IHP 515 Module 7 Milestone Three Example

Reviewed by Delia Ravenscroft, MSN, RN

This IHP 515 Module 7 Milestone Three sample turns hypotheses into a practical surveillance and analysis plan. It is written for SNHU IHP 515 (IHP-515), a population epidemiology course in the MPH sequence. The composite county's descriptive work generated four hypotheses about fentanyl, a clinic closure, jail release and racial differences in overdose deaths. Thacker and Berkelman describe surveillance as ongoing, systematic data work tied to action and outline attributes such as timeliness, completeness and usefulness. Rudd and colleagues' national data supply comparison benchmarks. Von Elm and colleagues' STROBE statement sets reporting standards for observational studies. The plan improves timeliness with emergency department alerts, links death, jail, treatment and pharmacy records, defines measures and analyses for each hypothesis, addresses privacy and sets a timeline for reports to decision makers.

CourseIHP 515 Population-Based Epidemiology
ModuleModule 7
Paper typegraduate milestone surveillance and analysis plan
LengthAbout 1,020 words, 6 pages
FormatAPA 7 student paper
SchoolSouthern New Hampshire University
ProgramMPH
UpdatedSeptember 2026

Free sample paper for IHP 515 Module 7

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Milestone Three: Surveillance Improvements and Analysis Plan for Harlan County Overdose Deaths

[Student Name]

Southern New Hampshire University

IHP 515: Population-Based Epidemiology

Module Seven Milestone Three

[Instructor Name]

[Date]

What this page is doingNaming surveillance and analysis together signals a two-part plan.
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Milestone Three: Surveillance Improvements and Analysis Plan for Harlan County Overdose Deaths

Harlan County's descriptive epidemiology produced four hypotheses: that fentanyl in the drug supply drove the county-wide rise, that the 2020 treatment program closure contributed, that release from jail without treatment raises risk and that later arrival of fentanyl and lower treatment access explain the faster rise among Black residents. Testing them requires better data and a clear analysis plan. This milestone describes improvements to overdose surveillance, the data linkages needed, analyses for each hypothesis, reporting standards, privacy protections and a timeline.

What this page is doingThe introduction lists the hypotheses and the milestone's contents.
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What Surveillance Should Do

Thacker and Berkelman (1988) characterize surveillance as sustained, methodical gathering, analysis and interpretation of health data needed to plan, carry out and evaluate public health practice, closely linked to timely sharing with those who need to act. They identified attributes by which surveillance systems can be judged, including simplicity, flexibility, acceptability, sensitivity, representativeness, timeliness and usefulness. Harlan's current overdose surveillance relies on death certificates, which take three to six months to finalize, and quarterly emergency department summaries, so it is neither timely nor detailed enough to guide rapid response.

What this page is doingSurveillance purposes and attributes frame the current system's gaps.
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Improving Timeliness

The county will add near-real-time syndromic surveillance of emergency department visits for suspected overdose, drawing on chief complaint and diagnosis data already sent to the state. An automated alert will notify the epidemiologist when weekly visits exceed the expected range by two standard deviations, allowing rapid warnings to harm reduction partners and hospitals when a dangerous batch appears. Emergency medical services naloxone administrations will be added as another early signal.

What this page is doingSyndromic surveillance and alerts improve timeliness.
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Improving Completeness

The medical examiner will adopt a standard toxicology panel for all suspected overdose deaths, including fentanyl analogs, so that drug involvement is recorded consistently. Death investigation forms will capture circumstances such as whether the person was alone, whether naloxone was given and recent release from incarceration, fields that are often missing today.

What this page is doingStandardized toxicology and investigation fields improve completeness.
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Data Linkage

Testing the hypotheses requires linking data sources at the individual level. Death records will be linked with county jail release records, the state prescription drug monitoring program for buprenorphine, opioid treatment program enrollment records and emergency department visits, using name, date of birth and other identifiers, with linkage performed by the state health department's data unit so that analysts receive de-identified files.

