PUBH 6331 Week 2 Burden Profile Example

Course	PUBH 6331 Global Health and Social Justice
Week	Week 2
Paper type	Burden profile brief
Length	About 750 words, 5 pages
Format	APA 7 student paper
School	Walden University
Program	Master of Public Health (MPH)
Updated	October 2026

Free sample paper for PUBH 6331 Week 2

Counting the Bitten Who Never Reach a Ledger: A Burden Profile of Snakebite Envenoming That Sets Global Ranges, a National Verbal Autopsy Survey and Hospital Records Side by Side and Names Who Each Source Misses

Student Name

Walden University

PUBH 6331: Global Health and Social Justice

Instructor Name

Month Day, Year

What this page is doingThe title puts the uncounted first, because the profile's main finding is how far the best sources disagree and why.

Why Counting Comes First

Before anyone can argue about who owes what to people harmed by snakebite, someone has to count who is harmed. Few conditions the WHO classes as neglected tropical diseases are harder to count than snakebite. Most bites happen to farmworkers and children in rural areas, many victims are treated by traditional healers or not at all, and deaths often occur at home or on the way to care, where no hospital record is made. This profile sets out what the best available sources estimate, how they were produced and whose suffering each leaves out.

What this page is doingStating the counting problem before any number warns the reader that the figures below are estimates of different things.

Three Kinds of Estimate

Global Modeling

Kasturiratne et al. (2008) built the first systematic global estimate by grouping countries into 21 regions, extracting incidence rates from published studies and filling gaps by borrowing the lowest rate from a neighboring country. Their range is wide, from a floor of 20,000 deaths and 421,000 envenomings each year to a ceiling of 94,000 deaths and 1.84 million envenomings. The highest burden fell in South Asia, Southeast Asia and sub-Saharan Africa. The width of that range is itself a finding about data, not about snakes.

International Agency Figures

Current World Health Organization figures put the toll at about 5.4 million snakebites a year (World Health Organization, 2023), with 1.8 to 2.7 million envenomings and 81,410 to 137,880 deaths, with roughly three times as many amputations and other permanent disabilities as deaths. Agricultural workers and children are named as the most affected.

A National Mortality Survey

In India, the Million Death Study sent field workers to interview families about every death in 6,671 randomly selected areas and had physicians assign causes. Snakebite accounted for 562 of the deaths recorded in 2001 to 2003, which the authors scaled to about 45,900 snakebite deaths a year nationally (99% CI 40,900 to 50,900), 97% of them in rural areas and most during the monsoon months (Mohapatra et al., 2011). That single national figure for India is close to the upper end of the earlier global range for the whole world.

Table 1

Sources, Methods and Who They Miss

Source	Method	Main figure	Who it misses \|
Global model, 2008	Regional incidence rates from publications; gaps filled from neighbors	20,000 to 94,000 deaths a year	Countries with no studies; deaths outside hospitals where studies were hospital-based \|
WHO estimate, 2023	Compilation of national and regional data	81,410 to 137,880 deaths a year	Same gaps; disability less well measured than death \|
India national survey, 2011	Household interviews about all deaths in sampled areas	About 45,900 deaths a year in India	Nonfatal envenoming and disability \|
Hospital registers	Admissions coded as snakebite	Varies by country	Victims treated at home or by healers, or who die before arrival \|

Note. Figures as reported in each source.

What the Gap Between Sources Means

The Indian survey shows what happens when deaths are counted in homes rather than in hospitals: the number rises sharply. Hospital registers miss the people who matter most for a justice argument, those too far from care, too poor to travel or who trust healers more than clinics. Snakebite is described in the clinical literature as a disease of rural poverty, concentrated where health systems are weakest and antivenom is scarce (Gutiérrez et al., 2017). Counting failures and access failures are therefore linked: the same distance that keeps a farmworker from antivenom keeps the bite out of the records.

Who Is Missing From All of Them

Survivors with lasting harm are the least counted. Deaths at least appear in mortality surveys; amputations, chronic kidney damage, blindness from spitting cobras and the loss of a family's income after a farmer cannot work rarely appear in any routine data. The WHO's estimate of three disabilities for every death is a rough ratio, not a count.

What This Profile Supports

It supports the claim that snakebite causes tens of thousands of deaths a year, and very likely more than older estimates suggested, mostly among poor rural people in South Asia, Southeast Asia and sub-Saharan Africa. It does not support any precise global number. Any argument built on these figures should state the range and the method behind it, and should treat the people left out of the counts as part of the injustice, not merely as a data gap.

