PUBH 8501 Week 8 De-Identification Pass Example

Scholar-Practitioner Inquiry I Walden University Free custom sample in 24 to 48h

This PUBH 8501 Week 8 de-identification pass example strips a practice narrative of every detail a coworker or client could recognize, and logs each removal with its category and reason. Walden PUBH 8501 asks students to prepare practice accounts for wider readers, and the pass explains the federal de-identification standard as an idea before applying it. Two paragraphs appear before and after revision. A removal log covers a date, an exact age, a named apartment complex, a staffing detail, a direct quotation and a description that points to one clinic. A closing section explains what was kept and why. The page models the care with practice data expected in PhD in Public Health writing.

CoursePUBH 8501 Scholar-Practitioner Inquiry I
WeekWeek 8
Paper typeDe-identification pass
LengthAbout 600 words, 5 pages
FormatAPA 7 student paper
SchoolWalden University
ProgramPhD in Public Health
UpdatedOctober 2026

Free sample paper for PUBH 8501 Week 8

1

What a Coworker Would Recognize: A De-Identification Pass on a Narrative About Missed Chlamydia Retests at a Composite Clinic, With Every Removal Logged by Category and Reason

Student Name

Walden University

PUBH 8501: Scholar-Practitioner Inquiry I

Instructor Name

Month Day, Year

What this page is doingThe title sets the test the pass applies, whether someone who knows the clinic could still identify a person or place, which goes further than removing names.
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What a Coworker Would Recognize: A De-Identification Pass on a Narrative About Missed Chlamydia Retests at a Composite Clinic, With Every Removal Logged by Category and Reason

The Standard

The federal privacy rule treats health information as de-identified once it can no longer reasonably identify an individual. One route, known as Safe Harbor, strips eighteen kinds of identifier, among them names, places below the level of a state, any date more specific than a year, and telephone numbers, provided the holder does not know of a way the remainder could point to a person (45 C.F.R. § 164.514). The other route asks a qualified expert to judge, and document, that the chance of reidentification is very low. Neither route was written for a classroom narrative, but both rest on an idea that applies to it: a detail identifies someone when it narrows the possibilities to one. Combinations of ordinary facts can do that even when each looks harmless (Sweeney, 2002).

What this page is doingExplaining the concept, not just the rule, prepares the reader for removals the identifier list would not require.
3

Before and After

Earlier drafts described the clinic, an invented walk-in service, in close detail. Two paragraphs are shown with the revised version beneath each.

Before: "On March 14, a 19-year-old from the Eastgate apartments came in for an unrelated visit. Our Thursday evening nurse, the only one who speaks Tagalog, missed the open retest order. The client said, 'Nobody told me I had to come back, I thought the pills fixed it.'"

After: "During the observation month, a young client came in for an unrelated visit. The nurse on duty did not see the open retest order. The client said they had not understood that a retest was needed after treatment."

Before: "Port Alder's only public sexual health clinic, on the east bank next to the ferry terminal, serves about 4,000 visits a year."

After: "The clinic is a public walk-in sexual health clinic in a mid-sized city."

Removal Log

Table 1

Every change, with its category and reason

Detail removed or changedCategoryReason |
March 14Date tied to an eventA date plus a visit type could identify the client in the clinic's records |
Age 19Detail narrowing a small groupExact age with a date and an apartment complex could single out one person |
Eastgate apartmentsNamed placeA residence smaller than a city is listed under Safe Harbor |
Thursday evening nurse who speaks TagalogStaffing detailIdentifies one staff member to any coworker |
Direct quotationRecognizable wordsA coworker or the client could recognize the exact phrasing |
Only public clinic next to the ferry terminalUnique descriptionPoints to a single real clinic |
About 4,000 visits a yearVolume detailCombined with the city, would confirm which clinic |

The log covers the two paragraphs shown; the full narrative had 23 removals.

Removals That Are Easy to Miss

The obvious identifiers, names and exact dates, were already gone before this pass. The harder removals were details that only someone inside the clinic would notice: a staffing pattern, a turn of phrase, a description precise enough that there is only one place it could be. Field researchers recommend changing such details when people in the setting could recognize one another in the account (Emerson et al., 2011). The pass therefore asked of every sentence whether a coworker reading it would know who or where was meant.

