| Course | PAC 302 Assessment Procedures in Addiction Studies |
|---|---|
| Module | Module 4 |
| Paper type | Validity review |
| Length | About 1,108 words, 7 pages |
| Format | APA 7 student paper |
| School | Aspen University |
| Program | Psychology and Addiction Studies |
| Updated | October 2026 |
Free sample paper for PAC 302 Module 4
Motivated Enough for Treatment? A Validity Review of an In-House Score Used to Ration Intensive Care
Student Name
Psychology and Addiction Studies Program, Aspen University
PAC 302: Assessment Procedures in Addiction Studies
Instructor Name
Month Day, Year
Motivated Enough for Treatment? A Validity Review of an In-House Score Used to Ration Intensive Care
Five years ago, counselors at Lakeview Counseling and Recovery, the made-up agency used in these papers, wrote a twelve-item questionnaire called the Commitment Score. Clients rate statements such as "I will do whatever it takes to stay sober" and "I am ready to attend treatment four days a week." Lakeview has twelve intensive outpatient slots and a waiting list, and the Commitment Score is now used to allocate them: clients scoring thirty or above are admitted, and those below thirty wait for an opening. A new clinical director asked whether this use is valid. This paper reviews the evidence. The agency, the scale and its data are composites made for teaching, and the research is real.
Validity as a Property of Uses
Validity is often described as whether a test measures what it claims to measure. Modern measurement theory frames it more precisely: validity refers to the degree to which evidence and theory support the interpretations and uses of test scores. A test is not simply valid or invalid. The Commitment Score might support one use, such as starting a conversation about motivation, and fail to support another, such as deciding who receives care. The question is whether the evidence supports using scores below thirty to delay treatment.
Construct Validity
Cronbach and Meehl (1955) introduced construct validity for tests that measure theoretical attributes, such as motivation, which cannot be directly observed. They proposed that a construct is defined by its place in a network of laws, the nomological network, that links it to other constructs and to observable behavior. Validating a test means testing the predictions that the network implies. If the Commitment Score measures motivation for treatment, it should correlate with other measures of readiness to change, predict attendance and engagement and be relatively unaffected by things unrelated to motivation.
Convergent and Discriminant Evidence
Campbell and Fiske (1959) proposed the multitrait-multimethod approach to construct validity. They argued that a valid measure should show convergent validity, correlating substantially with other measures of the same trait, and discriminant validity, correlating less with measures of different traits. They also warned of method variance: measures can correlate because they share a method, such as self-report questionnaires completed at the same sitting, rather than because they measure the same trait.
Lakeview gathered data from eighty clients. The Commitment Score correlated 0.31 with a validated readiness-to-change questionnaire, a modest correlation for two measures intended to capture the same construct. It correlated 0.48 with a brief rating of how much clients liked their intake counselor, completed at the same time. And it correlated negative 0.36 with a depression questionnaire. By Campbell and Fiske's logic, the pattern is a warning: the score relates more strongly to rapport with the counselor than to an established measure of readiness, which suggests that it may partly measure how clients feel about the intake rather than their motivation.
Messick's Unified View
Messick (1995) proposed a unified concept of validity with six aspects. The content aspect concerns whether items represent the construct. The substantive aspect concerns whether the processes test takers use match the theory. The structural aspect concerns whether the internal structure of scores fits the construct. The generalizability aspect concerns whether interpretations hold across groups, settings and tasks. The external aspect concerns relationships with other measures and behaviors. And the consequential aspect concerns the intended and unintended consequences of score use, including whether they are fair. Messick argued that consequences are part of validity because a test used in ways that systematically harm groups for reasons unrelated to the construct fails as a basis for decisions.
The Consequences of Using the Commitment Score
Lakeview's waiting list data show that clients with moderate or severe depression scored on average six points lower on the Commitment Score than other clients and were twice as likely to be placed on the waiting list. Depression often brings hopelessness, which may lower agreement with statements like "I will do whatever it takes," but it does not mean a person is less in need of intensive care; often it means the opposite. The score's negative correlation with depression and its use to allocate care combine to delay treatment for clients who may need it most.
The Evidence Summarized
| Aspect of validity | Evidence available | Assessment |
|---|---|---|
| Content | Items written by staff; no review of how motivation is defined | Weak; items mix motivation with ability to attend four days a week |
| Structural | No analysis of internal structure | Missing |
| External: convergent | 0.31 with a validated readiness measure | Modest |
| External: discriminant | 0.48 with liking the intake counselor | Concerning; method and rapport variance |
| Predictive | No study of whether scores predict attendance or outcomes | Missing |
| Consequential | Clients with depression score lower and wait longer | Serious concern |
Why In-House Scales Are Tempting
In-house scales like the Commitment Score are common in addiction programs, and the reasons are understandable. They are free, they reflect what experienced staff believe matters and they feel tailored to the agency's clients. But the qualities that make them attractive also make them risky. Items written from staff experience may capture staff assumptions, such as the belief that a motivated client will agree to attend four days a week, rather than the construct itself. Without the validation work that published instruments undergo, an agency cannot know what its scale measures or for whom it works, and the longer a scale is used, the more its scores come to feel like facts.
Recommendation
The evidence does not support using the Commitment Score to allocate intensive outpatient slots. Lakeview should suspend this use. Slots could instead be allocated by clinical need, using structured criteria such as severity, withdrawal risk and co-occurring conditions, with first-come order among clients of similar need. The Commitment Score could continue as a conversation tool in motivational counseling, where a low score invites exploration rather than exclusion. If Lakeview wishes to keep a motivation measure for any decision, it should conduct a proper validation study, including whether scores predict attendance and whether they function similarly for clients with and without depression.
