I think many of the responses to the IQ and g discussion have mistaken models of cognition and validity that underlie them. I will just summarize these by making two points. The first is that measurement devices, such as IQ tests, are valid or reliable and do not embody multiple validities or reliabilities. Since there are a few ways validity and reliability are estimated, the tendency is to think that a measurement tool embodies multiple validities and reliabilities. There is only one validity and this is determined by 1) the logical integrity of the theory that defines the construct and the 2) mapping of the construct on to a measurement device. The measurement device can include a multiple choice test, recall test, self-report questionnaire etc., whatever matches the theoretical model of the construct. Empirical studies are then conducted to test hypotheses about the mapping of the theory to the device. These studies have been given different names that we are all familiar with, such as criterion validity, concurrent validity etc. This suggest that there are different validities for each test. There is only one validity, construct validity, and this is estimated using a variety of empirical studies. However, no empirical study can provide evidence for the validity of a measurement device if the theoretical model defining the construct is vague. Since this is a teaching forum, the example I present in class is a set of validity coefficients for a test I refer to as the Spelling Test from the Wide Range Achievement Test. These include factor analyses and prediction studies, using the test to predict grades and other criteria. I then reveal the test items. The first item is the first item from the Arithmetic subtest of the WRAT, something like 7+5=?. The correlations I presented were all studies of the Arithmetic subtest. They appear very convincing and they are generally in the same range as the correlations of the Spelling subtest. The point is that the constructs were extremely different and the correlation patterns were indistinguishable for both constructs. The only way I know this is because I have theoretical models of Spelling and Arithmetic that are clear and distinct. Validity (i.e. Construct Validity) is in the theoretical understanding of the theorist, not determined by empirical studies. IQ and g are not theoretically clear. Their validity is consequently unknown even if the device called an IQ test correlates with other measurements in expected directions and magnitudes. Once you get to the level of IQ battery subtests, many of these problems become clear. Just as an example, it is clear from item examination and factor analyses that the Information, Vocabulary, Similarities and Comprehension subtests of the WAIS just measure a better-defined construct called Semantic Knowledge. If you are familiar with the subtests, just think about this as a theoretical possibility. For example a Comprehension subtest item, "Why do we pay taxes?" requires the semantic knowledge associated with the word "taxes". It is just another way of asking for the definition of the word "taxes". These subtests are grouped by the test developer under a construct called Verbal Intelligence. All the Performance subtests group together because they are timed tests. They may also measure other constructs but their common variance is based on the subject solving problems quickly. However, the grouping is given the name Performance Intelligence. The odd couple, Arithmetic and Digit Span, group together because they share variance on Sustained Attention. Kaufman called the grouping Freedom From Distractability. The General IQ score is just the average of all these scores in comparison to the population average of the scores. No factor analysis has ever supported averaging all the subtests. This would require that Semantic Knowledge correlate highly with Sustained Attention etc. The constructs of Semantic Knowledge, Sustained Attention and Timing are much better defined than the constructs Verbal Intelligence, Performance Intelligence and Freedom From Distractability. IQ has no clear definition as a measurement construct; Semantic Knowledge does. The WAIS should be called the Semantic Knowledge, Sustained Attention and Timing Test. There is no g in the WAIS that I can discern. The correlations of the WAIS IQ scores with other tests, grades etc., exists because there is a correlation of semantic knowledge with these other measures. Semantic Knowledge exists but intelligence does not. In as much as semantic knowledge is acquired through reading and education, the correlations of the WAIS with any other measure is just the correlation of one measure of education with other education measures (e.g. grades), or other criteria that are also influenced by education (e.g. occupation success, salary etc).

Somehow, psychologists were given free reign to make assessments and characterize the thinking abilities of millions of people without a clear theory of thinking abilities and how to measure them. Across the Delaware river sits the battleship New Jersey, the first ship whose crew was chosen and placed based on IQ tests. They could have used a Phrenology examination and derived the same results. IQ tests are the biggest flimflam every propagated on the American public. We must abandom them in order to make progress in cognitive assessment.

Mike Williams

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