| Course | DHA 731 Population Health and Epidemiology (DHA/731) |
|---|---|
| Week | 4 |
| Paper type | Surveillance data paper |
| Length | about 1,158 words, 4 double-spaced pages plus title page and references |
| Format | APA 7 student paper |
| School | University of Phoenix |
| Program | DHA |
| Updated | September 2026 |
Free sample paper for DHA 731 Week 4
Deaths Down by Half: Reading North Carolina's Overdose Surveillance Data Before Cutting a Rural Response Program
[Student Name]
University of Phoenix
DHA/731: Population Health and Epidemiology
Week 4 Assignment
[Instructor Name]
[Date]
The health network, its overdose response program, local emergency and EMS counts and the budget decision are composites written for a model paper. Statewide overdose figures are real provisional CDC counts for North Carolina; research findings come from the sources cited.
During budget planning, the finance committee proposed cutting the region's post-overdose response program, which sends a peer support specialist and a nurse to meet patients after an overdose in the emergency department and offers naloxone and treatment. The committee cited news reports that overdose deaths in North Carolina had fallen sharply. The regional vice president asked the population health team whether the surveillance data supported the cut. This paper examines those data and the decision.
Types of Surveillance
Surveillance means gathering health data continuously and in a standard way, analyzing it and putting it to work. Vital statistics record deaths and their causes. Notifiable disease reporting captures certain infections. Syndromic surveillance collects near-real-time data from emergency departments and other sources. Population surveys measure behaviors and chronic conditions that never reach a hospital. Each has different strengths in timeliness, accuracy and geography, and no single system answers every question.
The State Trend
Provisional CDC counts confirm the decline. The predicted number of drug overdose deaths in North Carolina over twelve-month periods peaked at 4,525 for the period ending in July 2023 and fell to 2,157 for the period ending in April 2026, a decline of about 52% (Centers for Disease Control and Prevention [CDC], 2026). The most recent figure is below the 2,363 predicted for the twelve months ending in December 2019, before the pandemic.
Reported and Predicted Counts
The numbers require care. For the twelve months ending in April 2026, CDC reported 2,045 deaths but predicted 2,157 once pending investigations are complete (CDC, 2026). Overdose deaths often require toxicology testing, and recent months are always incomplete. Leaders who compare the latest reported count with earlier final counts will overstate a decline, and the most recent months are the least complete of all.
What Drugs Are Involved
Drug-specific data add detail. In the twelve months ending in April 2026, synthetic opioids other than methadone, mainly illicitly made fentanyl, were involved in a predicted 1,314 deaths, about 61% of the total, while cocaine was involved in 896 and psychostimulants such as methamphetamine in 642 (CDC, 2026). Many deaths involve more than one drug. Fentanyl remains the main driver, and stimulants remain common, often in combination with it.
What the State Trend Cannot Show
State data aggregate a hundred counties. They cannot show whether deaths have fallen in four rural counties with about 100,000 people, where a few deaths can swing a rate. Provisional state counts are also months behind, so they cannot detect a local surge in real time. A state trend is a weather report for the whole state; it cannot tell you whether it is raining on your county today.
Faster Signals: Syndromic Surveillance
Emergency department data arrive faster. Vivolo-Kantor and colleagues used syndromic and billing data to track suspected opioid overdose visits from July 2016 to September 2017 across 52 jurisdictions in 45 states and found the visit rate climbing each quarter, by 5.6% on average, with significant increases in ten states, including North Carolina, and differences by region and urbanization that pointed to the need for local responses (Vivolo-Kantor et al., 2018). North Carolina's statewide syndromic system gives the region similar near-real-time data.
Evaluating the Systems
CDC's evaluation guidelines judge a system on a set of attributes: whether it is simple and adaptable, whether its data are complete and valid, whether partners willingly take part, how many true cases it catches and how many of its flagged cases are real, whether it reflects the whole population, how fast it reports and whether it runs reliably (German et al., 2001). Applying them helps the team decide what each system can support.
Applying the Attributes
Vital statistics score high on data quality and stability but low on timeliness and local representativeness for small counties. Syndromic data score high on timeliness but lower on predictive value, since a suspected overdose visit may not be confirmed. Local EMS naloxone data are timely and local but miss overdoses where naloxone was given by bystanders.
The Region's Local Data
The team added local sources, which are faster and closer to the decision. Emergency visits for suspected overdose at the four hospitals fell about 20% over two years, less than the state decline in deaths. EMS naloxone administrations were roughly flat. Stimulant-related visits rose. And the program's peer specialists reported that fentanyl mixed with a veterinary sedative was appearing locally, a combination that naloxone does not fully reverse. The sedative causes deep sedation and wounds that need specialized care, which adds to the program's work even when an overdose is survived. None of this appears in state death counts, which record only fatal outcomes and arrive months later.
Interpreting the Picture
The state decline is real and encouraging. But local data show a smaller decline in overdose visits, steady EMS responses and rising stimulant use. The program's own clients are part of the local picture, and cutting it would remove the service most directly connected to people at highest risk. Last year, 61% of patients seen after an overdose accepted naloxone, and 34% started treatment within thirty days, results that would be hard to rebuild if the peer specialists left for other jobs.
Costs of Each Choice
The program costs about $310,000 a year. Cutting it would save that amount, but a single prevented death is worth far more to a family and a community, and each overdose that ends in intensive care costs the hospitals and payers tens of thousands of dollars. If the program prevents even a few overdose deaths or intensive care admissions a year, it pays for itself in human and financial terms. Against that, falling state deaths mean the region should expect less need over time, and the budget should reflect that trend when local data confirm it.
