wilcoxon rank-sum test will always be at least 86% as ef cient. The ef ciency of the Wilcoxon test relative to the t-test is usually high if the underlying distribution has heavier tails than the normal, because the behavior of the t-test is very dependent on the sample mean, which is quite unstable in heavy-tailed distributions.

are fairly weak and the IQs it yields do not correspond very well to the IQs yielded by comprehensive tests, especially for high-functioning adults. The subtest reliability and stability are too low to permit meaningful profile interpretation; only the global score should be interpreted. Validity studies indicate that it may be best characterized as a measure of perceptual organization, visual spatial skill, fluid ability, and processing speed. It bears little relationship to verbal abilities as measured by other tests of cognitive ability. The fact that it can be group-administered can be beneficial in many settings, especially in research. Much of the research conducted to date on the GAMA has been with predominantly male samples, so the instrument would benefit from additional data using more female subjects.

EXERCISES FOR SECTION 15-4

15-28 An electrical engineer must design a circuit to deliver the maximum amount of current to a display tube to achieve suf cient image brightness Within her allowable design constraints, she has developed two candidate circuits and tests prototypes of each The resulting data (in microamperes) are as follows: Circuit 1: 251, 255, 258, 257, 250, 251, 254, 250, 248 Circuit 2: 250, 253, 249, 256, 259, 252, 260, 251 Use the Wilcoxon rank-sum test to test H0: 1 2 against the alternative H1: 1 > 2 Use 0025 15-29 One of the authors travels regularly to Seattle, Washington He uses either Delta or Alaska Flight delays are sometimes unavoidable, but he would be willing to give most of his business to the airline with the best on-time arrival record The number of minutes that his ight arrived late for the last six trips on each airline follows.

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