BMIE Market 45102

Clermont County, Ohio · ZCTA boundaries as of 2020

Profile

Population (current estimate)	25,448 2020–2024 ACS 5-year estimate ±1,292 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B01003_001E · on 2020 boundaries · retrieved 2026-09-05
Households	9,795 2020–2024 ACS 5-year estimate ±485 · 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	22,680 2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · POP10 · on 2010 boundaries · retrieved 2026-09-04
Housing units	9,188 2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · HU10 · on 2010 boundaries · retrieved 2026-09-04
Median household income	$76,763 2020–2024 ACS 5-year estimate ±5,703 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B19013_001E · on 2020 boundaries · retrieved 2026-09-05
Median age	34.2 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	$975 2020–2024 ACS 5-year estimate ±71 · 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	$230,600 2020–2024 ACS 5-year estimate ±11,494 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B25077_001E · on 2020 boundaries · retrieved 2026-09-05
Land area	22.1 sq mi Census Gazetteer 2020
Restaurants	43 2023 · U.S. Census Bureau, ZIP Code Business Patterns 2023 detail (NAICS2022) · by USPS ZIP 45102
Restaurants per 10,000 residents	10.6 DERIVED: 2010 restaurants (ZIP) ÷ 2010 Census population (ZCTA) · different years, stated as such
Restaurant growth, 5-year	+10.3% DERIVED: 2018 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, 10-year	+30.3% DERIVED: 2013 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, 20-year	+87.0% DERIVED: 2003 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, Longest on file	+258.3% DERIVED: 1994 → 2023, ZIP Code Business Patterns restaurants
Projected restaurants, 2028	45 (range 41–50) FORECAST · linear trend v1 fitted to 2013–2023 (11 points, +0.8 per year, r² 0.60) · 80% range · confidence Medium · momentum, not a guarantee
Projected population, 5 years ahead	Needs more ACS years on file
BMIE Market Score	70 / 100 MODELED · bmie_market_score v1 · confidence High · why?
Consumer Market Score	74 / 100 MODELED · consumer_market_score v1 · confidence High · why?
Restaurant Opportunity Score	65 / 100 MODELED · restaurant_opportunity_score v1 · confidence High · why?
Market Momentum Score	71 / 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 45102. Projection: linear trend v1, fitted 2013–2023, +0.8 restaurants per year, r² 0.60, 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: 70 (High confidence)

Component	Value	Rank	Weight	Adds
Consumer Market Score	74.4	74	40%	+29.8
Restaurant Opportunity Score	65.2	65	35%	+22.8
Market Momentum Score	71.0	71	25%	+17.8

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

Consumer Market Score: 74 (High confidence)

Component	Value	Rank	Weight	Adds
Population (ACS)	25,448	86	40%	+34.2
Median household income (ACS)	76,763	58	40%	+23.1
Households (ACS)	9,795	85	20%	+17.0

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

Restaurant Opportunity Score: 65 (High confidence)

Component	Value	Rank	Weight	Adds
10-year restaurant growth	30.3	71	35%	+24.9
Restaurants per 10,000 residents (lower = more room)	16.9	46	25%	+11.6
Population (ACS)	25,448	86	20%	+17.1
Median household income (ACS)	76,763	58	20%	+11.6

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

Market Momentum Score: 71 (High confidence)

Component	Value	Rank	Weight	Adds
5-year restaurant growth	10.3	68	50%	+34.0
10-year restaurant growth	30.3	71	30%	+21.4
20-year restaurant growth	87.0	78	20%	+15.7

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 (69)

By cuisine

American 14 · Pizza 10 · Sandwiches 8 · Chicken / wings 6 · Coffee 5 · Mexican 5 · Burgers 4 · Dessert 4 · Italian 4 · Asian 3 · Bakery 3 · Southwestern / Tex-Mex 3 · BBQ 2 · Breakfast 2 · Chinese 2 · Ice cream / frozen desserts 2 · Latin American (other) 2 · Juice / smoothies 1 · Seafood 1 · Thai 1

By type

Restaurant (service type not stated) 41 · Quick service 23 · Bar 7 · Casual dining 7 · Coffee shop 5 · Dessert 5 · Bakery 4 · Specialty food shop 4 · Café 2 · Other 2 · Food truck 1 · Juice, smoothie, tea 1

