BMIE BluFoodies Market Intelligence Engine

← Search

BMIE Market 44504

Mahoning County, Ohio · ZCTA boundaries as of 2020

Profile

Population (current estimate)5,191
2020–2024 ACS 5-year estimate ±570 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B01003_001E · on 2020 boundaries · retrieved 2026-09-05
Households1,989
2020–2024 ACS 5-year estimate ±237 · 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 count5,262
2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · POP10 · on 2010 boundaries · retrieved 2026-09-04
Housing units2,527
2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · HU10 · on 2010 boundaries · retrieved 2026-09-04
Median household income$45,299
2020–2024 ACS 5-year estimate ±7,563 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B19013_001E · on 2020 boundaries · retrieved 2026-09-05
Median age36.2
2020–2024 ACS 5-year estimate ±7 · 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$785
2020–2024 ACS 5-year estimate ±54 · 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$77,500
2020–2024 ACS 5-year estimate ±7,560 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B25077_001E · on 2020 boundaries · retrieved 2026-09-05
Land area1.2 sq mi
Census Gazetteer 2020
Restaurants3
2023 · U.S. Census Bureau, ZIP Code Business Patterns 2023 detail (NAICS2022) · by USPS ZIP 44504
Restaurants per 10,000 residents7.6
DERIVED: 2010 restaurants (ZIP) ÷ 2010 Census population (ZCTA) · different years, stated as such
Restaurant growth, 5-year-25.0%
DERIVED: 2018 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, 10-year+0.0%
DERIVED: 2013 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, 20-year-50.0%
DERIVED: 2003 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, Longest on file-25.0%
DERIVED: 1994 → 2023, ZIP Code Business Patterns restaurants
Projected restaurants, 20284 (range 2–5)
FORECAST · linear trend v1 fitted to 2013–2023 (11 points, 0.0 per year, r² 0.03) · 80% range · confidence Low · momentum, not a guarantee
Projected population, 5 years aheadNeeds more ACS years on file
BMIE Market Score37 / 100
MODELED · bmie_market_score v1 · confidence High · why?
Consumer Market Score41 / 100
MODELED · consumer_market_score v1 · confidence High · why?
Restaurant Opportunity Score49 / 100
MODELED · restaurant_opportunity_score v1 · confidence High · why?
Market Momentum Score17 / 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: 37 (High confidence)

ComponentValueRankWeightAdds
Consumer Market Score40.54140%+16.2
Restaurant Opportunity Score48.74935%+17.0
Market Momentum Score16.81725%+4.2
Health index, advertising, whitespace, competition and risk components join in later versions.

Consumer Market Score: 41 (High confidence)

ComponentValueRankWeightAdds
Population (ACS)5,1916140%+24.4
Median household income (ACS)45,2991040%+4.0
Households (ACS)1,9896120%+12.2
Percentile-rank composite. No spending model yet: income and size stand in for spending capacity.

Restaurant Opportunity Score: 49 (High confidence)

ComponentValueRankWeightAdds
10-year restaurant growth03535%+12.3
Restaurants per 10,000 residents (lower = more room)5.88925%+22.2
Population (ACS)5,1916120%+12.2
Median household income (ACS)45,2991020%+2.0
Whitespace, competition and demand signals are not yet available; this version uses growth, density, size and income only.

Market Momentum Score: 17 (High confidence)

ComponentValueRankWeightAdds
5-year restaurant growth-251150%+5.4
10-year restaurant growth03530%+10.5
20-year restaurant growth-50420%+0.9
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

Seafood 2 · American 1 · Asian 1 · BBQ 1 · Chinese 1

By type

Restaurant (service type not stated) 3

NameTypeCuisineAddressStatus
Galaxy SeafoodRestaurant (service type not stated)Seafood1722 Belmont Aveopen
Lickers BbqRestaurant (service type not stated)BBQ · Seafood · American1504 Belmont Aveopen
Main Moon Chinese RestaurantRestaurant (service type not stated)Chinese · Asian1760 Belmont Aveopen
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
1994642SIC1987
1995633SIC1987
1996642SIC1987
1997642SIC1987
19983211NAICS1997
19992211NAICS1997
20003312NAICS1997
20014413NAICS1997
200255221NAICS1997
20037633NAICS2002
20045422NAICS2002
20055422NAICS2002
20066523NAICS2002
20077514NAICS2002
20085312NAICS2007
20096422NAICS2007
20106422NAICS2007
20117523NAICS2007
20128623NAICS2012
20134312NAICS2012
20144312NAICS2012
20155413NAICS2012
20165422NAICS2012
201754NAICS2017
201854NAICS2017
2019543NAICS2017
2020543NAICS2017
202143NAICS2017
202243NAICS2022
202343NAICS2022
U.S. Census Bureau, ZIP Code Business Patterns, by USPS ZIP 44504. 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
445101.0 mi12000
445551.2 mi12012
445031.7 mi152023
445052.0 mi512023
445092.4 mi72023
445062.6 mi22001
445022.9 mi82023
444203.3 mi232023
445073.4 mi52023
445114.4 mi152023
444374.5 mi32016
444054.5 mi32020
Distance is centroid to centroid (Census Gazetteer). Restaurants: latest ZBP year on file for that ZIP.