Table 1. Hypotheses, Data and Analyses

HypothesisData neededAnalysis
Fentanyl drove the county-wide riseStandard toxicology; trends in fentanyl detectionTrends in fentanyl-involved versus other deaths
Clinic closure contributedProgram enrollment linked to deaths; neighboring countiesDeaths among former patients; difference-in-differences
Jail release without treatment raises riskJail release, treatment and death recordsRetrospective cohort; relative risk adjusted for confounders
Racial differences reflect fentanyl timing and treatment accessToxicology and treatment by race over timeStratified trends; treatment rates by race

Note. Each hypothesis is matched to specific data and methods.

What this page is doingIndividual-level linkage across sources is planned with protections.
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National Comparisons

Rudd et al. (2016) documented national increases in opioid overdose deaths and the growing role of synthetic opioids. National and state rates, standardized for age, will serve as benchmarks for Harlan's trends, allowing the county to see whether its pattern mirrors or departs from broader trends and whether local interventions coincide with divergence.

What this page is doingNational data provide benchmarks for local trends.
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Analysis Methods

Trends will be analyzed with quarterly age-adjusted rates and, for small groups, three-year rolling averages with confidence intervals. The jail release cohort will compare twelve-month overdose death risk between those treated and untreated at release, using regression to adjust for demographic factors, earlier overdoses and whether the person had stable housing. The closure question will pit mortality among people the program had been treating against a matched group of people with opioid use disorder never enrolled, before and after the closure. Racial differences will be examined through stratified trends in fentanyl detection and treatment receipt.

What this page is doingAnalytic methods are specified for each question.
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Reporting Standards

Von Elm et al. (2007) developed the STROBE statement to improve reporting of observational studies, listing items such as clear descriptions of study design, setting, participants, variables, data sources, bias, study size, statistical methods, results including missing data and limitations. The county's reports on the cohort and closure analyses will follow STROBE, so that readers can judge the quality of the evidence and other health departments can compare their results.

What this page is doingSTROBE guides transparent reporting of the planned studies.
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Privacy and Ethics

Linked records include sensitive information about drug use and incarceration. Linkage will occur under a data use agreement with the state, analysts will work only with de-identified data in a secure environment and results for groups smaller than ten will be suppressed in public reports. The project will be reviewed by the health department's data governance committee and, for any publication, by an institutional review board.

What this page is doingPrivacy protections and review processes are described.
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Evaluating the Surveillance System

The improved system should itself be evaluated after a year, using the attributes Thacker and Berkelman describe. Timeliness will be measured as the days between an overdose surge and the first alert to partners. Completeness will be measured as the share of death records with a full toxicology panel and circumstance fields filled in. Sensitivity of the syndromic alerts will be checked by comparing flagged weeks with later confirmed increases in deaths. Usefulness will be judged by whether partners acted on alerts, for example by distributing extra naloxone or issuing warnings, and by feedback from hospitals and harm reduction groups. Acceptability will be assessed by asking emergency departments and the medical examiner whether the new reporting demands are manageable. The evaluation will guide adjustments before the system becomes routine.

What this page is doingA plan to evaluate the surveillance system uses its own attributes.
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Timeline and Dissemination

Syndromic alerts and standardized toxicology will begin within three months. Data linkage agreements will take about six months, with the jail cohort and closure analyses completed within a year. A monthly overdose dashboard will be shared with the board, hospitals and harm reduction partners, and a detailed annual report will present the analyses.

What this page is doingThe timeline and dissemination plan are set.
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Community Partners

Harm reduction organizations and people with lived experience of drug use will be invited to review the dashboard and alerts, since they are often first to notice changes in the drug supply and can help interpret findings in ways data alone cannot.

What this page is doingCommunity partners are included in interpreting surveillance.
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Conclusion

Better surveillance and linked data will let Harlan County move from describing its overdose crisis to testing why it happened and responding faster when danger rises. Clear methods, transparent reporting and strong privacy protections make the plan both useful and trustworthy.