Conclusion
The Commitment Score was written with good intentions, but its use to ration intensive care is not supported. Cronbach and Meehl explain that a motivation score must fit a network of predictions, Campbell and Fiske show that its stronger link to rapport than to readiness undermines its claim to measure motivation and Messick shows that its consequences for clients with depression are part of its validity. Allocating care by clinical need, and studying the score before using it for decisions, would bring Lakeview's practice in line with measurement theory.
References
Campbell, D. T., & Fiske, D. W. (1959). Convergent and discriminant validation by the multitrait-multimethod matrix. Psychological Bulletin, 56(2), 81-105. https://doi.org/10.1037/h0046016
Cronbach, L. J., & Meehl, P. E. (1955). Construct validity in psychological tests. Psychological Bulletin, 52(4), 281-302. https://doi.org/10.1037/h0040957
Messick, S. (1995). Validity of psychological assessment: Validation of inferences from persons' responses and performances as scientific inquiry into score meaning. American Psychologist, 50(9), 741-749. https://doi.org/10.1037/0003-066X.50.9.741
Reading the PAC 302 Module 4 assignment instructions
Validity is the fourth module of PAC 302, and a typical assignment asks you to evaluate the validity of a real instrument for a specific use, drawing on validity theory and available evidence. Take the Module 4 prompt in your Aspen course as the rule; the scale here is invented. Define validity as the soundness of interpretations and uses of scores, not a property of a test alone. Explain construct validity and the kinds of evidence that support it. Apply convergent and discriminant evidence. Consider the consequences of using the scores. Summarize evidence for and against, recommend whether and how the scores should be used and cite every source in APA 7. Check whether any group of clients is systematically disadvantaged by the scores.
Inside the PAC 302 Module 4 example
Lakeview's counselors wrote the Commitment Score five years ago; clients who score below thirty wait for intensive care while higher scorers are admitted. Cronbach and Meehl's Psychological Bulletin article explains construct validity and the nomological network. The agency's own data show the score correlating 0.31 with a validated readiness measure but 0.48 with a measure of how much clients like the intake counselor. Campbell and Fiske's article explains why that pattern is a warning. Messick's American Psychologist article supplies six aspects of validity, including consequences, and the agency's waiting list shows that clients with depression score lower. A six-row table summarizes. The paper recommends suspending the score for allocation, allocating by clinical need instead and keeping the score only as a conversation starter.
Where the marks sit in the PAC 302 Module 4 rubric
Validity papers earn credit for treating validity as a property of score uses, for applying theory to real evidence and for considering consequences. This example evaluates the Commitment Score for its actual use, allocation of scarce care, rather than asking whether it is valid in general. The convergent and discriminant correlations are interpreted precisely, showing that the score may measure rapport rather than motivation. Messick's consequential aspect is applied to evidence that clients with depression are disadvantaged, connecting validity to fairness. The table weighs evidence systematically, and the recommendation follows from it, with an alternative allocation method and a plan for studying the score properly. Missing evidence is named rather than ignored.
PAC 302 Module 4 help: mistakes that cost marks
Students often write that a test is valid or invalid, as if validity were a fixed property. Validity concerns specific interpretations and uses of scores. Gather evidence of several kinds: content, internal structure, relations with other measures and consequences. Use convergent and discriminant correlations, and watch for a measure correlating more with a different trait than with its own. Consider who is harmed if scores are wrong. In-house scales often lack evidence; say what evidence is missing. Recommend how scores should and should not be used. Suggest a study that would supply the missing evidence, and note who would carry it out. Compare scores across groups before trusting them for decisions.
Write yours, or have the desk draft it
This paper is an original model document written by our desk, not a submitted student paper and not an official Aspen University document. Read it for the moves, then write your own to the instructions in your classroom. If you want one built to your exact prompt and rubric, the first custom sample is free and arrives in 24 to 48 hours.
More PAC 302 and Psychology and Addiction Studies sample papers
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- PAC 302 Module 2: Scores, Norms and Statistics
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- PAC 302 Module 5: Substance Use Screening Instruments
- PAC 302 Module 6: Selecting and Administering Tests
- PAC 302 Module 7: Ethics, Law and Cultural Fairness
- PAC 302 Module 8: Interpreting and Reporting Results
- PAC 240 Module 7: Relapse Prevention
- SBS 105 Module 3: Sensation, Perception and Consciousness
- PAC 415 Module 6: Harm Reduction Ethics
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PAC 302 Module 4 questions, answered
What does PAC 302 Module 4 usually ask for?
Aspen's PAC 302 covers validity in this module, so evaluating an instrument's validity for a specific use with theory and evidence is typical. Read your Module 4 prompt.
What is construct validity?
Cronbach and Meehl described it as the degree to which a test measures a theoretical construct, supported by testing the network of predictions the construct implies.
What are convergent and discriminant validity?
Campbell and Fiske's terms for evidence that a measure correlates with other measures of the same trait and not with measures of different traits.
Where can I find a free PAC 302 Module 4 sample paper?
The complete validity review is on this page: an in-house motivation score used to ration care, evaluated with a table of evidence.
Does validity include consequences?
Messick argued it does: the social consequences of using test scores, including harm to particular groups, are part of validity.