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ZipVitals

ZIP code

41836

in Mallie, KentuckyPopulation 863

22.64/ 100

Ranked #31,694 of 32,066 US ZIPs (bottom 1.2%)

Ranked #627 of 742 Kentucky ZIPs (bottom 15%)

Ranks are modeled estimates — ZIPs a few hundred places apart are effectively tied.

Some domains have limited local data — read this Score as directional

What defines this ZIP

Metrics where this ZIP sits in the tails of the national distribution — the ones that most set it apart. Select any tile for its definition and methodology.

Tooth loss

34%

in the top 1.5% nationally

Lower is healthier

ST90th
US99th
Definition & source ›

The estimated share of adults aged 65 and older who have lost all of their natural teeth.

Full methodology ›

Industrial-pollution burden

in the bottom 0.4% nationally

Lower is healthier

ST2nd
US1st
Definition & source ›

The EPA’s modeled screening score for industrial chemical releases, weighting the amounts released by their toxicity and how many people live nearby — a relative comparison score, not a measured exposure.

Full methodology ›

Pharmacy access

1.2 per 1,000 residents

in the top 0.6% nationally

Higher is healthier

ST99th
US99th
Definition & source ›

The number of pharmacies located inside this ZIP’s boundary, per 1,000 residents.

Counted from establishments located inside this ZIP’s boundary, so one just across the line is not counted. Where a ZIP has too few residents for the density to be reliable, no value is published rather than an unreliable one.

Full methodology ›

Tree cover

91.6%

in the top 0.9% nationally

Higher is healthier

ST95th
US99th
Definition & source ›

The share of this ZIP’s land area covered by forest.

Full methodology ›

Fiber broadband

100%

at the national maximum

Higher is healthier

ST99th
US99th
Definition & source ›

The share of homes where fiber-optic internet service is available.

Full methodology ›

Distance to a hazardous-chemical facility

15.9 mi

in the top 7.3% nationally

Higher is healthier

ST87th
US93rd
Definition & source ›

The distance in miles from this ZIP’s edge to the nearest facility that handles enough hazardous chemicals to require an EPA risk-management plan for accidental releases.

Full methodology ›

Mammography

68.3%

in the bottom 8.3% nationally

Higher is healthier

ST21st
US8th
Definition & source ›

The estimated share of women aged 50–74 who had a mammogram within the past two years.

Full methodology ›

The read

On the data available so far, Mallie, Kentucky (ZIP 41836) lands in the bottom 1.2% nationally (31,694th) and the bottom 15% of Kentucky (627th), based on limited data; treat as directional.

continue reading

The available readings suggest a handful of things about this area: modeled industrial-pollution burden stands in the bottom 0.4% nationally, and pharmacy sits in the top 0.6% nationally. Modeled tree cover resides in the top 0.9% nationally, and fiber broadband stands at the national maximum. Distance to a hazardous-chemical facility sits in the top 7.3% nationally. Unemployment resides at the national minimum, shared with about 15% of ZIPs. Modeled extreme heat stands at the national minimum, shared with about 19% of ZIPs. By contrast, modeled tooth loss sits in the top 1.5% nationally, mammography resides in the bottom 8.3% nationally, and short sleep stands in the top 10.2% nationally.

Against its neighbors, pharmacy runs far higher than the surrounding ZIPs on this measure. For context, industrial-pollution burden is the EPA's modeled screening score weighting industrial chemical releases by their toxicity and how many people live nearby. Distance to a hazardous-chemical facility is a plant handling large amounts of hazardous chemicals that must file an EPA risk-management plan for accidental releases. Extreme heat is a modeled count of days a year reaching a dangerously high temperature, a leading weather hazard. The closest ZIP that ranks healthier overall is ZIP 41822, just across the boundary.

What’s driving this score

Nine domains make up the ZipVitals Score — here is how this ZIP does on each, and how much each one counts.

Compared with the ZIP codes measured across all nine scoring domains — not with all US ZIP codes.

Compare within

Lifting this score

Environmental Hazard

healthier than 92%

16%

Climate / Disaster Risk

healthier than 68%

6%

Healthcare Access

healthier than 62%

6%

Holding it back

Social Need / SDOH

healthier than 20%

19%

Preventive CarePartial

healthier than 5%

15%

Not placed: Chronic Disease Burden and Risk Behavior — too little of each is measured here to compare reliably. They still count toward the score (together 38% of it); we just will not publish a standing we cannot stand behind.

No data: Mental Health and Disability — not measured in this ZIP, so it is left out of the score entirely rather than estimated.

Lifting this score

Environmental Hazard

in the top 0.00%

16%

Climate / Disaster Risk

in the top 0.00%

6%

Holding it back

Social Need / SDOH

healthier than 39%

19%

Preventive CarePartial

in the bottom 0.00%

15%

Healthcare Access

in the bottom 0.00%

6%

Not placed: Chronic Disease Burden and Risk Behavior — too little of each is measured here to compare reliably. They still count toward the score (together 38% of it); we just will not publish a standing we cannot stand behind.

