| Course | COUN 6360 Assessment in Counseling and Education |
|---|---|
| Week | Week 7 |
| Paper type | Test fairness analysis |
| Length | About 760 words, 5 pages |
| Format | APA 7 student paper |
| School | Walden University |
| Program | MS in Clinical Mental Health Counseling |
| Updated | October 2026 |
Free sample paper for COUN 6360 Week 7
What Else Could Move His Score? A Test Fairness Analysis Organized by Threats, Not Groups, Naming Reading Comprehension as the Construct and Weighing Language Background and Time Pressure as Sources of Irrelevant Variance for a Composite Adult Entering Technical Training
Student Name
Walden University
COUN 6360: Assessment in Counseling and Education
Instructor Name
Month Day, Year
What Else Could Move His Score? A Test Fairness Analysis Organized by Threats, Not Groups, Naming Reading Comprehension as the Construct and Weighing Language Background and Time Pressure as Sources of Irrelevant Variance for a Composite Adult Entering Technical Training
The Construct
The workforce center wants to know whether Mr. Ortega, the composite 52-year-old client followed in recent weeks, can read the training program's materials, which include equipment manuals, safety procedures and written tests. The construct the chosen test is meant to measure is reading comprehension: the ability to understand and draw inferences from written English text. Fairness, in the sense used in the testing standards' chapter on fairness, concerns whether scores mean the same thing for different test takers, which requires asking what, other than reading comprehension, could raise or lower his score.
The analysis is organized by threats rather than by demographic groups. Membership in a group does not by itself make a test unfair to a person; what matters is whether something irrelevant to the construct affects that person's score.
Threat 1: Language Background
Mr. Ortega grew up speaking Spanish at home and learned most of his English at work. Two aspects of that background could affect a reading comprehension score in ways unrelated to his ability to read training materials.
First, vocabulary. Much of his English vocabulary is work vocabulary: tools, procedures, safety terms. The test's passages, drawn from general academic and literary sources, may rely on vocabulary he had less chance to meet, such as words common in school texts but rare on a warehouse floor. If he misses items because he does not know a literary word, the score reflects vocabulary exposure as well as comprehension, and the training materials, which use work vocabulary, may be easier for him than the score suggests.
Second, cultural knowledge assumed by items. Some passages may assume background knowledge, such as references to particular holidays, school experiences or idioms, that a reader raised in a different culture might not share. Abedi (2002), analyzing achievement test data, found that students' language background was associated with their performance, especially on items with heavy language demands, and that the gap between English learners and native speakers narrowed on items with less language load. Helms (1992) argued that standardized ability testing has paid too little attention to whether tests are culturally equivalent for different groups, a concern that applies to item content as well as to norms.
The manual's evidence on this threat is thin. It reports a bias review by an expert panel and an analysis of item functioning by gender and by race and ethnicity, but no analysis for examinees who learned English as a second language.
Threat 2: Timed Conditions
The reading subtest has a time limit. Mr. Ortega has described a lifelong difficulty reading under time pressure, which he has never had formally evaluated. He says he reads carefully and slowly, and that in his job he could take the time he needed. If the time limit prevents him from finishing, the subtest becomes partly a test of reading speed. Lu and Sireci (2007) describe speededness as a threat to validity when time limits keep substantial numbers of examinees from fully considering all items on a test not intended to measure speed, and recommend that test users examine whether speed is part of the construct.
For training readiness, speed matters only in part. Workers do need to read safety notices promptly, but most training reading, such as manuals and procedures, can be done at the reader's pace. The manual reports that most examinees in the norm sample finished within the time limit, but it does not report completion rates for older adults or second-language readers.
What Can Be Done
Several steps would reduce the threats without abandoning the test. The counselor can record whether Mr. Ortega finishes the reading subtest and, if he does not, report that the score may underestimate his comprehension. A supplementary untimed reading of a passage from the training program's own materials, with comprehension questions written by the training staff, would provide criterion-related evidence on the actual task. A brief screening for a possible reading difficulty, followed by referral for evaluation if indicated, would address the history of slow reading. And the report should state that the norms do not identify second-language learners.