The Decision
The vice president recommended continuing the program for another year at its current level, while shifting part of its focus toward stimulant use and adding test strips for emerging adulterants. The program will also begin reporting its own data monthly to the regional risk committee, so that future budget decisions rest on local evidence rather than statewide headlines.
Local Triggers
The team set triggers for review, written into the budget so that the next decision will not depend on headlines: if suspected overdose visits fall below a defined level for two consecutive quarters and EMS naloxone use declines, the program would be scaled back; if visits rise 25% above the baseline in any month, the program would expand outreach and alert partners.
Conclusion
North Carolina's overdose deaths have fallen by about half from their peak, a real gain. But provisional counts lag, drug patterns are shifting and state data cannot describe four rural counties. By combining state, syndromic and local data, judging each system by CDC attributes and setting local triggers, the region can make a decision matched to its own situation.
References
Centers for Disease Control and Prevention. (2026). VSRR provisional drug overdose death counts [Data set]. data.cdc.gov. https://data.cdc.gov/d/xkb8-kh2a
German, R. R., Lee, L. M., Horan, J. M., Milstein, R. L., Pertowski, C. A., & Waller, M. N. (2001). Updated guidelines for evaluating public health surveillance systems: Recommendations from the Guidelines Working Group. MMWR Recommendations and Reports, 50(RR-13), 1-35. https://www.cdc.gov/mmwr/preview/mmwrhtml/rr5013a1.htm
Vivolo-Kantor, A. M., Seth, P., Gladden, R. M., Mattson, C. L., Baldwin, G. T., Kite-Powell, A., & Coletta, M. A. (2018). Vital signs: Trends in emergency department visits for suspected opioid overdoses, United States, July 2016-September 2017. MMWR. Morbidity and Mortality Weekly Report, 67(9), 279-285. https://doi.org/10.15585/mmwr.mm6709e1
What the DHA 731 Week 4 instructions ask
The fourth DHA 731 assignment commonly focuses on surveillance data. Students are often asked to describe the purpose and types of public health surveillance, such as vital statistics, notifiable disease reporting, syndromic surveillance and surveys, analyze trends in surveillance data for a condition relevant to their organization, explain limitations such as reporting delays, undercounting and changes in definitions, evaluate a system using recognized attributes and use the data to inform a decision. Some versions want a trend chart included. Add a sentence on what the chart shows if so. Strong papers use real surveillance data, explain provisional versus final counts, combine sources with different strengths and match the system's timeliness and geography to the decision.
How this DHA 731 Week 4 example is built
A budget proposal to cut the region's post-overdose response program, citing falling state deaths, opens the paper. Types of surveillance are described. Real provisional overdose death counts for North Carolina are analyzed, including the difference between reported and predicted values. Drug-specific trends show synthetic opioids and stimulants. Evidence from emergency department syndromic surveillance shows how faster data can detect changes. CDC attributes are used to judge whether state data are fit for a rural decision. Local data from emergency visits, EMS and the program itself are added. A recommendation to continue the program with local monitoring and triggers closes the paper.
DHA 731 Week 4 grading rubric: where the points go
The surveillance week typically rewards accurate interpretation of real surveillance data, understanding of system limitations and a decision matched to the data's strengths. Graders look for surveillance types described, a real trend analyzed correctly, provisional data and reporting delays explained, drug-specific or subgroup patterns noted, a system evaluated with recognized attributes, multiple sources combined and a reasoned decision. CDC data sets and surveillance research strengthen the paper. Noting that state trends may not reflect local conditions earns credit. Defining local triggers for action also earns marks. Clear, careful writing and correct APA references, including the data set's release year, complete the grade. Papers that treat provisional counts as final usually score lower.
DHA 731 Week 4 help: mistakes to avoid
Many DHA 731 Week 4 papers read a surveillance trend at face value. Ask first how the data were collected and how late they arrive. Provisional death counts lag and are adjusted upward as investigations close, so compare predicted with reported values. Look at subgroups, such as drug types or ages, since a falling total can hide a rising category. Check whether the system's geography matches your decision; a state trend may not describe four rural counties. Add faster local sources, such as emergency visits and EMS naloxone use. Judge the system with CDC attributes like timeliness and representativeness. Then set local triggers that tell you when to act, and write them into the plan before the next budget cycle.
Related DHA 731 sample papers
Other DHA 731 week samples
- DHA 731 Week 1: Population Health for Leaders
- DHA 731 Week 2: Applying Epidemiologic Measures
- DHA 731 Week 3: Evaluating Study Designs and Evidence
- DHA 731 Week 5: Projecting Population Health Needs
- DHA 731 Week 6: Resource Allocation Decisions
- DHA 731 Week 7: Emerging Epidemic Analysis
- DHA 731 Week 8: Population Health Recommendation
More DHA sample papers
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DHA 731 Week 4 questions, answered
What does DHA/731 Week 4 usually ask for?
The fourth population health paper commonly focuses on surveillance data: interpreting trends, understanding limitations such as reporting delays and using the data to inform a decision.
Where can I find a free DHA 731 Week 4 sample paper?
This page has a complete surveillance sample, free to read, with notes explaining each data choice. Tell us the condition you are tracking, and we write your opening paper free.
Why are provisional overdose death counts adjusted?
Many overdose deaths require toxicology and investigation before the cause is finalized, so recent counts are incomplete; CDC reports predicted values that estimate final counts after pending investigations close.
What is syndromic surveillance?
A system that collects near-real-time data from sources such as emergency department visits to detect changes in illness or injury patterns faster than traditional reporting.
How are surveillance systems evaluated?
CDC guidelines ask, among other things, how quickly data arrive, how completely they capture cases, how well they represent the population, how often flagged cases are real and how easy the system is to run and adapt.
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