What Was Kept

Kept were the details the argument needs: that the client was young, that a retest order was open and unseen, and that the client misunderstood the purpose of a retest. Removing them would protect privacy no further and would weaken the account.

References

Emerson, R. M., Fretz, R. I., & Shaw, L. L. (2011). Writing ethnographic fieldnotes (2nd ed.). University of Chicago Press.

Other requirements relating to uses and disclosures of protected health information, 45 C.F.R. § 164.514 (2024).

Sweeney, L. (2002). k-anonymity: A model for protecting privacy. International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, 10(5), 557-570. https://doi.org/10.1142/S0218488502001648

The Walden PUBH 8501 Week 8 instructions

De-identification assignments ask students to revise a narrative or dataset from their practice so it no longer identifies individuals or settings. Prompts usually require the original and revised text, a log of changes and a short explanation of the standard applied, often the HIPAA de-identification rule or a professional ethics code. Instructors expect students to look beyond names to combinations of details that could identify someone. Passes that remove only obvious identifiers, or that strip so much that the account loses its meaning, generally receive less credit, since the skill lies in protecting people while keeping what the argument needs.

How the PUBH 8501 Week 8 example is put together

The pass begins by explaining the standard: information is de-identified when it can no longer reasonably identify someone, either by removing listed identifiers or by expert determination. It adds the point that ordinary details in combination can identify people. Two paragraphs from earlier drafts appear with their revised versions beneath. A removal log lists seven changes with a category and a reason for each. A section on easy-to-miss removals discusses staffing patterns, quotations and unique descriptions. The final section explains which details were kept, the client's youth, the unseen order and the misunderstanding, because the argument depends on them. The before-and-after layout lets a reader compare versions line by line without reconstructing the original. Totals at the foot of the log show how many changes the full narrative needed beyond the two paragraphs reproduced.

PUBH 8501 Week 8 rubric: what earns full marks

Rubrics typically reward an accurate explanation of the standard, thorough removals, a clear log and judgment about what to keep. Explaining the concept behind the rule, not just listing identifiers, earns credit. Logging each change with a reason shows the work can be checked. Catching indirect identifiers, such as a staff member's language or a clinic's unique location, demonstrates insight. Keeping the details the argument needs shows judgment rather than mechanical deletion. Graders often look for a test applied to every sentence, such as whether an insider would recognize the person or place described. A pass that separates direct identifiers from indirect ones, and treats the second group with equal care, usually earns full credit for thoroughness. A short statement of the test applied to each sentence also helps a grader follow the reasoning.

PUBH 8501 Week 8 help from the desk

Read your narrative as a coworker would and mark every detail that would make them think of a specific person or place. Then read it as the client would. Remove or generalize each marked detail, and record what you changed and why. Watch for dates, ages, small places, staffing patterns and quotations. Before cutting a detail, ask whether your argument needs it; if it does, find a less identifying way to say it. If you are unsure whether your revised account is safe to share, we can review it and prepare a sample pass with a full removal log.

Get a PUBH 8501 Week 8 example written to your instructions

Send the narrative or memo you need scrubbed, the Week 8 instructions with their rubric, and a note on anything you suspect is identifying. The pass shows each paragraph before and after, with a logged reason for every removal. No fee applies to a first pass, back in 24 to 48 hours; the clinic and its evening session here are fabricated.

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PUBH 8501 Week 8 questions, answered

Where can I find a free PUBH 8501 Week 8 sample paper?

The whole Week 8 de-identification pass is reproduced above, revising a narrative about a composite clinic.

What standard does the pass apply?

The federal idea that information is de-identified when it can no longer reasonably identify someone.

What kinds of detail are easy to miss?

Staffing patterns, recognizable quotations and descriptions that point to only one clinic.

Why log every removal?

So a reader can see what was changed, why, and check that nothing identifying remains.

What was deliberately kept?

The client's youth, the unseen retest order and the misunderstanding about retesting, which the argument needs.