| Course | MBAX 6332 Health Policy and Systems Thinking |
|---|---|
| Week | Week 6 |
| Paper type | Discussion post |
| Length | About 510 words, 3 pages |
| Format | Discussion post, APA 7 citations |
| School | Walden University |
| Program | Master of Business Administration (MBA) |
| Updated | October 2026 |
Free sample paper for MBAX 6332 Week 6
Week 6 Discussion: Sharing a Policy Recommendation
Report Testing Intensity Beside Infection Counts: Taking a Hospital Penalty Recommendation to Classmates in a Nursing Facility, a Health Plan and a Physician Practice
I recommend that Medicare publish each hospital's testing intensity, meaning its rates of blood culturing and C. difficile testing, beside its infection measures in the Hospital-Acquired Condition Reduction Program, and study whether infection scores should account for it.
Here is the case in three sentences. The program penalizes the worst-scoring quarter of hospitals each year, and its infection measures count only infections that tests confirm, so hospitals that test more can look worse (Haut & Pronovost, 2011). The first year's penalties landed disproportionately on large teaching centers, places that culture and scan more, and on safety-net hospitals (Rajaram et al., 2015). And a large study found that receiving a penalty was not followed by measurable improvement in hospital-acquired conditions, readmissions or deaths (Sankaran et al., 2019), which raises the question of what the penalty is actually measuring.
My brief proposed this as a comment from a state hospital association on the annual Medicare payment rule. It would not require new law, since the agency controls how the measures are presented.
I am less interested in whether you agree than in how a version of this would land where you work. Three of you are in settings with similar measures:
Janine, in your skilled nursing facility, would reporting how thoroughly residents are assessed for pressure injuries at admission change how your star rating is read?
Darnell, in your health plan, would a testing-intensity figure be useful when you set hospital contract terms, or would it add a number nobody uses?
Marcus, in your physician practice, is there a screening measure where the practices that screen more look worse, and has anyone proposed reporting how much screening was done?
Reply to Darnell
Darnell, your point that contract managers already ignore half the measures they receive is fair, and it makes me want to narrow the recommendation. Perhaps testing intensity should be published only where it changes the picture: for example, flagged when a hospital's infection count is low and its testing rate is in the bottom tenth. Campbell (1979) cautioned that indicators carrying high stakes get gamed, and a flag of that kind would make one distortion visible without adding another full measure to read. Would a flag like that be more useful to your team than a full table?
Reply to Janine
Janine, thank you for explaining that your facility already records whether a pressure injury was present at admission, and that thorough admission skin checks have actually helped your rating by moving injuries into the present-on-arrival column. That is an important difference from the hospital program, where looking harder mostly adds to the count rather than shifting it. It suggests the problem I described is specific to measures that count only what is found after admission without crediting what is found on arrival. Does your rating ever penalize a facility for finding injuries that developed after admission because staff look more often?
References
Campbell, D. T. (1979). Assessing the impact of planned social change. Evaluation and Program Planning, 2(1), 67-90. https://doi.org/10.1016/0149-7189(79)90048-X
Haut, E. R., & Pronovost, P. J. (2011). Surveillance bias in outcomes reporting. JAMA, 305(23), 2462-2463. https://doi.org/10.1001/jama.2011.822
Rajaram, R., Chung, J. W., Kinnier, C. V., Barnard, C., Mohanty, S., Pavey, E. S., McHugh, M. C., & Bilimoria, K. Y. (2015). Hospital characteristics associated with penalties in the Centers for Medicare & Medicaid Services Hospital-Acquired Condition Reduction Program. JAMA, 314(4), 375-383. https://doi.org/10.1001/jama.2015.8609
Sankaran, R., Sukul, D., Nuliyalu, U., Gulseren, B., Engler, T. A., Arntson, E., Zlotnick, H., Dimick, J. B., & Ryan, A. M. (2019). Changes in hospital safety following penalties in the US Hospital Acquired Condition Reduction Program: Retrospective cohort study. BMJ, 366, l4109. https://doi.org/10.1136/bmj.l4109
Reading the MBAX 6332 Week 6 instructions
In Week 6 you share your brief's recommendation with classmates. Put the recommendation in the first sentence. Condense the evidence to a few cited sentences; brevity does not excuse an unsourced claim. Then invite classmates in other settings to say how a version of your recommendation would work where they are, rather than asking whether they agree. Address specific classmates by setting if you know them. In replies, take objections seriously enough to adjust your proposal if they are right, and identify where your problem differs from theirs. A main post near 400 words, with two replies, is the expected size. Cite every figure, even in a short post.
How this MBAX 6332 Week 6 example is built
The recommendation opens the post. A paragraph gives three cited sentences of evidence, citing Haut and Pronovost, Rajaram and colleagues and Sankaran and colleagues, then notes the brief's audience and why no new law is needed. A third section asks Janine, Darnell and Marcus how the idea would apply in a nursing facility, a health plan and a physician practice. The reply to Darnell accepts that managers ignore many measures and narrows the proposal to a flag for low counts with very low testing, citing Campbell. The reply to Janine notes that admission skin checks help a facility's rating and asks whether later checks ever hurt it. Both replies end by inviting the classmate to draw on direct experience.
MBAX 6332 Week 6 rubric: what earns full marks
Discussion posts in this week earn credit for clarity and openness. Stating the recommendation first lets classmates engage immediately. Evidence should be condensed but still cited. Strong posts ask how the proposal would fare in classmates' settings instead of polling for agreement. Replies are weighted when they respond to objections substantively, including adjusting the proposal where a classmate is right, and when they identify how settings differ. Warmth toward classmates and correct citations matter too. Posts that restate the brief at length, or replies that simply thank classmates, earn fewer points. Length should stay near the assigned range. Graders notice when a reply changes the writer's own position.
MBAX 6332 Week 6 help from the desk
Write your recommendation as one sentence and put it at the top. Then pick the two or three strongest pieces of evidence and give each a sentence with its citation. Instead of asking what classmates think, ask how your idea would work in their workplaces, and name the settings you know they represent. When classmates push back, ask yourself whether they have found a real weakness; if so, say so and adjust. Look for differences between their settings and yours, since those reveal the limits of your idea. Many posts defend the brief instead of testing it. If you want help turning a brief into a discussion post, send it over.
Get a MBAX 6332 Week 6 example written to your instructions
Drop in the Week 6 discussion prompt and rubric, your brief or its recommendation, and the classmate threads you owe replies to. A custom discussion post returns in 24-48h, the first free, with replies built on what classmates actually wrote. Classmates appear only through their points, and the recommendation discussed is the sample author's, which the site neither backs nor opposes.
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MBAX 6332 Week 6 questions, answered
Where can I find a free MBAX 6332 Week 6 sample paper?
The recommendation post and replies to Darnell and Janine can be read here for free.
What does the MBAX 6332 Week 6 post recommend?
Publishing hospitals' blood culture and C. difficile testing rates beside their infection measures.
Which settings does the post ask about?
A skilled nursing facility, a health plan and a physician practice, each represented by a classmate.
How does the post respond to Darnell's objection?
It narrows the proposal to a flag for hospitals with low infection counts and very low testing.
What does the reply to Janine reveal?
Admission checks help a nursing facility's rating, so the hospital problem is specific to counting only harms found later.