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BMIE Market 44436

Mahoning County, Ohio · ZCTA boundaries as of 2020

Profile

Population (current estimate)3,077
2020–2024 ACS 5-year estimate ±296 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B01003_001E · on 2020 boundaries · retrieved 2026-09-05
Households1,430
2020–2024 ACS 5-year estimate ±142 · 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 count3,836
2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · POP10 · on 2010 boundaries · retrieved 2026-09-04
Housing units1,713
2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · HU10 · on 2010 boundaries · retrieved 2026-09-04
Median household income$69,514
2020–2024 ACS 5-year estimate ±10,450 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B19013_001E · on 2020 boundaries · retrieved 2026-09-05
Median age52.2
2020–2024 ACS 5-year estimate ±5 · 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$765
2020–2024 ACS 5-year estimate ±208 · 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$143,700
2020–2024 ACS 5-year estimate ±12,692 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B25077_001E · on 2020 boundaries · retrieved 2026-09-05
Land area22.1 sq mi
Census Gazetteer 2020
RestaurantsNot published for this ZIP
2023 · U.S. Census Bureau, ZIP Code Business Patterns 2023 detail (NAICS2022) · by USPS ZIP 44436
Restaurants per 10,000 residents7.8
DERIVED: 2010 restaurants (ZIP) ÷ 2010 Census population (ZCTA) · different years, stated as such
Restaurant growth, 5-year-25.0%
DERIVED: 2017 → 2022, ZIP Code Business Patterns restaurants
Restaurant growth, 10-year+0.0%
DERIVED: 2012 → 2022, ZIP Code Business Patterns restaurants
Restaurant growth, 20-year-25.0%
DERIVED: 2002 → 2022, ZIP Code Business Patterns restaurants
Restaurant growth, Longest on file-40.0%
DERIVED: 1994 → 2022, ZIP Code Business Patterns restaurants
Projected restaurants, 20273 (range 1–4)
FORECAST · linear trend v1 fitted to 2012–2022 (11 points, -0.1 per year, r² 0.15) · 80% range · confidence Low · momentum, not a guarantee
Projected population, 5 years aheadNeeds more ACS years on file
BMIE Market Score42 / 100
MODELED · bmie_market_score v1 · confidence High · why?
Consumer Market Score51 / 100
MODELED · consumer_market_score v1 · confidence High · why?
Restaurant Opportunity Score50 / 100
MODELED · restaurant_opportunity_score v1 · confidence High · why?
Market Momentum Score18 / 100
MODELED · market_momentum_score v1 · confidence High · why?

Map

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

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: 42 (High confidence)

ComponentValueRankWeightAdds
Consumer Market Score50.65140%+20.2
Restaurant Opportunity Score50.35035%+17.6
Market Momentum Score18.21825%+4.6
Health index, advertising, whitespace, competition and risk components join in later versions.

Consumer Market Score: 51 (High confidence)

ComponentValueRankWeightAdds
Population (ACS)3,0775240%+21.0
Median household income (ACS)69,5144640%+18.5
Households (ACS)1,4305620%+11.1
Percentile-rank composite. No spending model yet: income and size stand in for spending capacity.

Restaurant Opportunity Score: 50 (High confidence)

ComponentValueRankWeightAdds
10-year restaurant growth03535%+12.3
Restaurants per 10,000 residents (lower = more room)9.87325%+18.3
Population (ACS)3,0775220%+10.5
Median household income (ACS)69,5144620%+9.2
Whitespace, competition and demand signals are not yet available; this version uses growth, density, size and income only.

Market Momentum Score: 18 (High confidence)

ComponentValueRankWeightAdds
5-year restaurant growth-251150%+5.4
10-year restaurant growth03530%+10.5
20-year restaurant growth-251220%+2.3
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 (9)

By cuisine

American 2 · Italian 1 · Pizza 1 · Seafood 1

By type

Bar 6 · Casual dining 4 · Restaurant (service type not stated) 4 · Winery / distillery / taproom 1

NameTypeCuisineAddressStatus
Bogey's Bar & Grill Bogey's Bar and GrillCasual dining · Restaurant (service type not stated) · BarAmerican3535 Upland Aveopen
Carchedis CafeRestaurant (service type not stated)30 E Water Stopen
Finish Line Bar & GrilleCasual dining · BarAmerican6735 Center Rdopen
Luva Bella BistroWinery / distillery / taproom · Restaurant (service type not stated)Seafood6597 Center Rdopen
Melillos TavernBar · Casual dining300 E Liberty Stopen
Mt Carmel SocietyRestaurant (service type not stated)102 Washington Stopen
Riverview LoungeBar213 E Water Stopen
The Station Grille at Melillo’sCasual dining · BarItalian · Pizza300 E Liberty Stopen
Vfw7600Bar5664 McCartney Rdopen
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

YearAll food serviceRestaurantsFull-serviceLimited-serviceSnack & beverageBarsIndustry codes
1994651SIC1987
1995761SIC1987
1996761SIC1987
1997871SIC1987
19989771NAICS1997
19998661NAICS1997
20009553NAICS1997
20019662NAICS1997
20027442NAICS1997
200396512NAICS2002
200496512NAICS2002
200585412NAICS2002
20068442NAICS2002
20077441NAICS2002
20087441NAICS2007
200963211NAICS2007
201053211NAICS2007
20115431NAICS2007
2012433NAICS2012
2013655NAICS2012
2014655NAICS2012
2015433NAICS2012
2016544NAICS2012
2017644NAICS2017
2018544NAICS2017
2019433NAICS2017
2020533NAICS2017
2021644NAICS2017
2022533NAICS2022
20234NAICS2022
U.S. Census Bureau, ZIP Code Business Patterns, by USPS ZIP 44436. 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)

ZCTADistanceRestaurantsYear
161551.4 mi
161402.7 mi
444712.9 mi112023
444053.3 mi32020
161323.8 mi12011
161164.6 mi12010
Distance is centroid to centroid (Census Gazetteer). Restaurants: latest ZBP year on file for that ZIP.