BMIE Market 45103

Clermont County, Ohio · ZCTA boundaries as of 2020

Profile

Population (current estimate)	36,938 2020–2024 ACS 5-year estimate ±1,759 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B01003_001E · on 2020 boundaries · retrieved 2026-09-05
Households	14,458 2020–2024 ACS 5-year estimate ±638 · 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 count	31,485 2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · POP10 · on 2010 boundaries · retrieved 2026-09-04
Housing units	12,639 2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · HU10 · on 2010 boundaries · retrieved 2026-09-04
Median household income	$79,793 2020–2024 ACS 5-year estimate ±6,739 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B19013_001E · on 2020 boundaries · retrieved 2026-09-05
Median age	37.8 2020–2024 ACS 5-year estimate ±1 · 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	$1,077 2020–2024 ACS 5-year estimate ±57 · 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	$264,200 2020–2024 ACS 5-year estimate ±11,274 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B25077_001E · on 2020 boundaries · retrieved 2026-09-05
Land area	85.3 sq mi Census Gazetteer 2020
Restaurants	26 2023 · U.S. Census Bureau, ZIP Code Business Patterns 2023 detail (NAICS2022) · by USPS ZIP 45103
Restaurants per 10,000 residents	6.7 DERIVED: 2010 restaurants (ZIP) ÷ 2010 Census population (ZCTA) · different years, stated as such
Restaurant growth, 5-year	+36.8% DERIVED: 2018 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, 10-year	+36.8% DERIVED: 2013 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, 20-year	+36.8% DERIVED: 2003 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, Longest on file	+85.7% DERIVED: 1994 → 2023, ZIP Code Business Patterns restaurants
Projected restaurants, 2028	28 (range 23–33) FORECAST · linear trend v1 fitted to 2013–2023 (11 points, +0.8 per year, r² 0.62) · 80% range · confidence Medium · momentum, not a guarantee
Projected population, 5 years ahead	Needs more ACS years on file
BMIE Market Score	79 / 100 MODELED · bmie_market_score v1 · confidence High · why?
Consumer Market Score	80 / 100 MODELED · consumer_market_score v1 · confidence High · why?
Restaurant Opportunity Score	78 / 100 MODELED · restaurant_opportunity_score v1 · confidence High · why?
Market Momentum Score	77 / 100 MODELED · market_momentum_score v1 · confidence High · why?

Map

Boundary: U.S. Census Bureau cartographic file, 1:500k, 2020 vintage. Basemap © OpenStreetMap contributors.

Trends

Historical lines are published counts. Dashed lines are derived: a least-squares trend through the last decade, extended as a FORECAST with its 80% range. Momentum, not a guarantee.

Restaurants by year, with trend and projection

ZIP Code Business Patterns, USPS ZIP 45103. Projection: linear trend v1, fitted 2013–2023, +0.8 restaurants per year, r² 0.62, confidence Medium.

Growth index (first year on file = 100)

Each category relative to its own first published count. Full/limited split is unavailable under SIC (before 1998).

Mix of the food-service market

Share of all food-service establishments. "Other" = snack bars, caterers, contractors, mobile.

Population and restaurants per 10,000 residents

Population points: 2010 Census count and ACS 5-year estimates on file (more vintages load over time). Density uses the population point within two years of each restaurant count. Population projection appears once three or more ACS years are loaded.

Restaurant growth vs. Ohio and U.S. averages

Averages are the mean growth across all ZCTAs with the figure (state n = 989, U.S. n = 24,852). DERIVED from ZIP Code Business Patterns.

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: 79 (High confidence)

Component	Value	Rank	Weight	Adds
Consumer Market Score	80.3	80	40%	+32.1
Restaurant Opportunity Score	78.4	78	35%	+27.4
Market Momentum Score	77.4	77	25%	+19.3

Health index, advertising, whitespace, competition and risk components join in later versions.

Consumer Market Score: 80 (High confidence)

Component	Value	Rank	Weight	Adds
Population (ACS)	36,938	93	40%	+37.0
Median household income (ACS)	79,793	62	40%	+24.8
Households (ACS)	14,458	93	20%	+18.6

Percentile-rank composite. No spending model yet: income and size stand in for spending capacity.

Restaurant Opportunity Score: 78 (High confidence)

Component	Value	Rank	Weight	Adds
10-year restaurant growth	36.8	76	35%	+26.5
Restaurants per 10,000 residents (lower = more room)	7.0	84	25%	+21.0
Population (ACS)	36,938	93	20%	+18.5
Median household income (ACS)	79,793	62	20%	+12.4

Whitespace, competition and demand signals are not yet available; this version uses growth, density, size and income only.

