| Course | DHA 731 Population Health and Epidemiology (DHA/731) |
|---|---|
| Week | 1 |
| Paper type | Population health paper |
| Length | about 1,162 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 1
One in Five Adults With Diabetes: Why a Rural Health System Leader Must Think in Populations, Not Patients
[Student Name]
University of Phoenix
DHA/731: Population Health and Epidemiology
Week 1 Assignment
[Instructor Name]
[Date]
The health network, its leaders and plans are composites written for a model paper. County figures are real CDC PLACES 2025 release estimates for Bertie, Halifax, Hertford and Northampton counties in North Carolina and BRFSS 2023 state estimates; research findings come from the sources cited.
At a board retreat, a trustee asked the regional vice president why the rural hospitals should spend money on food programs, transportation and community health workers when their job was to treat patients. The question is common, and it deserves a careful answer. This paper answers it by introducing population health and applying it to the region the hospitals serve, represented here by four northeastern North Carolina counties, Bertie, Halifax, Hertford and Northampton, home to about 100,000 people.
Defining Population Health
Kindig and Stoddart argued that the term should describe the health of a defined group of people, counting not just the group's average but how unevenly health is spread among its members; the field, in their view, joins those outcomes to the forces that produce them and to the policies that connect the two (Kindig & Stoddart, 2003). The definition matters for two reasons: it focuses on outcomes for everyone in a population, not only those who seek care, and it asks how evenly those outcomes are shared.
Population Health, Clinical Care and Public Health
Clinical care treats individual patients who come for help. Public health agencies protect communities through surveillance, prevention and regulation. Population health overlaps both but is defined by its focus on outcomes for a whole population and on the full set of determinants, which gives health systems a role alongside public health departments.
A Model of Determinants
The County Health Rankings model organizes the determinants of health. Remington and colleagues explain that the Rankings score each county on how long and how well people live and on four groups of factors behind those outcomes: behaviors, medical care, the economic and social conditions of residents and the built and natural surroundings. Counties are ranked only against others in the same state, and gaps inside a single state are large, often more than double between the best and worst counties for early deaths, teen births and children in poverty (Remington et al., 2015). In the model's weighting, social and economic factors carry 40% of the weight, health behaviors 30%, clinical care 20% and the physical environment 10%.
What the Weights Mean for a Hospital
If clinical care accounts for about a fifth of the modifiable influences on health, a hospital that confines itself to clinical care addresses only part of what shapes its community's health. A hospital that works only inside its walls is working on a fifth of the problem.
The Region's Health: Chronic Disease
CDC PLACES estimates for 2023 show a heavy burden of chronic disease. Crude prevalence of diagnosed diabetes among adults ranged from 18.9% in Hertford County to 20.3% in Northampton County, and high blood pressure from 48.1% in Hertford to 52.0% in Northampton (Centers for Disease Control and Prevention [CDC], 2025a). Obesity was about 43% in all four counties, a leading risk factor for both diabetes and high blood pressure in every county.
Comparing With the State
Statewide, the Behavioral Risk Factor Surveillance System, which interviews adults by phone in all fifty states each year, estimated diagnosed diabetes among North Carolina adults at 12.4% and current smoking at 13.2% in 2023 (CDC, 2025b). In the four counties, crude smoking prevalence ranged from 17.2% to 19.8% (CDC, 2025a). On both measures, the region's adults fare worse than the state as a whole.
Crude and Age-Adjusted Rates
The comparison needs care. The four counties are older than the state, and older adults have more diabetes. Age-adjusted diabetes prevalence, which removes differences in age structure, ranged from 14.2% to 15.2% (CDC, 2025a), lower than the crude figures but still above the state's crude rate. Older residents account for some of the difference; the rest remains after adjustment.
Social and Economic Factors
PLACES also estimates social needs. Food insecurity in the past year was reported by 23.9% of adults in Northampton County to 29.1% in Halifax County, and lack of reliable transportation kept 11.8% to 14.4% of adults from medical care, meetings, work or daily needs (CDC, 2025a). About one adult in eight lacked health insurance before the state's Medicaid expansion took full effect.
Distribution Within the Region
Averages hide differences. Within each county, diabetes and high blood pressure are more common among Black residents and among residents with lower incomes, and tract-level estimates show pockets with far higher burdens. Kindig and Stoddart's definition directs leaders to these distributions, not only to county averages.
Using the Rankings Locally
The Rankings have placed several of these counties among the least healthy in North Carolina's hundred counties, a fact local officials know well. Because the Rankings compare counties within a state, they invite neighboring counties to learn from one another, and they give hospital boards a public benchmark. The authors caution that no model captures everything, and they urge users to add local data, which is why the region pairs the Rankings with PLACES estimates and its own clinical records.
Why Leaders Should Think in Populations
The case for a population perspective is practical as well as moral. Under value-based contracts, the hospitals are responsible for the health of attributed populations, not only for admitted patients. Chronic disease drives avoidable admissions, which strain small hospitals and cost payers. And social needs such as food insecurity and transportation directly affect whether patients can manage their conditions.