References

Gutiérrez, J. M., Calvete, J. J., Habib, A. G., Harrison, R. A., Williams, D. J., & Warrell, D. A. (2017). Snakebite envenoming. Nature Reviews Disease Primers, 3, Article 17063. https://doi.org/10.1038/nrdp.2017.63

Kasturiratne, A., Wickremasinghe, A. R., de Silva, N., Gunawardena, N. K., Pathmeswaran, A., Premaratna, R., Savioli, L., Lalloo, D. G., & de Silva, H. J. (2008). The global burden of snakebite: A literature analysis and modelling based on regional estimates of envenoming and deaths. PLoS Medicine, 5(11), Article e218. https://doi.org/10.1371/journal.pmed.0050218

Mohapatra, B., Warrell, D. A., Suraweera, W., Bhatia, P., Dhingra, N., Jotkar, R. M., Rodriguez, P. S., Mishra, K., Whitaker, R., Jha, P., & Million Death Study Collaborators. (2011). Snakebite mortality in India: A nationally representative mortality survey. PLoS Neglected Tropical Diseases, 5(4), Article e1018. https://doi.org/10.1371/journal.pntd.0001018

World Health Organization. (2023). Snakebite envenoming [Fact sheet]. https://www.who.int/news-room/fact-sheets/detail/snakebite-envenoming

PUBH 6331 Week 2 instructions, in plain terms

Burden profiles in global health courses ask students to describe how much harm a condition causes, where and to whom, using the best available data. Prompts usually require incidence or prevalence, mortality, disability where measured, geographic and social distribution and a discussion of data quality. Some instructors ask students to compare sources or explain why estimates differ. Most briefs fit on two or three pages, with one comparison table of sources. For neglected conditions, instructors look especially for candor about uncertainty: a profile that reports a single precise number for a condition with weak surveillance overstates what is known. Strong profiles explain how each estimate was produced and connect gaps in the data to the populations the course is concerned with, since the people left uncounted are often the people with least access to care.

How this PUBH 6331 Week 2 example is built

The brief opens by explaining why counting snakebite is hard and why counting comes before arguing about duties. Three subsections describe the global model, the WHO figures and the Indian national survey, each with its method and main result. A table summarizes sources, methods, figures and who each misses, including hospital registers. A section interprets the gap between sources, noting that counting deaths in homes raises the total sharply. A section on survivors with lasting harm explains why disability is the least counted burden. The brief closes with what the evidence supports, tens of thousands of deaths concentrated among the rural poor, and what it does not, any precise global number.

Reading the PUBH 6331 Week 2 rubric

Profiles are graded on accuracy, completeness, critical use of sources and relevance to the course's justice themes. Accuracy covers correct figures and correct description of how each estimate was produced. Completeness means mortality, disability, distribution and data quality are all addressed. Critical use of sources earns the most credit: comparing estimates and explaining why they differ shows understanding beyond summary. Relevance is shown when the student connects data gaps to the populations most affected. Agency fact sheets need full APA entries like any journal article, and a tidy source table helps the grader. Profiles that rely on a single source, or present a range as a point estimate, usually lose ground on the critical analysis criterion.

PUBH 6331 Week 2 help: mistakes that cost marks

A common weakness is copying the most recent headline figure without saying how it was produced. For each number, write one sentence on its method and who it might miss. Look for at least one source that counts outside hospitals, such as a household survey, since hospital data undercount conditions affecting rural people. Report ranges as ranges. Address disability, not only death. Connect gaps in the data to the people affected rather than treating them as technical footnotes. If your course assigns a different neglected condition, a profile can be prepared for it on request. Check whether your condition has a national household survey like India's, since those often change the picture most.

Get a PUBH 6331 Week 2 example written to your instructions

Pick the condition and the region, then forward both alongside the Week 2 prompt and rubric; the burden profile arrives within 24-48h, the first free. Any figure it reports carries its publisher, and where no body has counted a group, the profile says the count does not exist.

More PUBH 6331 papers and MPH samples

PUBH 6331 Week 2 questions, answered

Where can I find a free PUBH 6331 Week 2 sample paper?

The complete Week 2 profile sits above, comparing snakebite estimates from a global model, WHO and India's national mortality survey.

How many people die from snakebite each year?

Estimates range widely; the WHO currently gives 81,410 to 137,880 deaths a year, with about three times as many permanent disabilities.

Why do snakebite estimates vary so much?

Many victims are treated at home or by healers and die outside hospitals, so estimates depend heavily on how deaths are counted.

What did India's Million Death Study find about snakebite?

Household interviews about deaths in sampled areas implied about 45,900 snakebite deaths a year in India, mostly rural.

Who is least counted in snakebite data?

Survivors with lasting disabilities such as amputations, and people who never reach a facility that reports.