Market Momentum Score: 77 (High confidence)

Component	Value	Rank	Weight	Adds
5-year restaurant growth	36.8	87	50%	+43.3
10-year restaurant growth	36.8	76	30%	+22.7
20-year restaurant growth	36.8	57	20%	+11.3

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 (58)

By cuisine

American 10 · Burgers 7 · Coffee 6 · Pizza 6 · Sandwiches 5 · Breakfast 4 · Chicken / wings 4 · BBQ 3 · Italian 3 · Bakery 2 · Dessert 2 · Mexican 2 · Ice cream / frozen desserts 1 · Juice / smoothies 1 · Latin American (other) 1 · Southwestern / Tex-Mex 1 · Steakhouse 1

By type

Restaurant (service type not stated) 34 · Quick service 15 · Bar 7 · Casual dining 6 · Coffee shop 6 · Dessert 4 · Food truck 4 · Bakery 3 · Café 3 · Catering 2 · Other 2 · Delivery-focused 1 · Juice, smoothie, tea 1

Name	Type	Cuisine	Address	Status
32-Q	Catering · Restaurant (service type not stated)	BBQ	4100 Half-Acre Rd	open
Applebee's	Bar · Restaurant (service type not stated)	Burgers · Sandwiches	4440 Glen Este-Withamsville Rd	open
Arby's	Quick service · Restaurant (service type not stated)	Sandwiches	2019 Hospital Dr	open
Artfully Delicious Wedding Cakes	Bakery · Dessert	Bakery · Dessert	4244 Bobwhite Dr	open
Bean and Brew	Coffee shop · Restaurant (service type not stated) · Café	Coffee	97 E Main St	open
BIGGBY COFFEE Biggby	Coffee shop · Restaurant (service type not stated) · Café	Coffee	1030 Hospital Dr	open
Buffalo Wings & Rings Wings Bar & Grill Batavia	Casual dining · Restaurant (service type not stated) · Bar	Chicken / wings · American	2235 Bauer Rd	open
Burger King Burger King	Quick service · Restaurant (service type not stated)	Burgers	2196 Winemiller Ln	open
Busken Bakery	Bakery	Bakery	956 Old State Route 74	open
Champs Chicken	Restaurant (service type not stated)	Chicken / wings	2700 Old State Rd. 32	open
Champs Chicken Champs Chicken	Quick service	Chicken / wings · American	2700 Old State Route 32	open
Chipotle Mexican Grill Chipotle Mexican Grill	Restaurant (service type not stated)	Mexican · Southwestern / Tex-Mex	2029 Hospital Dr	open
Clear Mountain Food Park	Restaurant (service type not stated)		2792 Old State Route 32	open
Clear Mountain Kitchen	Restaurant (service type not stated)	Steakhouse	2792 Old State Route 32	open
Clermont Inn	Casual dining	American	180 E Main St	open
Dairy Queen Dairy Queen	Quick service · Dessert	Ice cream / frozen desserts · American	2025 Hospital Dr	open
Diego's Tacos	Restaurant (service type not stated)	Mexican · Latin American (other)	1006 Old State Rte 74	open
Domino's Domino's Pizza	Quick service · Delivery-focused	Pizza	600 West Main St	open
Dunkin' Donuts	Coffee shop · Restaurant (service type not stated) · Dessert · Bakery	Coffee · Dessert	4382 Elick Ln	open
Flamingo Bar & Grill	Bar · Restaurant (service type not stated)		4700 OH-276 A	open
Gateway Inn	Bar		1895 US-50	open
Godfather's Pizza Express Godfather's Pizza	Restaurant (service type not stated)	Pizza	2700 Old State Route 32	open
Gold Star Chili Gold Star	Restaurant (service type not stated) · Casual dining	American	2195 Winemiller Ln	open
Gold Star Chili	Quick service · Restaurant (service type not stated)		2792 Old State Route 32	open
Grammas Pizza Batavia Grammas Pizza Batavia	Restaurant (service type not stated)	Pizza · Italian	154 E Main St	open
Grammas Pizza Owensville Grammas Pizza Batavia	Restaurant (service type not stated)	Pizza · Italian	2500 US-50	open
Huhtamaki Batavia Huhtamaki North America	Restaurant (service type not stated) · Bar		1985 James E Sauls Sr Dr	open
Hungry Bear Diner	Restaurant (service type not stated)		1096 State Route 74	open
Los De Carnitas	Food truck		1098 Old State Route 74	open
Mama's Grill	Restaurant (service type not stated)	American	4227 All Star Dr	open
Marco's Pizza Marco's Pizza	Restaurant (service type not stated)	Pizza · Italian	978 Old State Route 74	open
McDonald's McDonald's	Quick service	Burgers · Breakfast	2001 Hospital Dr	open
Mind Your P's & Q's BBQ	Food truck · Catering	BBQ	7 The County Seat	open
Mountain's BBQ	Food truck · Restaurant (service type not stated)	BBQ	4227 Taylor Rd	open
MrBeast Burger	Restaurant (service type not stated)	Burgers	4700 Ohio 276	open
Papa Johns Pizza Papa John's Pizza	Quick service · Restaurant (service type not stated)	Pizza	2234 Bauer Rd	open
Poked Yolk	Restaurant (service type not stated)	Breakfast	2235 Bauer Rd	open
Rapid Fired Pizza Food Truck Rapid Fired Pizza Augusta	Food truck		4026 Bach Buxton Rd	open
Reis & Reign Coffee Co	Coffee shop · Café	Coffee	1166 Parkside Dr	open
Riverside Coffee Mill	Coffee shop	Coffee	177 S Riverside Dr	open
Robert King DBA Rwk Const	Quick service		5898 Belfast Rd	open
Shuk Inc	Restaurant (service type not stated)		2235 Bauer Rd Ste 1	open
Snappy Tomato Pizza	Restaurant (service type not stated)	Chicken / wings	501 W Main St	open
Snowie Cincinnati	Quick service · Juice, smoothie, tea · Dessert	Juice / smoothies	1284 Heitman Ln	open
Subway	Quick service		4428 Olive Branch Stonelick Rd	open
Subway	Quick service · Restaurant (service type not stated)	Sandwiches	4200 Clermont College Drive, Edith Peter Jones Bldg, Rm 21	open
Subway	Other	Sandwiches	2199 Winemiller Ln	open
SUBWAY	Other	Sandwiches	4382 Elick Ln	open
Taco Bell Taco Bell	Quick service		2234 Bauer Rd	open
Tealside Diner	Casual dining · Restaurant (service type not stated)	American	1096 Old OH-74	open
The 300 Bar	Bar		1302 Anacapa Ct	open
The Chill Out	Casual dining · Restaurant (service type not stated) · Bar		2792 Old State Rte 32	open
The Omelette House	Restaurant (service type not stated)	Breakfast	1096 Old State Route 74	open
United Grounds Coffee Co.	Coffee shop	Coffee	389 E Main St	open
Wendy's Wendy's	Quick service	Burgers · American	2108 James E. Sauls Sr. Dr	open
Wendy's Wendy's	Quick service	Burgers · American	1146 Marian Dr	open
WingDepo	Casual dining · Restaurant (service type not stated)	Breakfast · Burgers · American	2192 Winemiller Ln	open
Authentic Mexican Buffet	Restaurant (service type not stated)	Mexican	2235 Bauer Rd # 8	closed

