BMIE Market 44449

Mahoning County, Ohio · ZCTA boundaries as of 2020

Profile

Population (current estimate)	1,205 2020–2024 ACS 5-year estimate ±298 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B01003_001E · on 2020 boundaries · retrieved 2026-09-05
Households	524 2020–2024 ACS 5-year estimate ±158 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B11001_001E · on 2020 boundaries · retrieved 2026-09-05
Population, 2010 Census count	1,323 2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · POP10 · on 2010 boundaries · retrieved 2026-09-04
Housing units	810 2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · HU10 · on 2010 boundaries · retrieved 2026-09-04
Median household income	$62,188 2020–2024 ACS 5-year estimate ±31,825 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B19013_001E · on 2020 boundaries · retrieved 2026-09-05
Median age	51.1 2020–2024 ACS 5-year estimate ±15 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B01002_001E · on 2020 boundaries · retrieved 2026-09-05
Median gross rent	$778 2020–2024 ACS 5-year estimate ±438 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B25064_001E · on 2020 boundaries · retrieved 2026-09-05
Median home value	$163,600 2020–2024 ACS 5-year estimate ±7,436 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B25077_001E · on 2020 boundaries · retrieved 2026-09-05
Land area	13.5 sq mi Census Gazetteer 2020
Restaurants	1 2016 · U.S. Census Bureau, ZIP Code Business Patterns 2016 detail (NAICS2012) · by USPS ZIP 44449
Restaurants per 10,000 residents	Not yet derived
Restaurant growth, 5-year	+0.0% DERIVED: 2011 → 2016, ZIP Code Business Patterns restaurants
Restaurant growth, 20-year	-50.0% DERIVED: 1996 → 2016, ZIP Code Business Patterns restaurants
Projected restaurants, 2021	1 (range 0–3) FORECAST · linear trend v1 fitted to 1994–2016 (6 points, 0.0 per year, r² 0.08) · 80% range · confidence Low · momentum, not a guarantee
Projected population, 5 years ahead	Needs more ACS years on file
BMIE Market Score	40 / 100 MODELED · bmie_market_score v1 · confidence High · why?
Consumer Market Score	35 / 100 MODELED · consumer_market_score v1 · confidence High · why?
Restaurant Opportunity Score	52 / 100 MODELED · restaurant_opportunity_score v1 · confidence Medium · why?
Market Momentum Score	31 / 100 MODELED · market_momentum_score v1 · confidence Medium · why?

Map

Boundary: U.S. Census Bureau cartographic file, 1:500k, 2020 vintage. Basemap © OpenStreetMap contributors.

Trends

Historical lines are published counts. Dashed lines are derived: a least-squares trend through the last decade, extended as a FORECAST with its 80% range. Momentum, not a guarantee.

Restaurants by year, with trend and projection

ZIP Code Business Patterns, USPS ZIP 44449. Projection: linear trend v1, fitted 1994–2016, 0.0 restaurants per year, r² 0.08, confidence Low.

Growth index (first year on file = 100)

Each category relative to its own first published count. Full/limited split is unavailable under SIC (before 1998).

Mix of the food-service market

Share of all food-service establishments. "Other" = snack bars, caterers, contractors, mobile.

Population and restaurants per 10,000 residents

Population points: 2010 Census count and ACS 5-year estimates on file (more vintages load over time). Density uses the population point within two years of each restaurant count. Population projection appears once three or more ACS years are loaded.

Restaurant growth vs. Ohio and U.S. averages

Averages are the mean growth across all ZCTAs with the figure (state n = 989, U.S. n = 24,852). DERIVED from ZIP Code Business Patterns.

Why these scores?

Each score is a weighted average of national percentile ranks (0 = lowest of all ZCTAs with that figure, 100 = highest). Weights are set in the model registry, not in code, and every score carries its model version.

BMIE Market Score: 40 (High confidence)

Component	Value	Rank	Weight	Adds
Consumer Market Score	35.1	35	40%	+14.1
Restaurant Opportunity Score	51.7	52	35%	+18.1
Market Momentum Score	31.1	31	25%	+7.8

Health index, advertising, whitespace, competition and risk components join in later versions.

Consumer Market Score: 35 (High confidence)

Component	Value	Rank	Weight	Adds
Population (ACS)	1,205	35	40%	+14.1
Median household income (ACS)	62,188	34	40%	+13.5
Households (ACS)	524	37	20%	+7.5

Percentile-rank composite. No spending model yet: income and size stand in for spending capacity.

Restaurant Opportunity Score: 52 (Medium confidence)

Component	Value	Rank	Weight	Adds
Restaurants per 10,000 residents (lower = more room)	8.3	79	25%	+30.4
Population (ACS)	1,205	35	20%	+10.9
Median household income (ACS)	62,188	34	20%	+10.4

Whitespace, competition and demand signals are not yet available; this version uses growth, density, size and income only.

Market Momentum Score: 31 (Medium confidence)

Component	Value	Rank	Weight	Adds
5-year restaurant growth	0	42	50%	+29.8
20-year restaurant growth	-50	4	20%	+1.3

Restaurant-count growth only until population and income growth series exist.

A high score is a statistical position among all U.S. ZCTAs, not a prediction that a restaurant will succeed.

Restaurants on file (3)

By cuisine

American 2 · Coffee 1 · Ice cream / frozen desserts 1 · Juice / smoothies 1

By type

Casual dining 2 · Restaurant (service type not stated) 2 · Bar 1 · Café 1 · Dessert 1 · Juice, smoothie, tea 1

Name	Type	Cuisine	Address	Status
Cafe 14	Café · Restaurant (service type not stated) · Casual dining	Coffee · American	92 State Route 14	open
North benton dairy bar	Dessert · Juice, smoothie, tea · Casual dining	Ice cream / frozen desserts · Juice / smoothies · American	18481 OH-14	open
The Back 9 Bar and Grill	Restaurant (service type not stated) · Bar		54 Hartzell Rd	open

Listings: Overture Maps Places (CDLA-Permissive-2.0), matched into the BMIE restaurant master. Census establishment counts and listing counts differ by definition (Census counts employer establishments in the reference week; listings are places currently mapped).

Restaurant establishments over time

Year	All food service	Restaurants	Full-service	Limited-service	Snack & beverage	Bars	Industry codes
1994	1	1	—	—	—	—	SIC1987
1995	1	1	—	—	—	—	SIC1987
1996	2	2	—	—	—	—	SIC1987
1997	1	1	—	—	—	—	SIC1987
2011	1	1	1	—	—	—	NAICS2007
2016	1	1	1	—	—	—	NAICS2012

U.S. Census Bureau, ZIP Code Business Patterns, by USPS ZIP 44449. Categories are BMIE roll-ups of the published SIC/NAICS codes (full vs limited service is not split under SIC). More years load in stages.

Nearby markets (within 5 miles)

ZCTA	Distance	Restaurants	Year
44672	3.8 mi	6	2023
44609	4.6 mi	2	2016

Distance is centroid to centroid (Census Gazetteer). Restaurants: latest ZBP year on file for that ZIP.