Name	Type	Cuisine	Address	Status
Arby's	Quick service · Restaurant (service type not stated)	Sandwiches	3789 Waterford Pkwy	open
Arby's	Quick service · Restaurant (service type not stated)	Sandwiches	1214 W Ohio Pike	open
Arcade 81	Restaurant (service type not stated)		1143 W Ohio Pike	open
Aztec International Foods Inc	Restaurant (service type not stated)		1248 W Ohio Pike	open
Bakers Pub	Bar · Restaurant (service type not stated)		1725 E Ohio Pike	open
Biggby Coffee Biggby Coffee	Coffee shop · Café	Coffee	1761 Ohio Pike	open
Bob Evans Bob Evans	Restaurant (service type not stated)	American	1799 State Route 125	open
Burger King Burger King	Quick service	Burgers · American	1188 Ohio Pike	open
Campbell's Barn Restaurant & Saloon	Casual dining · Bar	American	1852 OH-125	open
Casey's	Restaurant (service type not stated)	Pizza	1779 State Route 125	open
Charlie's Tacos	Restaurant (service type not stated)	Mexican · Latin American (other)	1739 E Ohio Pike	open
China Wok China Wok El Salvador	Restaurant (service type not stated)	Chinese · Asian	1232 Ohio Pike	open
Chipotle Mexican Grill Chipotle Mexican Grill	Restaurant (service type not stated)	Mexican · Southwestern / Tex-Mex	1227 W Ohio Pike	open
Cincy Cones, LLC	Dessert	Dessert	51 S Deer Creek Dr	open
CityBird CityBird	Restaurant (service type not stated) · Quick service	Chicken / wings	1301 Ohio Pike #1	open
Crumb & Barrel	Bakery	Bakery	59 Beech Cir	open
Dairy Queen Dairy Queen	Quick service · Dessert	Ice cream / frozen desserts · Dessert	1132 W Ohio Pike	open
Dickey's Barbecue Pit Dickey's Barbecue Pit	Restaurant (service type not stated)	BBQ	1227 Ohio Pike	open
Dickey's Barbecue Pit Dickey's Barbecue Pit National	Restaurant (service type not stated)	BBQ · American	1227 Ohio Pike	open
Don Rigo	Restaurant (service type not stated)	Mexican · Southwestern / Tex-Mex	224 W Main St	open
Donatos Pizza Donatos Pizza	Restaurant (service type not stated)	Pizza · Italian	1210 Ohio Pike Suite B	open
Dunkin' Dunkin'	Quick service		1815 E Ohio Pike	open
Dunkin' Dunkin'	Coffee shop · Quick service · Dessert · Bakery	Coffee · Dessert	1264 State Route 125	open
Fire-Scotch Pub	Bar		2022 Laurel Oak Dr	open
Freddy's Frozen Custard & Steakburgers Freddy's Frozen Custard & Steakburgers	Quick service	Burgers · American	3792 Waterford Pkwy	open
Gold Star	Quick service · Restaurant (service type not stated)		1706 State Route 125	open
Gold Star Chili Gold Star	Restaurant (service type not stated) · Casual dining	American	1190 Ohio Pike	open
Grammas Pizza Amelia Grammas Pizza Batavia	Restaurant (service type not stated)	Pizza · Italian	1727 E Ohio Pike	open
H & M Deli & Carry-Out	Restaurant (service type not stated) · Specialty food shop · Quick service	Sandwiches · Pizza	208 Amelia Olive Branch Rd	open
H&#x26 M Surveying Services Inc	Restaurant (service type not stated)		119 W Main St	open
Harder Investments Llc	Restaurant (service type not stated)		1227 W Ohio Pike	open
Hoppy's Place	Bar		3404 Lindale Pike	open
Jersey Mike's Jersey Mike's Subs	Quick service · Specialty food shop	Sandwiches	1264 State Route 125 Suite 200	open
Jimmy John's Jimmy John's	Quick service · Specialty food shop	Sandwiches	1210 Sr 125 Ste. B	open
Kenny's Place	Casual dining · Restaurant (service type not stated) · Bar		1340 OH-125	open
LaRosa's Pizza LaRosa's Pizzeria	Restaurant (service type not stated)	Pizza · Italian	3780 Bach Buxton Rd	open
Lee's Famous Recipe Chicken Lee's Famous Recipe Chicken	Quick service	Chicken / wings · American	1179 State Route 125	open
Little Caesars Pizza Little Caesars	Quick service · Restaurant (service type not stated)	Pizza	1395 OH-125	open
Long John Silver's Long John Silver's	Quick service · Restaurant (service type not stated)	Seafood · Chicken / wings	3787 Waterford Pkwy	open
Los Cabos Mexican Grill	Restaurant (service type not stated)	Mexican · Southwestern / Tex-Mex · Latin American (other)	1248 W Ohio Pike	open
Marcella's Doughnuts and Bakery Marcella's Doughnuts & Bakery	Bakery · Dessert	Dessert · Bakery	29 W Main St	open
Marco's Pizza Marco's Pizza	Restaurant (service type not stated)	Pizza · Italian	1264 State Route 125	open
Mary Ellen Oharallc	Restaurant (service type not stated)		1375 W Ohio Pike	open
McDonald's McDonald's	Quick service	Burgers · American	1259-1/2 Ohio Pike	open
Papa Johns Papa John's Pizza	Quick service · Restaurant (service type not stated)	Pizza	1369 west ohio pike	open
Peking House	Restaurant (service type not stated)	Chinese · Asian	1761 E Ohio Pike	open
Penn Station East Coast Subs Penn Station East Coast Subs	Quick service · Specialty food shop	Sandwiches	1363 Ohio Pike	open
Pizza Hut Pizza Hut	Quick service · Restaurant (service type not stated)	Pizza	1761 E Ohio Pike	open
Pizza Hut	Restaurant (service type not stated)	Pizza	1190 W Ohio Pike	open
Poochie's Place	Casual dining	American · Breakfast	1375 W Ohio Pike	open
Popeyes Louisiana Kitchen	Restaurant (service type not stated)	Chicken / wings	200 Glen Mary Dr	open
Redzone Neighborhood Grill	Bar		1340 State Route 125	open
Ruen Urai	Restaurant (service type not stated)		2255 State Route 125	open
Sahil Carryout Inc	Restaurant (service type not stated)		1369 W Ohio Pike	open
Skyline Chili Skyline Chili	Restaurant (service type not stated) · Casual dining	American	1097 W Ohio Pike	open
Sonic Drive-In Sonic Drive-In	Quick service · Restaurant (service type not stated)	American	1214 Ohio Pike	open
Starbucks	Coffee shop	Coffee	1186 Ohio 125	open
Starbucks Coffee Company Starbucks	Coffee shop · Café · Bakery	Coffee · Bakery	262 W Main St	open
Subway Subway	Quick service · Restaurant (service type not stated)	Sandwiches	1815 E Ohio Pike	open
Subway	Other	Sandwiches	1226 W Ohio Pike	open
Sunshine Juice Bar	Food truck · Juice, smoothie, tea	Juice / smoothies	64 E Main St	open
sweetFrog	Other · Dessert	Ice cream / frozen desserts	1227 Ohio 125, Ste 2	open
Taco Bell Taco Bell	Quick service	Mexican	3790 Waterford Parkway	open
Tim Hortons	Coffee shop	Coffee	1214 W Ohio Pike	open
Tom Yum	Restaurant (service type not stated)	Asian · Thai	1186 W Ohio Pike	open
Waffle House Waffle House	Casual dining	American · Breakfast	1773 OH-125	open
Wendy's Wendy's	Quick service	Burgers · American	200 W Main St	open
Wings Bar & Grill Wings Bar & Grill Batavia	Restaurant (service type not stated) · Casual dining · Bar	Chicken / wings · American	1220 Ohio Pike	open
Wingstop	Restaurant (service type not stated)	Chicken / wings	1268 W Ohio Pike	open

