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Academic Test Bias

The claim that a test of academic achievement is biased is often equated with the claim that the test is unfair. From the perspective of Deaf Studies, the bias or unfairness charge typically depends on the examinee’s identity or status group—that a test is seen to favor hearing examinees and disadvantage Deaf examinees. A commonly cited example is when a test includes an item that depends on distinguishing or recognizing sounds in order to answer it correctly. Though such items are rare, they tend to exhibit unequal group-based performance: Hearing examinees outperform Deaf examinees. This group-based difference may signal bias, which points to measurement concerns. Where such a test is used to select, place, or certify examinees, this group-based difference in performance may have an adverse impact, which raises questions of fairness. In the field of educational measurement, the terms bias and fairness are related but distinct. Bias refers to group-based differences in performance between examinees who are otherwise equally proficient, knowledgeable, skilled, or competent. Fairness refers to the consequences of test score use. The performance differences that establish bias, by themselves, do not mean that a test is unfair. Bias becomes unfairness only when the explanation for the differences is unrelated to the content of the test. Three concepts are required to determine whether academic achievement tests are biased or unfair: construct measurement, access and opportunity, and use and consequences. In the explanations that follow, the relationship between these three testing concepts and those of hearing status and Deaf identity is considered. In this discussion, hearing status (e.g., hearing, hard of hearing, or deaf) refers to examinees’ relationship to sound, which includes both environmental sound and spoken language. Deaf identity refers to examinees’ relationship to a sociolinguistic community in which a signed language is a central feature.

Construct Measurement

A test of academic achievement is a measuring device. Like a thermometer or a ruler, a test is a standardized instrument for making an observation about a phenomenon—in this case, student knowledge, skills, or abilities (KSAs)—and it provides a numerical score summarizing the observation—student competence, proficiency, or attainment in the educational domain tested. The academic content tested can be broadly construed—such as mathematics, science, reading, or writing—or it can be more narrowly defined—for example, plane geometry, organic chemistry, or third-grade spelling.

Constructs

Test constructs are what content a test is designed to measure. One or more indicators (items on a test) may be used to represent a construct. For example, most personal identification documents include the construct of physical appearance, for which height, weight, hair color, eye color, and skin color are its typical indicators. These indicators fit together reasonably well, particularly in conjunction with a current head-and-shoulders photograph, to represent “what a person looks like,” the target construct in this scenario. Clear definition of constructs is necessary for the identification of possible bias. An unbiased test or item will not exhibit group-based differences for examinees of equal proficiency. A test or item can be biased but fair if the explanation for group-based performance differences is directly related to the primary construct(s) defining the test and not some secondary or completely irrelevant construct. Otherwise, the observed bias is also unfair. For example, broadly construed tests of mathematics may run into trouble with bias because differences in English reading fluency, a secondary construct, may be the explanation for differences in performance on mathematics word problem items, not the mathematics KSAs defining the primary construct. This sort of secondary-construct-related bias in mathematics testing has been long observed for deaf students. In contrast, tests of more specific mathematics skills, such as arithmetic calculation, may be presented with little or no written language in the test prompt, potentially reducing the impact of the secondary construct of reading for deaf test takers.

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