PSYCH 655 Week 6 Test Fairness and Ethics Example

Reviewed by Queenie Halstead, MA · University of Phoenix · Updated

This PSYCH 655 Week 6 example closes the course with test fairness and ethics, working through the case of a Deaf client whose first language is American Sign Language and asking which accommodations preserve what a test measures, how barriers unrelated to the construct distort scores and what professional standards require of test users. Fairness and ethics close University of Phoenix PSYCH 655 in Week 6; in PSYCH/655 MS in Psychology students separate fairness from bias and validity, judge accommodations against the construct and apply ethical standards for assessment. Hana Kobayashi, the composite evaluator, works from the joint testing standards, the APA ethics code's assessment standards, a review of research on test accommodations for students with disabilities and an argument that fairness is distinct from validity and cultural bias.

CoursePSYCH 655 Psychometrics (PSYCH/655)
Week6
Paper typeTest fairness and ethics analysis
Lengthabout 1,168 words, 4 double-spaced pages plus title page and references
FormatAPA 7 student paper
SchoolUniversity of Phoenix
ProgramMS in Psychology
UpdatedOctober 2026

Free sample paper for PSYCH 655 Week 6

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Testing a Deaf Client Fairly: Accommodations, Construct-Irrelevant Barriers and the Ethics of Using Scores

[Student Name]

University of Phoenix

PSYCH/655: Psychometrics

Week 6 Assignment

[Instructor Name]

[Date]

The vocational rehabilitation office, its client and testing decisions are composites written for a model paper; professional standards and research findings come from the sources listed.

What this part is doingThe title states the challenge in the terms the standards use: fairness, barriers and the use of scores.
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Fairness is a central concern in testing, and it is often misunderstood. A test can treat everyone identically and still be unfair to some people if features unrelated to what it measures stand in their way. Ms. Hollis, a Deaf client who signs, shows why fairness has to be judged test by test.

The Case

Ms. Hollis, twenty-six, is Deaf and has used American Sign Language since early childhood; she attended a school for the Deaf and reads English at about a seventh-grade level, typical for many Deaf adults whose first language is ASL. She works as a stocker at a big-box store and wants to train as a medical laboratory assistant, a role involving specimen handling, labeling, equipment operation and following detailed written procedures. Her counselor asked for an assessment of her readiness for a community college program.

Our standard battery includes a nonverbal reasoning test, an achievement battery, a manual dexterity test and work samples, most with spoken instructions and several with written English items.

What the Standards Require

The Standards for Educational and Psychological Testing (American Educational Research Association et al., 2014) treat fairness as a fundamental validity issue and call for test design, administration and interpretation that minimize construct-irrelevant barriers for all test takers. They distinguish accommodations, changes in administration that do not alter the construct measured, from modifications, which change the construct and may make scores incomparable to norms. Test users are responsible for judging whether a change preserves the construct and for documenting it.

What this part is doingDefining the two kinds of change sets up every decision that follows.
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The Ethics Code

The ethics code (American Psychological Association, 2017) tells psychologists to pick tests with evidence for people like the one in front of them, and where that evidence is thin, to say so plainly when reporting results. It requires consideration of factors such as language and disability that might affect test results and interpretation, informed consent in a language the person understands and explanation of results in an understandable way.

Judging Each Barrier

For each test, I asked what construct it measures and whether hearing or English reading is part of that construct.

The nonverbal reasoning test measures reasoning with shapes and patterns. Spoken instructions are irrelevant to the construct, so delivering instructions through a certified ASL interpreter, with the publisher's demonstration items, is an accommodation. Norms remain usable, with a note.

The manual dexterity test measures speed and precision of hand movements. Instructions in ASL are again an accommodation.

The achievement battery's reading comprehension test measures English reading. Here English reading is the construct, and translating passages into ASL would be a modification that changes what is measured. Since the lab assistant role requires reading written procedures in English, the unaccommodated reading score is relevant and should be reported as such.

The math computation test measures calculation. Written items are acceptable; spoken instructions were replaced with ASL.

The work samples include following written procedures for specimen labeling, which reflects the actual job, so written English is part of the task.

The same interpreter was an accommodation on the reasoning test and would have been a modification on the reading test.

Do Accommodations Work as Intended?

Sireci et al. (2005) reviewed research on test accommodations for students with disabilities, testing the interaction hypothesis: that accommodations should improve scores for students with disabilities more than for students without them, indicating that they remove a barrier rather than simply making the test easier. Evidence was mixed. Extended time and some other accommodations often improved scores for both groups, sometimes more for students with disabilities, while read-aloud accommodations on reading tests raised questions about changing the construct. The authors called for careful study of each accommodation's effects.

This research supports caution: accommodations should be chosen to remove specific barriers and should not be added simply because they might help.

Fairness Is More Than Bias

Helms (2006) argued that fairness should be treated separately from validity and from conventional analyses of cultural bias, and proposed quantitative methods for examining whether group differences in scores reflect construct-irrelevant factors such as experiences associated with racial or cultural group membership. Helms emphasized that test users have an obligation to examine and correct for such factors before interpreting group differences as real differences in the construct.

For Deaf test takers, construct-irrelevant factors include not only spoken instructions but also vocabulary and reading demands embedded in tests of other skills. A math word problem, for example, may measure English reading as much as mathematics.

What this part is doingApplying the fairness argument to embedded language shows that bias can hide inside items.
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Informed Consent and Communication

Ethical testing begins before the first item. Through the interpreter, I went over why we were testing, who would read the report and what decisions it could affect, and Ms. Hollis took home a short plain-English summary. She asked whether her reading score would keep her out of the program. I explained that the score would describe one skill, not decide her eligibility, and that the program would consider all results along with her goals. Consent that a person understands is part of fairness: a person tested without understanding why cannot meaningfully agree to it.