Conclusion
Both threats are plausible and neither is answered by the manual's evidence. Neither makes the test unusable, but both mean the score should be read as a conservative estimate of his reading comprehension for training purposes, interpreted alongside evidence from the training materials themselves.
References
Abedi, J. (2002). Standardized achievement tests and English language learners: Psychometrics issues. Educational Assessment, 8(3), 231-257. https://doi.org/10.1207/S15326977EA0803_02
Helms, J. E. (1992). Why is there no study of cultural equivalence in standardized cognitive ability testing? American Psychologist, 47(9), 1083-1101. https://doi.org/10.1037/0003-066X.47.9.1083
Lu, Y., & Sireci, S. G. (2007). Validity issues in test speededness. Educational Measurement: Issues and Practice, 26(4), 29-37. https://doi.org/10.1111/j.1745-3992.2007.00106.x
The Walden COUN 6360 Week 7 instructions
The seventh week asks for a fairness analysis of four or five pages for one examinee and one test. Begin by naming the construct the test is meant to measure for the decision at hand. Then organize the analysis by threats: things other than the construct that could raise or lower this examinee's score. For each threat, explain how it could operate for this person, cite research and the testing standards' discussion of fairness, and report what the manual's own evidence shows. Discuss whether the threat matters for the decision being made. Propose steps that reduce the threats without abandoning the test, such as recording completion or adding a criterion-referenced task. Conclude how the score should be read. Remember that a fairness concern is about score meaning for this person, not about the person's group as such.
How the COUN 6360 Week 7 example is put together
The fairness analysis names reading comprehension as the construct and explains why threats, not groups, organize the paper. The language section describes work vocabulary, possible cultural assumptions in passages and Abedi's finding that language background mattered most on language-heavy items, with Helms on cultural equivalence, and notes the manual's missing analysis for second-language learners. The timing section describes his slow, careful reading, cites Lu and Sireci on speededness and asks how much speed training actually requires. A remedies section proposes recording completion, an untimed task from the training manuals and a referral path, and the conclusion treats the score as a conservative estimate.
COUN 6360 Week 7 rubric: what earns full marks
Precise naming of the construct and of each threat counts most; readers check that each threat is a specific way something other than the construct could affect this person's score. Using research and the manual's evidence to judge each threat earns substantial credit. Asking whether a threat matters for the actual decision shows practical judgment. Remedies should reduce the threats while preserving useful information. Analyses organized only by demographic group, that declare a test biased without specifying a mechanism, or that ignore the manual's evidence fall into the middle range, as do those that propose abandoning the test without considering alternatives.
Common COUN 6360 Week 7 mistakes, and how to avoid them
Start by writing what the test is supposed to measure for this decision, in one sentence. Then list everything about the examinee and the testing conditions that could change the score for reasons unrelated to that construct. Pick the two most plausible and research each. Look in the manual for evidence on them, and note what is missing. Ask whether the threat matters for the real-world task. Think of practical steps, such as recording time or adding a task based on the real materials. A tutor can help you identify threats, and the fairness analysis on this page sets out both in full.
Get a COUN 6360 Week 7 example written to your instructions
Attach the fairness prompt, the rubric and the case materials, plus the instrument where your section names one. A sample fairness analysis, construct defined, each threat traced and accommodations weighed, returns in 24 to 48 hours, and a first custom sample is free. Nothing in it offers a diagnosis or a legal judgment about accommodation rights.
More COUN 6360 papers and MS in Clinical Mental Health Counseling samples
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- COUN 6360 Week 3: Reliability Evidence Brief
- COUN 6360 Week 4: Validity Evidence Review
- COUN 6360 Week 5: Norm Sample Critique
- COUN 6360 Week 6: Mental Measurements Yearbook Review
- COUN 6360 Week 8: Test User Qualification Memo
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COUN 6360 Week 7 questions, answered
Where can I find a free COUN 6360 Week 7 sample paper?
The threat-based fairness analysis for the adult client appears above.
What construct does the COUN 6360 Week 7 sample name?
Reading comprehension, for readiness to read technical training materials.
What are the two threats?
His language background and the test's time limit.
What did Abedi find?
That students' language background affected achievement test performance, especially on language-heavy items.
How should his score be read?
As a conservative estimate, interpreted alongside a reading task from the training materials.