Priority One: Diabetes and Blood Pressure Control
The region will focus first on the two most common chronic conditions, using registries, care teams and community health workers to reach adults who are not in regular care. With roughly one adult in five living with diabetes and half with high blood pressure, even modest improvements in control would prevent strokes, heart attacks, kidney failure and amputations.
Priority Two: Food Insecurity
The hospitals will screen patients for food insecurity and partner with food banks and the state's social needs services to connect them with help. For patients with diabetes, food insecurity makes it hard to follow a diet and can cause dangerous swings in blood sugar, so the two priorities reinforce each other.
Priority Three: Transportation
The region will fund rides to appointments and expand telehealth and mobile services in the most isolated areas, starting with the census tracts where PLACES estimates show the highest share of adults without reliable transportation.
Measures and Data Sources
Progress will be tracked with PLACES estimates each year, the region's own clinical data on blood sugar and blood pressure control, screening results for social needs and County Health Rankings measures such as premature death.
Conclusion
Population health asks leaders to look at the health of everyone in their region and how that health is distributed. The County Health Rankings model shows that clinical care is only part of what shapes health. Real data show the region's adults face high rates of diabetes, high blood pressure, smoking, food insecurity and transportation barriers. Those facts answer the trustee: the hospitals' mission reaches beyond their walls.
References
Centers for Disease Control and Prevention. (2025a). PLACES: Local data for better health, county data, 2025 release [Data set]. data.cdc.gov. https://data.cdc.gov/d/swc5-untb
Centers for Disease Control and Prevention. (2025b). Behavioral Risk Factor Surveillance System (BRFSS) prevalence data (2011 to present) [Data set]. data.cdc.gov. https://data.cdc.gov/d/dttw-5yxu
Kindig, D., & Stoddart, G. (2003). What is population health? American Journal of Public Health, 93(3), 380-383. https://doi.org/10.2105/AJPH.93.3.380
Remington, P. L., Catlin, B. B., & Gennuso, K. P. (2015). The County Health Rankings: Rationale and methods. Population Health Metrics, 13, Article 11. https://doi.org/10.1186/s12963-015-0044-2
What the DHA 731 Week 1 instructions ask
The opening DHA 731 assignment usually introduces population health for health care leaders. Students are often asked to define population health, distinguish it from individual clinical care and from public health, describe the determinants of health, such as behaviors, medical care, income, education and housing, use data to describe a population's health and explain why leaders of health organizations should adopt a population perspective. Some prompts want a profile of the student's home county. Cite each data source if so. Strong papers use a published definition and model, present real data with comparisons, attend to how outcomes are distributed within the population and connect the analysis to decisions an executive can make.
How this DHA 731 Week 1 example is built
A board member's question, why the rural hospitals should spend money outside their walls, opens the paper. Population health is defined, with attention to how outcomes are distributed within a group. The County Health Rankings model organizes the determinants of health and shows how much weight each group carries. Real CDC estimates for four northeastern North Carolina counties describe diabetes, high blood pressure, obesity, smoking, food insecurity and transportation barriers, compared with statewide figures. Crude and age-adjusted rates are distinguished. The implications for a health system leader are drawn, and three population health priorities for the region, with measures and data sources, close the paper.
DHA 731 Week 1 grading rubric: where the points go
The population health week usually rewards a sound definition, correct use of a determinants model and accurate presentation of real data. Graders look for population health defined and distinguished from related fields, determinants described with a recognized model, a population profiled with cited data and meaningful comparisons, distribution and disparities considered, the leader's role explained and priorities proposed. Published frameworks and public data sets strengthen the paper. Presenting both crude and age-adjusted rates earns credit, as does linking social factors such as food insecurity and transportation to outcomes. Careful writing and accurate APA references for each data set, including the release year, finish the grade. Papers that describe only a hospital's patients usually score lower.
DHA 731 Week 1 help: mistakes to avoid
Many DHA 731 Week 1 papers describe population health in general terms. Make it concrete. Define it using a published source, then pick a model of determinants and use it to organize real data for a real population. CDC PLACES provides county and tract estimates for chronic conditions and social needs; the BRFSS provides state comparisons. Report whether rates are crude or age-adjusted, and compare like with like. Look at how outcomes are distributed, not only at averages. Then ask what an executive can do: where does the organization's influence reach beyond its patients, and which partners are needed? End with a few priorities, each with a measure and a data source.
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- DHA 731 Week 7: Emerging Epidemic Analysis
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DHA 731 Week 1 questions, answered
What does DHA/731 Week 1 usually ask for?
The opening population health paper usually defines population health, describes its determinants with a recognized model and uses data to profile a population's health from a leader's perspective.
Where can I find a free DHA 731 Week 1 sample paper?
The population health sample on this page is open in full, with notes on each data choice. Name the county or community you are profiling, and the opening draft costs you nothing.
What is population health?
In Kindig and Stoddart's framing, it is the health of a defined group of people, judged by both the average and the spread of health among its members, together with the causes and policies behind those results.
What is the County Health Rankings model?
A model that ranks counties within each state on health outcomes and on health factors, weighting social and economic factors most heavily, followed by health behaviors, clinical care and the physical environment.
What is the difference between crude and age-adjusted rates?
A crude rate is the share of the actual population with a condition; an age-adjusted rate removes differences in age structure so that populations with older or younger residents can be compared fairly.
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