specifications. After a set of test items of the correct types are created, the items are pilot-tested with students to see whether they are at the appropriate level of difficulty and are technically sound in other ways. On the basis of the results of the pilot test and expert reviews, the best test items are selected to be used on the final test. It is generally more difficult to design items at higher levels of cognitive complexity and to have such items survive pilot testing.

As a result of these necessary decisions about how to focus the content and the types of questions, the resulting test will measure only a subset of the domain being tested. Some material in the domain will be reflected in the test and other material in the domain will not. If one imagines the full range of material that might be appropriate to test for a particular subject—such as eighth grade mathematics as it is taught in a particular state—then the resulting test might include questions that reflect, for example, only three-quarters of that material. The rest of the material—in this hypothetical example, the remaining quarter of the subject that is excluded—would simply not be measured by the test, and this missing segment would typically be the portion of the curriculum that deals with higher levels of cognitive functioning and application of knowledge and skills.

Score Inflation

Although the example of a test covering only three-quarters of a domain is hypothetical, it provides a useful way to think about what can happen if instruction shifts to focus on test preparation in response to test-based incentives. If teachers move from covering the full range of material in eighth grade mathematics to focusing specifically on the portion of the content standards included on the test, it is possible for test scores to increase while learning in the untested portions of the subject stays the same or even declines. That is, test preparation may improve learning of the three-quarters of the domain that is included on the test by increasing instruction time on that material, but that increase will occur by reducing instruction time on the remaining one-quarter of the material. The likely outcome is that performance on the untested material will show less improvement or decrease, but this difference will be invisible because the material is not covered by the test.

To this point, we have discussed problems with tests as accountability measures even when best practices are followed. In addition, now that tests are being widely used for high-stakes accountability, inappropriate forms of test preparation are becoming more widespread and problematic (Hamilton et al., 2007). Test results may become increasingly misleading as measures of achievement in a domain when instruction is focused too narrowly on the specific knowledge, skills, and test question formats that

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