BMIE BluFoodies Market Intelligence Engine

← Search

BMIE Market 44452

Mahoning County, Ohio · ZCTA boundaries as of 2020

Profile

Population (current estimate)2,602
2020–2024 ACS 5-year estimate ±426 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B01003_001E · on 2020 boundaries · retrieved 2026-09-05
Households1,087
2020–2024 ACS 5-year estimate ±211 · 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 count3,167
2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · POP10 · on 2010 boundaries · retrieved 2026-09-04
Housing units1,270
2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · HU10 · on 2010 boundaries · retrieved 2026-09-04
Median household income$61,602
2020–2024 ACS 5-year estimate ±36,276 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B19013_001E · on 2020 boundaries · retrieved 2026-09-05
Median age57.9
2020–2024 ACS 5-year estimate ±3 · 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$732
2020–2024 ACS 5-year estimate ±339 · 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$256,600
2020–2024 ACS 5-year estimate ±81,800 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B25077_001E · on 2020 boundaries · retrieved 2026-09-05
Land area13.7 sq mi
Census Gazetteer 2020
Restaurants10
2023 · U.S. Census Bureau, ZIP Code Business Patterns 2023 detail (NAICS2022) · by USPS ZIP 44452
Restaurants per 10,000 residents28.4
DERIVED: 2010 restaurants (ZIP) ÷ 2010 Census population (ZCTA) · different years, stated as such
Restaurant growth, 5-year-16.7%
DERIVED: 2018 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, 10-year-9.1%
DERIVED: 2013 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, 20-year+42.9%
DERIVED: 2003 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, Longest on file+42.9%
DERIVED: 1994 → 2023, ZIP Code Business Patterns restaurants
Projected restaurants, 202811 (range 8–13)
FORECAST · linear trend v1 fitted to 2013–2023 (11 points, +0.0 per year, r² 0.01) · 80% range · confidence Low · momentum, not a guarantee
Projected population, 5 years aheadNeeds more ACS years on file
BMIE Market Score33 / 100
MODELED · bmie_market_score v1 · confidence High · why?
Consumer Market Score43 / 100
MODELED · consumer_market_score v1 · confidence High · why?
Restaurant Opportunity Score27 / 100
MODELED · restaurant_opportunity_score v1 · confidence High · why?
Market Momentum Score25 / 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: 33 (High confidence)

ComponentValueRankWeightAdds
Consumer Market Score43.14340%+17.2
Restaurant Opportunity Score26.52735%+9.3
Market Momentum Score24.92525%+6.2
Health index, advertising, whitespace, competition and risk components join in later versions.

Consumer Market Score: 43 (High confidence)

ComponentValueRankWeightAdds
Population (ACS)2,6025040%+19.9
Median household income (ACS)61,6023340%+13.0
Households (ACS)1,0875120%+10.2
Percentile-rank composite. No spending model yet: income and size stand in for spending capacity.

Restaurant Opportunity Score: 27 (High confidence)

ComponentValueRankWeightAdds
10-year restaurant growth-9.11935%+6.6
Restaurants per 10,000 residents (lower = more room)38.41425%+3.5
Population (ACS)2,6025020%+9.9
Median household income (ACS)61,6023320%+6.5
Whitespace, competition and demand signals are not yet available; this version uses growth, density, size and income only.

Market Momentum Score: 25 (High confidence)

ComponentValueRankWeightAdds
5-year restaurant growth-16.71550%+7.3
10-year restaurant growth-9.11930%+5.6
20-year restaurant growth42.96020%+12.0
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 (21)

By cuisine

American 3 · Juice / smoothies 3 · Pizza 3 · Burgers 2 · African 1 · BBQ 1 · Breakfast 1 · Coffee 1 · Dessert 1 · Hot dogs 1 · Ice cream / frozen desserts 1 · Italian 1 · Latin American (other) 1 · Mediterranean 1 · Mexican 1 · Sandwiches 1

By type

Restaurant (service type not stated) 13 · Casual dining 6 · Bar 5 · Quick service 5 · Juice, smoothie, tea 3 · Dessert 2 · Bakery 1 · Coffee shop 1 · Food truck 1

NameTypeCuisineAddressStatus
Andrew G Dibacco Jr IncRestaurant (service type not stated)11991 South Aveopen
Arby'sQuick service · Restaurant (service type not stated)Sandwiches11634 Market Stopen
C's WafflesRestaurant (service type not stated) · Casual diningBreakfast · American11991 South Aveopen
Dairy Queen Grill & Chill Dairy QueenQuick service · Restaurant (service type not stated) · DessertIce cream / frozen desserts10067 Market Stopen
Davis Management IncRestaurant (service type not stated)10860 Market Stopen
Denapoli Enterprise IncRestaurant (service type not stated)10078 Market Stopen
Dunkin' Dunkin'Bakery · Juice, smoothie, tea · Dessert · Coffee shopDessert · Juice / smoothies · Coffee11686 Market Stopen
Gyro Express Bar & GrillJuice, smoothie, tea · Casual dining · Restaurant (service type not stated) · Quick service · BarMediterranean · Juice / smoothies · Pizza · BBQ10125 Market Stopen
Hardee’sRestaurant (service type not stated)BurgersSr 7 & Interstate 76open
Jay's Famous Hot DogsRestaurant (service type not stated)Hot dogs11748 Market Stopen
Jim's Roadhouse Burgers and BeefRestaurant (service type not stated)Burgers · American11748 Market Stopen
Los Gallos Mexican Restaurant and Cantina Los GallosCasual dining · BarMexican · Latin American (other)9159 Market Stopen
North Lima NutritionJuice, smoothie, teaJuice / smoothies11995 South Aveopen
North Lima PizzaRestaurant (service type not stated) · Casual diningPizza · American11681 South Aveopen
Original Philly's cheesesteaksFood truck · Quick service11120 Market Stopen
Pizza Joe'sRestaurant (service type not stated)Pizza · Italian11740 South Aveopen
Singh Brother Restaurant LlcRestaurant (service type not stated)10067 Market Stopen
Smokin Gun SaloonBar10826 Market Stopen
Stagecoach RestaurantBar · Casual diningAfrican10300 Market Stopen
Steamers Stonewall TavernCasual dining · Bar10078 Market Stopen
SubwayQuick service10727 Market Streetopen
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
1994871SIC1987
1995761SIC1987
1996752SIC1987
19971192SIC1987
1998742111NAICS1997
199997331NAICS1997
200075311NAICS1997
20017641NAICS1997
200276511NAICS1997
200387611NAICS2002
200465411NAICS2002
200576331NAICS2002
20061083412NAICS2002
20071083412NAICS2002
2008109361NAICS2007
20099927NAICS2007
20109945NAICS2007
2011109451NAICS2007
201213116412NAICS2012
201313117312NAICS2012
201412105412NAICS2012
20151094411NAICS2012
201612115511NAICS2012
2017141357NAICS2017
2018121256NAICS2017
2019121266NAICS2017
2020111156NAICS2017
2021111156NAICS2017
2022111156NAICS2022
2023101055NAICS2022
U.S. Census Bureau, ZIP Code Business Patterns, by USPS ZIP 44452. 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
444434.2 mi42023
445144.4 mi512023
444084.5 mi282023
Distance is centroid to centroid (Census Gazetteer). Restaurants: latest ZBP year on file for that ZIP.