No data: Mental Health and Disability — not measured in this ZIP, so it is left out of the score entirely rather than estimated.

“Share” is how much of this ZIP’s score the domain accounts for. Percentages are rounded; higher is healthier in every domain. How the score works, and who it compares you with ›

Nearby & similar ZIPs

Editorially selected — see how this ZIP compares to nearby and similar places.

How these were chosen: only ZIPs with a published Score appear — a nearby ZIP with too little data to score won’t. Nearby means closest by distance between ZIP boundaries, which can cross state lines. A similar health profile is a close match across the nine Score domains, not similar demographics. Distances are measured between ZIP boundaries — ZIPs that touch share a border. How distance is measured

Evidence

Every measure this page draws on, by source. Collapsed by default — the full data stays in the page for search engines either way.

Health OutcomesCDC PLACES 2022 · BRFSS
MeasureCrude prevalence95% CI
All teeth lost among adults aged >=65 years34.0%28.8–39.1
PreventionCDC PLACES 2022 · BRFSS
MeasureCrude prevalence95% CI
Colorectal cancer screening among adults aged 45–75 years59.6%53.7–65.2
Visited dentist or dental clinic in the past year among adults44.9%41.0–48.8
Mammography use among women aged 50-74 years68.3%59.2–76.5
Health Risk BehaviorsCDC PLACES 2022 · BRFSS
MeasureCrude prevalence95% CI
Short sleep duration among adults41.7%34.6–49.4
Community & economyCensus ACS 5-Year · 2024 release · observed
MeasureValueUS median (p10–p90)KY median (p10–p90)
Poverty rate11.9%10.6% (3.1–25.8%) n=32,36417.1% (4.6–39.2%) n=747
Uninsured 18–640.0%9.0% (1.5–24.3%) n=32,2866.9% (0.0–16.5%) n=741
No HS diploma (25+)44.6%7.9% (1.8–20.7%) n=32,50513.7% (3.8–29.1%) n=748
Bachelor's or higher (25+)28.5%23.3% (9.2–53.6%) n=32,50514.8% (1.5–33.6%) n=748
Unemployment rate (16+)0.0%3.9% (0.0–9.8%) n=32,2743.8% (0.0–11.2%) n=733
Households without a vehicle11.5%3.9% (0.0–12.5%) n=32,3224.6% (0.0–15.0%) n=745
Broadband subscription87.9%89.3% (75.1–97.1%) n=32,32286.7% (71.5–97.1%) n=745
Housing cost burden (≥30% income)18.0%23.7% (10.6–40.0%) n=32,32220.9% (6.2–34.7%) n=745
Homeownership rate59.8%78.7% (51.7–94.0%) n=32,32278.0% (58.2–96.7%) n=745
Crowded housing (>1 per room)0.0%1.3% (0.0–6.3%) n=32,3220.7% (0.0–4.8%) n=745
Foreign-born population1.0%2.6% (0.0–18.6%) n=32,5530.3% (0.0–5.4%) n=749
Single-parent households82.3%53.6% (37.3–74.1%) n=32,08752.0% (34.7–75.0%) n=738
Population 65+32.1%19.4% (10.8–33.6%) n=32,55318.2% (9.6–29.6%) n=749
Median age61.0 yr42.2 yr (33.0–56.3) n=32,29241.8 yr (32.3–53.9) n=738
Median household income$63,625$72,070 ($46,039–$118,707) n=30,318$57,097 ($34,611–$87,693) n=645
Median home value$241,700$222,200 ($100,300–$579,820) n=30,049$144,600 ($66,860–$265,120) n=643
Median gross rent$914$1,021 ($677–$1,912) n=25,670$821 ($592–$1,170) n=466
Life expectancyNCHS / RWJF USALEEP · model-based
MeasureValueUS median (p10–p90)KY median (p10–p90)
Life expectancy at birth71.2 yr ± 1.1678.9 yr (74.7–82.8) n=31,30874.8 yr (71.5–78.1) n=739

About the ± — it’s this estimate’s give-or-take (statisticians call it the standard error). The true life expectancy for this ZIP most likely falls within 1.16 years of 71.2, and it’s very unlikely to be off by more than twice that.

More ZIPs to explore ▾

How these lists were built: they draw only from ZIPs that have a published Score, so ZIPs with too little data to score are not listed. Distance-based lists use distance between ZIP boundaries with no state filter, so an out-of-state ZIP can appear. Statistically similar means a close match across the nine Score domains, not a demographic match: the measure is the cosine similarity between two ZIPs’ domain scores, taken over the domains both ZIPs have data for and only where that overlap covers at least six of the nine — and where no ZIP clears that minimum-overlap floor, that list is left out rather than filled with a weak match. How distance is measured