What this page is doingThe conclusion summarizes the plan's value.
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References

Rudd, R. A., Aleshire, N., Zibbell, J. E., & Gladden, R. M. (2016). Increases in drug and opioid overdose deaths: United States, 2000-2014. MMWR. Morbidity and Mortality Weekly Report, 64(50-51), 1378-1382. https://doi.org/10.15585/mmwr.mm6450a3

Thacker, S. B., & Berkelman, R. L. (1988). Public health surveillance in the United States. Epidemiologic Reviews, 10(1), 164-190. https://doi.org/10.1093/oxfordjournals.epirev.a036021

von Elm, E., Altman, D. G., Egger, M., Pocock, S. J., Gøtzsche, P. C., & Vandenbroucke, J. P. (2007). The Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) statement: Guidelines for reporting observational studies. Annals of Internal Medicine, 147(8), 573-577. https://doi.org/10.7326/0003-4819-147-8-200710160-00010

What the IHP 515 Module 7 instructions ask for

Milestone Three in IHP 515 usually asks for a plan to collect and analyze data that would answer questions raised by your descriptive work, often including surveillance improvements. Graduate milestones commonly run five to seven APA 7 pages. Describe current data systems and their gaps, propose specific improvements, match each hypothesis to data and methods in a table and explain how you will handle confounding and small numbers. Address privacy and ethics, specify reporting standards and set a realistic timeline. Instructors reward plans where every analysis clearly answers a stated question and uses data that could realistically be obtained. IHP 515 graders notice clean headings in IHP 515 papers. IHP 515 names and dates need checking before IHP 515 submission.

How this IHP 515 Module 7 milestone three example is built

This milestone plans surveillance improvements and analyses for a composite county's overdose deaths. Thacker and Berkelman's surveillance attributes reveal gaps in timeliness and completeness, addressed with syndromic emergency department alerts and standard toxicology. Linked death, jail, treatment and pharmacy records support a table matching four hypotheses to data and methods, including a jail release cohort and a difference-in-differences analysis of a clinic closure. Rudd and colleagues' national data provide benchmarks, STROBE from von Elm and colleagues guides reporting and privacy protections, a timeline and a monthly dashboard complete it. IHP 515 students can reuse this structure for IHP 515 work. IHP 515 claims here trace to cited IHP 515 sources.

Where the IHP 515 Module 7 rubric puts the points

Surveillance and analysis plans in IHP 515 are commonly judged on accurate description of surveillance concepts, identification of data gaps, specific improvements, alignment of hypotheses with data and methods, handling of confounding and small numbers, privacy and ethics, reporting standards, a feasible timeline, scholarly support and APA 7. Strong plans show exactly how each question will be answered and protect sensitive data. Plans lose points when analyses are vague, data linkage is assumed without agreements or privacy is overlooked. A hypothesis-to-method table is often credited as clear evidence of planning. IHP 515 marks favor careful formatting across IHP 515 sections. IHP 515 citations keep every IHP 515 argument credible.

IHP 515 Module 7 help: the mistakes that cost points

In IHP 515, Milestone Three often loses points for plans that restate hypotheses without methods, for ignoring data quality, for overlooking privacy and for timelines that ignore how long data agreements take. Another frequent weak spot is forgetting reporting standards. Assess current systems, propose improvements, match hypotheses to data and methods, protect privacy, adopt STROBE or similar guidance and set a timeline. If your problem involves different data sources, list them in your IHP 515 notes so the plan uses them realistically. IHP 515 drafts start well from a IHP 515 outline. IHP 515 feedback already received guides IHP 515 revisions.

Get IHP 515 Module 7 written to your instructions

Send the IHP 515 Milestone Three prompt and your hypotheses. The plan will assess current surveillance, propose improvements, match each hypothesis to data and methods, address confounding and privacy and set reporting standards and a timeline, within 24 to 48 hours, free the first time. The paper above is an original model document written by our desk, not a submitted student paper and not an official Southern New Hampshire University document.

More IHP 515 papers and related MPH samples

IHP 515 Module 7 questions, answered

Where can I find a free IHP 515 Module 7 Milestone Three sample?

The whole plan is published here: overdose surveillance improvements and analyses matched to four hypotheses, with privacy protections and STROBE reporting.

What attributes make a good surveillance system?

Simplicity, flexibility, acceptability, sensitivity, representativeness, timeliness and usefulness, among others.

What is syndromic surveillance?

Near-real-time monitoring of data such as emergency department chief complaints to detect unusual increases before diagnoses are confirmed.

What is the STROBE statement?

A checklist for reporting observational studies clearly, covering design, participants, variables, bias, methods, results and limitations.

How are privacy risks managed in linked health data?

Through data use agreements, linkage by a trusted unit, de-identified analysis files, secure environments and suppression of small counts.