Interpreters and Meaning

Using an interpreter raises its own questions. Some test instructions contain terms that have no single ASL equivalent, and an interpreter's choices can make a task slightly easier or harder. I met with the interpreter beforehand to review instructions and agreed on signs for key terms, and the interpreter followed the publisher's demonstration items rather than adding explanations. Even with this preparation, some risk remains that the signed version nudged a task's difficulty.

Interpreting and Reporting

Ms. Hollis's nonverbal reasoning was high average, her dexterity above average and her math average. Her reading comprehension was below the level the program's admissions office recommends. I reported each score with the conditions under which it was obtained, explained which accommodations were used and why the reading score was reported without accommodation and cautioned that norms for the reasoning test did not include many Deaf adults. Results were explained to Ms. Hollis through the interpreter.

Recommendations

I recommended targeted reading support focused on medical and laboratory vocabulary, an interpreter and captioned materials during the program, which the college's disability services office provides, and a meeting with the program to discuss how written procedures are taught. Her strong reasoning and dexterity suggest she can master lab tasks.

Reflection on the Course

Over six weeks the course climbed from norm tables and consistency to validity, then through ability, personality and interest measures, and ended on fairness. Each case at my office showed the same lesson in a different form: a number only means something in relation to a purpose, a population and the conditions under which it was obtained.

Conclusion

Fair testing requires asking, for every barrier, whether it is part of the construct. For Ms. Hollis, ASL instructions removed irrelevant barriers on reasoning, dexterity and math, while her English reading score was reported as a relevant skill. Professional standards, ethics and research on accommodations and fairness guided each decision.

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References

American Educational Research Association, American Psychological Association, & National Council on Measurement in Education. (2014). Standards for educational and psychological testing. American Educational Research Association.

American Psychological Association. (2017). Ethical principles of psychologists and code of conduct (2002, amended effective June 1, 2010, and January 1, 2017). https://www.apa.org/ethics/code

Helms, J. E. (2006). Fairness is not validity or cultural bias in racial-group assessment: A quantitative perspective. American Psychologist, 61(8), 845-859. https://doi.org/10.1037/0003-066X.61.8.845

Sireci, S. G., Scarpati, S. E., & Li, S. (2005). Test accommodations for students with disabilities: An analysis of the interaction hypothesis. Review of Educational Research, 75(4), 457-490. https://doi.org/10.3102/00346543075004457

What the PSYCH 655 Week 6 instructions ask

The final week of PSYCH 655 usually asks students to analyze fairness and ethics in testing. Prompts commonly include definitions of fairness, test bias and differential item functioning, accommodations and modifications for people with disabilities and for language minorities, construct-irrelevant variance, the interaction hypothesis, legal requirements, ethical standards for competence, informed consent, release of data and test security and communicating results. A case may be provided, and many sections add a reflection on the course. Identify the construct, judge whether each barrier is relevant to it, choose accommodations that preserve meaning, document decisions and explain the ethical obligations involved. List sources in APA style.

How this PSYCH 655 Week 6 example is built

The client in this worked paper, assessed by the evaluator Hana Kobayashi, is Ms. Hollis, twenty-six, who is Deaf, uses American Sign Language and wants to train as a medical lab assistant. Standard tests are in written English with spoken instructions. The joint testing standards call for removing barriers irrelevant to the construct. The ethics code requires appropriate test selection and caution in interpreting scores obtained under nonstandard conditions. A review of accommodation research tests whether accommodations help students with disabilities more than others. An analysis of fairness argues that score differences between groups need separate examination from validity. Hana chooses accommodations, documents them and reports results with appropriate cautions.

PSYCH 655 Week 6 grading rubric: where the points go

In the closing week, fairness and ethics papers earn credit for precise definitions, careful reasoning about constructs and accommodations and clear application of professional standards. Instructors look for fairness to be distinguished from validity and bias, for each barrier to be judged as relevant or irrelevant to the construct, for accommodations to be distinguished from modifications that change what is measured and for documentation and cautious interpretation to be addressed. Credit goes to recognizing that some tests should not be used for some people and to communicating limits honestly. Where a reflection is required, it should name specific course lessons and how they changed the writer's practice. References formatted in APA style complete the work.

PSYCH 655 Week 6 help: mistakes to avoid

For this final topic, fairness papers often assume that any accommodation makes a test fair, without asking whether it changes what the test measures. Another frequent error is equating fairness with equal average scores across groups, or ignoring group differences entirely. Some students forget documentation, so readers cannot tell how scores were obtained. Others treat interpreters or translations as simple fixes, overlooking differences in meaning between languages. Name the construct, decide which barriers are irrelevant to it, choose accommodations accordingly, document every change, interpret scores cautiously and say when a test should not be used. A tutor can help you sort accommodations from modifications for a specific test by naming its construct first.

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PSYCH 655 Week 6 questions, answered

What does PSYCH 655 Week 6 usually cover?

Fairness and ethics in testing, including bias, accommodations, construct-irrelevant variance and professional standards.

Where can I find a free PSYCH 655 Week 6 sample paper?

The full PSYCH 655 Week 6 paper on testing a Deaf client fairly is above, free to read.

What is the difference between an accommodation and a modification?

An accommodation changes conditions without changing what is measured; a modification changes the construct, so scores may not be comparable.

What is construct-irrelevant variance?

Score differences caused by factors unrelated to what a test is meant to measure, such as reading demands on a math test.

Is a test fair if groups score differently?

Not necessarily unfair; fairness depends on whether scores mean the same thing and are used appropriately for all groups.

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