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	12	—	—	—	3	SIC1987
1995	16	13	—	—	—	3	SIC1987
1996	20	16	—	—	—	4	SIC1987
1997	25	23	—	—	—	2	SIC1987
1998	24	22	7	14	1	2	NAICS1997
1999	22	20	6	14	—	2	NAICS1997
2000	25	23	6	17	—	2	NAICS1997
2001	23	21	5	16	—	2	NAICS1997
2002	26	23	6	17	—	3	NAICS1997
2003	25	23	7	16	—	2	NAICS2002
2004	23	21	6	15	—	2	NAICS2002
2005	25	22	7	15	—	3	NAICS2002
2006	23	20	6	14	—	3	NAICS2002
2007	24	22	6	15	1	2	NAICS2002
2008	25	22	5	16	1	3	NAICS2007
2009	25	22	7	15	—	3	NAICS2007
2010	26	24	6	16	2	2	NAICS2007
2011	26	25	7	17	1	1	NAICS2007
2012	30	30	9	20	1	—	NAICS2012
2013	35	33	9	23	1	1	NAICS2012
2014	36	36	9	24	3	—	NAICS2012
2015	36	36	11	22	3	—	NAICS2012
2016	34	33	11	21	1	1	NAICS2012
2017	40	39	14	21	4	—	NAICS2017
2018	40	39	15	20	4	—	NAICS2017
2019	36	35	13	18	4	—	NAICS2017
2020	39	36	13	20	3	—	NAICS2017
2021	42	39	13	21	5	—	NAICS2017
2022	45	43	15	23	5	—	NAICS2022
2023	46	43	15	23	5	—	NAICS2022

U.S. Census Bureau, ZIP Code Business Patterns, by USPS ZIP 45102. 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
45157	4.6 mi	12	2023

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