BMIE BluFoodies Market Intelligence Engine

← Search

BMIE Market 44704

Stark County, Ohio · ZCTA boundaries as of 2020

Profile

Population (current estimate)3,681
2020–2024 ACS 5-year estimate ±633 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B01003_001E · on 2020 boundaries · retrieved 2026-09-05
Households1,500
2020–2024 ACS 5-year estimate ±258 · 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 count3,811
2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · POP10 · on 2010 boundaries · retrieved 2026-09-04
Housing units2,015
2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · HU10 · on 2010 boundaries · retrieved 2026-09-04
Median household income$31,812
2020–2024 ACS 5-year estimate ±8,881 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B19013_001E · on 2020 boundaries · retrieved 2026-09-05
Median age34.6
2020–2024 ACS 5-year estimate ±8 · 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$787
2020–2024 ACS 5-year estimate ±118 · 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$54,300
2020–2024 ACS 5-year estimate ±14,605 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B25077_001E · on 2020 boundaries · retrieved 2026-09-05
Land area2.1 sq mi
Census Gazetteer 2020
Restaurants3
2023 · U.S. Census Bureau, ZIP Code Business Patterns 2023 detail (NAICS2022) · by USPS ZIP 44704
Restaurants per 10,000 residents10.5
DERIVED: 2010 restaurants (ZIP) ÷ 2010 Census population (ZCTA) · different years, stated as such
Restaurant growth, 5-year-50.0%
DERIVED: 2011 → 2016, ZIP Code Business Patterns restaurants
Restaurant growth, 10-year+0.0%
DERIVED: 2013 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, 20-year+0.0%
DERIVED: 2003 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, Longest on file-50.0%
DERIVED: 1994 → 2023, ZIP Code Business Patterns restaurants
Projected restaurants, 20281 (range 0–3)
FORECAST · linear trend v1 fitted to 2007–2023 (11 points, -0.1 per year, r² 0.17) · 80% range · confidence Low · momentum, not a guarantee
Projected population, 5 years aheadNeeds more ACS years on file
BMIE Market Score34 / 100
MODELED · bmie_market_score v1 · confidence High · why?
Consumer Market Score35 / 100
MODELED · consumer_market_score v1 · confidence High · why?
Restaurant Opportunity Score44 / 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: 34 (High confidence)

ComponentValueRankWeightAdds
Consumer Market Score34.63540%+13.8
Restaurant Opportunity Score43.84435%+15.3
Market Momentum Score18.01825%+4.5
Health index, advertising, whitespace, competition and risk components join in later versions.

Consumer Market Score: 35 (High confidence)

ComponentValueRankWeightAdds
Population (ACS)3,6815640%+22.2
Median household income (ACS)31,812340%+1.1
Households (ACS)1,5005620%+11.3
Percentile-rank composite. No spending model yet: income and size stand in for spending capacity.

Restaurant Opportunity Score: 44 (High confidence)

ComponentValueRankWeightAdds
10-year restaurant growth03535%+12.3
Restaurants per 10,000 residents (lower = more room)8.28025%+19.9
Population (ACS)3,6815620%+11.1
Median household income (ACS)31,812320%+0.5
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-50450%+2.0
10-year restaurant growth03530%+10.5
20-year restaurant growth02820%+5.6
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 (12)

By cuisine

Chicken / wings 3 · Coffee 3 · American 1 · Bakery 1 · Italian 1 · Pizza 1

By type

Restaurant (service type not stated) 6 · Bar 5 · Café 3 · Casual dining 2 · Bakery 1 · Buffet 1 · Coffee shop 1 · Quick service 1

NameTypeCuisineAddressStatus
Ashton's Bar & GrillCasual dining · BarAmerican2900 8th St NEopen
Brick CityBar2820 8th St NEopen
Casto's Pizza & ChickenRestaurant (service type not stated)Pizza · Chicken / wings912 12th St NEopen
CelabrationZ LoungeBar · Casual dining2820 8th St NEopen
Cherry Blend Coffee Roasters Ltd.Coffee shop · CaféCoffee1003 Cherry Ave NEopen
ChillaxxRestaurant (service type not stated)Chicken / wings918 Cherry Ave NEopen
Church's ChickenRestaurant (service type not stated)Chicken / wings410 9th St NEopen
Legends Soul Cafe' & Sunday BuffetCafé · Restaurant (service type not stated) · BuffetCoffee502 Belden Ave NEopen
Mario's Drive Thru Mario's PizzeriaQuick service · Restaurant (service type not stated)914 12th St NEopen
Norcia BakeryBakery · Restaurant (service type not stated)Bakery · Italian624 Belden Ave NEopen
The After HoursCafé · BarCoffee3000 8th St NEopen
The City LimitsBar2600 8th St NEopen
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
1994862SIC1987
1995862SIC1987
19961055SIC1987
19971064SIC1987
199876151NAICS1997
199975142NAICS1997
200064132NAICS1997
200164132NAICS1997
200274133NAICS1997
20037334NAICS2002
20047334NAICS2002
200585233NAICS2002
200653122NAICS2002
200753122NAICS2002
200863123NAICS2007
200964132NAICS2007
201064132NAICS2007
201164132NAICS2007
201264132NAICS2012
20135332NAICS2012
20144222NAICS2012
20154222NAICS2012
20164222NAICS2012
20174NAICS2017
20184NAICS2017
20195NAICS2017
20205NAICS2017
20214NAICS2017
20224NAICS2022
202353NAICS2022
U.S. Census Bureau, ZIP Code Business Patterns, by USPS ZIP 44704. 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
447021.8 mi192023
447032.1 mi52023
447052.4 mi202023
447142.6 mi32021
447072.8 mi132023
447093.7 mi392023
447104.4 mi32018
447304.6 mi52023
447085.0 mi542023
Distance is centroid to centroid (Census Gazetteer). Restaurants: latest ZBP year on file for that ZIP.