BMIE BluFoodies Market Intelligence Engine

← Search

BMIE Market 45232

Hamilton County, Ohio · ZCTA boundaries as of 2020

Profile

Population (current estimate)6,363
2020–2024 ACS 5-year estimate ±1,065 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B01003_001E · on 2020 boundaries · retrieved 2026-09-05
Households2,975
2020–2024 ACS 5-year estimate ±548 · 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 count6,358
2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · POP10 · on 2010 boundaries · retrieved 2026-09-04
Housing units2,732
2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · HU10 · on 2010 boundaries · retrieved 2026-09-04
Median household income$28,367
2020–2024 ACS 5-year estimate ±4,447 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B19013_001E · on 2020 boundaries · retrieved 2026-09-05
Median age28.3
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$616
2020–2024 ACS 5-year estimate ±152 · 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$130,500
2020–2024 ACS 5-year estimate ±29,974 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B25077_001E · on 2020 boundaries · retrieved 2026-09-05
Land area4.0 sq mi
Census Gazetteer 2020
Restaurants6
2023 · U.S. Census Bureau, ZIP Code Business Patterns 2023 detail (NAICS2022) · by USPS ZIP 45232
Restaurants per 10,000 residents6.3
DERIVED: 2010 restaurants (ZIP) ÷ 2010 Census population (ZCTA) · different years, stated as such
Restaurant growth, 5-year+50.0%
DERIVED: 2018 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, 10-year+50.0%
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+50.0%
DERIVED: 1994 → 2023, ZIP Code Business Patterns restaurants
Projected restaurants, 20286 (range 4–8)
FORECAST · linear trend v1 fitted to 2013–2023 (11 points, +0.2 per year, r² 0.45) · 80% range · confidence Medium · momentum, not a guarantee
Projected population, 5 years aheadNeeds more ACS years on file
BMIE Market Score58 / 100
MODELED · bmie_market_score v1 · confidence High · why?
Consumer Market Score40 / 100
MODELED · consumer_market_score v1 · confidence High · why?
Restaurant Opportunity Score61 / 100
MODELED · restaurant_opportunity_score v1 · confidence High · why?
Market Momentum Score83 / 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: 58 (High confidence)

ComponentValueRankWeightAdds
Consumer Market Score39.74040%+15.9
Restaurant Opportunity Score60.66135%+21.2
Market Momentum Score82.88325%+20.7
Health index, advertising, whitespace, competition and risk components join in later versions.

Consumer Market Score: 40 (High confidence)

ComponentValueRankWeightAdds
Population (ACS)6,3636440%+25.7
Median household income (ACS)28,367240%+0.7
Households (ACS)2,9756720%+13.4
Percentile-rank composite. No spending model yet: income and size stand in for spending capacity.

Restaurant Opportunity Score: 61 (High confidence)

ComponentValueRankWeightAdds
10-year restaurant growth508235%+28.8
Restaurants per 10,000 residents (lower = more room)9.47425%+18.6
Population (ACS)6,3636420%+12.8
Median household income (ACS)28,367220%+0.4
Whitespace, competition and demand signals are not yet available; this version uses growth, density, size and income only.

Market Momentum Score: 83 (High confidence)

ComponentValueRankWeightAdds
5-year restaurant growth509050%+45.1
10-year restaurant growth508230%+24.7
20-year restaurant growth506520%+13.0
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 (18)

By cuisine

American 4 · Burgers 3 · Coffee 3 · Bakery 2 · Sandwiches 2 · African 1 · BBQ 1 · Breakfast 1 · Dessert 1 · Ice cream / frozen desserts 1 · Latin American (other) 1 · Pizza 1 · Seafood 1

By type

Restaurant (service type not stated) 7 · Quick service 4 · Café 3 · Bakery 2 · Casual dining 2 · Coffee shop 2 · Dessert 1 · Food truck 1 · Specialty food shop 1 · Other 1

NameTypeCuisineAddressStatus
12209 Mitchell IncRestaurant (service type not stated)255 W Mitchell Aveopen
BUBBA Stone's Concession STANDFood truckBBQ · Seafood421 Kings Run Ctopen
El Sabor CatrachoRestaurant (service type not stated)Latin American (other)4732 Spring Grove Aveopen
Evergreen FoodsBakeryBakery5880 Winton Ridge Lnopen
Frisch's Big BoyCafé · Restaurant (service type not stated) · Casual diningBreakfast · Coffee · Burgers · American4645 Spring Grove Aveopen
Graeter's Ice Cream Graeter's Ice CreamDessertIce cream / frozen desserts · Dessert899 W Galbraith Rdopen
Krispy Krunchy Chicken Krispy Krunchy ChickenQuick service249 W Mitchell Aveopen
Larosas BakeryBakeryBakery · Pizza5008 Gray Rdopen
McDonald's McDonald'sQuick service · Restaurant (service type not stated)Burgers255 W Mitchell Aveopen
Picky EatersCasual dining · Restaurant (service type not stated)American4732 Spring Grove Aveopen
Rally's Checkers and Rally'sQuick serviceBurgers · American4810 Spring Grove Aveopen
S & S DeliSpecialty food shop · Quick serviceSandwiches · American4600 Winton Rdopen
Spring Grove CoffeeCoffee shop · CaféCoffee638 E Epworth Aveopen
Starbucks Coffee Company StarbucksCoffee shop · CaféCoffee4777 Kenard Aveopen
SUBWAYOtherSandwiches249 W Mitchell Aveopen
Wasserstrom Restaurant SupplyRestaurant (service type not stated)4020 Rev Dropen
Yàkoyó Nigerian FoodRestaurant (service type not stated)African5720 Winton Rdopen
Taft's BrewpouriumBrewery / taproom4831 Spring Grove Ave # 1closed
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
199444SIC1987
199544SIC1987
1996431SIC1987
1997431SIC1987
199843121NAICS1997
199943121NAICS1997
200054131NAICS1997
200153121NAICS1997
200243121NAICS1997
200354131NAICS2002
20043312NAICS2002
200543121NAICS2002
20064413NAICS2002
20074413NAICS2002
20084413NAICS2007
20094413NAICS2007
20104413NAICS2007
20114413NAICS2007
20124413NAICS2012
20134413NAICS2012
20145523NAICS2012
20154422NAICS2012
20164312NAICS2012
201754NAICS2017
201854NAICS2017
201954NAICS2017
2020653NAICS2017
2021653NAICS2017
20227743NAICS2022
2023664NAICS2022
U.S. Census Bureau, ZIP Code Business Patterns, by USPS ZIP 45232. 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
452241.3 mi162023
452171.8 mi112023
452232.0 mi252023
452162.3 mi102023
452202.7 mi212023
452292.9 mi112023
452673.4 mi12016
452253.5 mi92023
452393.5 mi352023
452373.8 mi122023
452124.0 mi412023
452074.0 mi62023
Distance is centroid to centroid (Census Gazetteer). Restaurants: latest ZBP year on file for that ZIP.