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

Year	All food service	Restaurants	Full-service	Limited-service	Snack & beverage	Bars	Industry codes
1994	15	14	—	—	—	1	SIC1987
1995	13	12	—	—	—	1	SIC1987
1996	17	15	—	—	—	2	SIC1987
1997	22	21	—	—	—	1	SIC1987
1998	22	18	7	10	1	2	NAICS1997
1999	22	17	6	10	1	3	NAICS1997
2000	23	18	8	9	1	2	NAICS1997
2001	24	19	7	11	1	2	NAICS1997
2002	28	23	8	15	—	1	NAICS1997
2003	26	19	8	11	—	1	NAICS2002
2004	26	17	7	10	—	2	NAICS2002
2005	23	14	5	9	—	2	NAICS2002
2006	23	15	6	9	—	2	NAICS2002
2007	25	18	6	11	1	2	NAICS2002
2008	23	16	5	10	1	2	NAICS2007
2009	25	18	7	11	—	3	NAICS2007
2010	26	21	7	13	1	1	NAICS2007
2011	28	23	8	14	1	1	NAICS2007
2012	22	18	9	9	—	2	NAICS2012
2013	23	19	9	9	1	2	NAICS2012
2014	22	18	7	10	1	2	NAICS2012
2015	22	18	7	10	1	2	NAICS2012
2016	22	15	5	9	1	3	NAICS2012
2017	22	17	5	11	—	3	NAICS2017
2018	24	19	5	12	—	3	NAICS2017
2019	29	24	8	15	—	3	NAICS2017
2020	28	24	9	14	—	3	NAICS2017
2021	25	21	8	12	—	3	NAICS2017
2022	30	24	9	15	—	3	NAICS2022
2023	32	26	10	16	—	3	NAICS2022

U.S. Census Bureau, ZIP Code Business Patterns, by USPS ZIP 45103. 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)

ZCTA	Distance	Restaurants	Year
45160	2.2 mi	4	2022

Distance is centroid to centroid (Census Gazetteer). Restaurants: latest ZBP year on file for that ZIP.