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BMIE Market 44443

Mahoning County, Ohio · ZCTA boundaries as of 2020

Profile

Population (current estimate)1,641
2020–2024 ACS 5-year estimate ±413 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B01003_001E · on 2020 boundaries · retrieved 2026-09-05
Households706
2020–2024 ACS 5-year estimate ±161 · 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 count1,704
2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · POP10 · on 2010 boundaries · retrieved 2026-09-04
Housing units772
2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · HU10 · on 2010 boundaries · retrieved 2026-09-04
Median household income$56,957
2020–2024 ACS 5-year estimate ±18,989 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B19013_001E · on 2020 boundaries · retrieved 2026-09-05
Median age39.7
2020–2024 ACS 5-year estimate ±14 · 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$791
2020–2024 ACS 5-year estimate ±261 · 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$218,900
2020–2024 ACS 5-year estimate ±26,920 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B25077_001E · on 2020 boundaries · retrieved 2026-09-05
Land area13.5 sq mi
Census Gazetteer 2020
Restaurants4
2023 · U.S. Census Bureau, ZIP Code Business Patterns 2023 detail (NAICS2022) · by USPS ZIP 44443
Restaurants per 10,000 residents17.6
DERIVED: 2010 restaurants (ZIP) ÷ 2010 Census population (ZCTA) · different years, stated as such
Restaurant growth, 5-year+0.0%
DERIVED: 2018 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, 10-year+33.3%
DERIVED: 2013 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, 20-year-20.0%
DERIVED: 2003 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, Longest on file-20.0%
DERIVED: 1994 → 2023, ZIP Code Business Patterns restaurants
Projected restaurants, 20284 (range 3–6)
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 Score41 / 100
MODELED · bmie_market_score v1 · confidence High · why?
Consumer Market Score35 / 100
MODELED · consumer_market_score v1 · confidence High · why?
Restaurant Opportunity Score46 / 100
MODELED · restaurant_opportunity_score v1 · confidence High · why?
Market Momentum Score46 / 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: 41 (High confidence)

ComponentValueRankWeightAdds
Consumer Market Score34.93540%+14.0
Restaurant Opportunity Score45.84635%+16.0
Market Momentum Score45.64625%+11.4
Health index, advertising, whitespace, competition and risk components join in later versions.

Consumer Market Score: 35 (High confidence)

ComponentValueRankWeightAdds
Population (ACS)1,6414140%+16.4
Median household income (ACS)56,9572540%+9.9
Households (ACS)7064320%+8.6
Percentile-rank composite. No spending model yet: income and size stand in for spending capacity.

Restaurant Opportunity Score: 46 (High confidence)

ComponentValueRankWeightAdds
10-year restaurant growth33.37335%+25.7
Restaurants per 10,000 residents (lower = more room)24.42825%+6.9
Population (ACS)1,6414120%+8.2
Median household income (ACS)56,9572520%+4.9
Whitespace, competition and demand signals are not yet available; this version uses growth, density, size and income only.

Market Momentum Score: 46 (High confidence)

ComponentValueRankWeightAdds
5-year restaurant growth04250%+20.9
10-year restaurant growth33.37330%+22.0
20-year restaurant growth-201420%+2.7
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 (6)

By cuisine

Coffee 3 · Sandwiches 2 · Bakery 1 · Burgers 1 · Healthy / salads / bowls 1 · Ice cream / frozen desserts 1 · Italian 1 · Pizza 1

By type

Café 3 · Restaurant (service type not stated) 3 · Coffee shop 2 · Quick service 2 · Bakery 1 · Dessert 1 · Fast casual 1

NameTypeCuisineAddressStatus
Caribou Coffee Caribou CoffeeCoffee shop · Restaurant (service type not stated) · CaféCoffee3600 Glacier Rdopen
Dairy Queen / Orange Julius Dairy QueenQuick service · DessertBurgers · Ice cream / frozen desserts12500 Beard Rd # 8open
DQ Grill & Chill DQ Grill & ChillQuick service3500 E South Range Rdopen
Oath Pizza Oath PizzaRestaurant (service type not stated)Pizza · Italianopen
Panera BreadCoffee shop · Restaurant (service type not stated) · Fast casual · CaféCoffee · Sandwiches · Healthy / salads / bowls12500 Beard Rdopen
Panera Bread Panera BreadBakery · CaféBakery · Sandwiches · Coffee3500 E South Range Roadopen
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
199455SIC1987
199544SIC1987
199655SIC1987
199755SIC1987
19986541NAICS1997
199998161NAICS1997
200076141NAICS1997
200176141NAICS1997
20026541NAICS1997
20036541NAICS2002
20047541NAICS2002
20057541NAICS2002
20067541NAICS2002
20078541NAICS2002
20088321NAICS2007
20098321NAICS2007
20108321NAICS2007
20118321NAICS2007
20126321NAICS2012
2013633NAICS2012
20148523NAICS2012
20158523NAICS2012
20167422NAICS2012
201774NAICS2017
2018744NAICS2017
2019744NAICS2017
2020544NAICS2017
2021644NAICS2017
2022744NAICS2022
2023744NAICS2022
U.S. Census Bureau, ZIP Code Business Patterns, by USPS ZIP 44443. 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
444542.4 mi12001
444423.9 mi52023
444524.2 mi102023
Distance is centroid to centroid (Census Gazetteer). Restaurants: latest ZBP year on file for that ZIP.