BMIE Market 45220

Hamilton County, Ohio · ZCTA boundaries as of 2020

Profile

Population (current estimate)	14,109 2020–2024 ACS 5-year estimate ±1,001 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B01003_001E · on 2020 boundaries · retrieved 2026-09-05
Households	6,632 2020–2024 ACS 5-year estimate ±432 · 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	15,313 2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · POP10 · on 2010 boundaries · retrieved 2026-09-04
Housing units	7,838 2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · HU10 · on 2010 boundaries · retrieved 2026-09-04
Median household income	$53,440 2020–2024 ACS 5-year estimate ±6,020 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B19013_001E · on 2020 boundaries · retrieved 2026-09-05
Median age	29.1 2020–2024 ACS 5-year estimate ±2 · 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	$970 2020–2024 ACS 5-year estimate ±47 · 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	$402,900 2020–2024 ACS 5-year estimate ±49,608 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B25077_001E · on 2020 boundaries · retrieved 2026-09-05
Land area	2.9 sq mi Census Gazetteer 2020
Restaurants	21 2023 · U.S. Census Bureau, ZIP Code Business Patterns 2023 detail (NAICS2022) · by USPS ZIP 45220
Restaurants per 10,000 residents	15.0 DERIVED: 2010 restaurants (ZIP) ÷ 2010 Census population (ZCTA) · different years, stated as such
Restaurant growth, 5-year	-19.2% DERIVED: 2018 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, 10-year	-8.7% DERIVED: 2013 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, 20-year	-22.2% DERIVED: 2003 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, Longest on file	-8.7% DERIVED: 1994 → 2023, ZIP Code Business Patterns restaurants
Projected restaurants, 2028	20 (range 16–24) FORECAST · linear trend v1 fitted to 2013–2023 (11 points, -0.4 per year, r² 0.30) · 80% range · confidence Low · momentum, not a guarantee
Projected population, 5 years ahead	Needs more ACS years on file
BMIE Market Score	39 / 100 MODELED · bmie_market_score v1 · confidence High · why?
Consumer Market Score	54 / 100 MODELED · consumer_market_score v1 · confidence High · why?
Restaurant Opportunity Score	39 / 100 MODELED · restaurant_opportunity_score v1 · confidence High · why?
Market Momentum Score	15 / 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 45220. Projection: linear trend v1, fitted 2013–2023, -0.4 restaurants per year, r² 0.30, confidence Low.

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: 39 (High confidence)

Component	Value	Rank	Weight	Adds
Consumer Market Score	53.8	54	40%	+21.5
Restaurant Opportunity Score	39.0	39	35%	+13.6
Market Momentum Score	15.1	15	25%	+3.8

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

Consumer Market Score: 54 (High confidence)

Component	Value	Rank	Weight	Adds
Population (ACS)	14,109	76	40%	+30.3
Median household income (ACS)	53,440	19	40%	+7.8
Households (ACS)	6,632	79	20%	+15.7

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

Restaurant Opportunity Score: 39 (High confidence)

Component	Value	Rank	Weight	Adds
10-year restaurant growth	-8.7	19	35%	+6.7
Restaurants per 10,000 residents (lower = more room)	14.9	53	25%	+13.3
Population (ACS)	14,109	76	20%	+15.1
Median household income (ACS)	53,440	19	20%	+3.9

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

Market Momentum Score: 15 (High confidence)

Component	Value	Rank	Weight	Adds
5-year restaurant growth	-19.2	14	50%	+6.8
10-year restaurant growth	-8.7	19	30%	+5.7
20-year restaurant growth	-22.2	13	20%	+2.6

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 (45)

By cuisine

American 8 · Coffee 6 · Bakery 5 · Indian 4 · Dessert 3 · Italian 3 · Pizza 3 · Vegetarian 3 · Asian 2 · Cajun, Creole, Southern 2 · Latin American (other) 2 · Mexican 2 · Breakfast 1 · Chicken / wings 1 · Greek 1 · Healthy / salads / bowls 1 · Hot dogs 1 · Ice cream / frozen desserts 1 · Middle Eastern 1 · Sandwiches 1 · Thai 1

By type

Restaurant (service type not stated) 24 · Bar 14 · Casual dining 7 · Bakery 5 · Café 5 · Coffee shop 5 · Quick service 5 · Dessert 3 · Food truck 1

Name	Type	Cuisine	Address	Status
Adriatico's New York Style	Restaurant (service type not stated)	Pizza · Italian · American	3205 Jefferson Ave	open
Ajeet India & Nepali Cuisine	Restaurant (service type not stated)	Indian · Asian	341 Ludlow Ave	open
Alive and Well	Bar		3410 Telford St	open
Ambar India Restaurant	Restaurant (service type not stated) · Casual dining	Indian · American	350 Ludlow Ave	open
Ardor Bakeshop	Bakery	Bakery	272 Ludlow Ave	open
Arlin's Bar and Restaurant	Bar · Restaurant (service type not stated) · Casual dining		307 Ludlow Ave	open
Auntie Apple's Kitchen	Restaurant (service type not stated)	American · Cajun, Creole, Southern	321 Ludlow Ave	open
Baladi Restaurant and Bakery	Restaurant (service type not stated)	Middle Eastern	3307 Clifton Ave	open
Base Camp Café	Café · Restaurant (service type not stated)	Coffee · American	3400 Vine St	open
Biagio's Bistro	Restaurant (service type not stated) · Casual dining	Italian · American	308 Ludlow Ave	open
Bistro De Mohr	Food truck		3711 Clifton Ave	open
Bohemian Hookah Lounge	Bar		340 Ludlow Ave	open
Brueggers Bagels Bruegger's Bagels	Bakery	Bakery · Sandwiches	3317 Clifton Ave	open
Cactus Pear	Restaurant (service type not stated)	Mexican	3215 Jefferson Ave	open
Clifton Indian Restaurant & Bar	Bar	Indian · Asian	3215 Jefferson Ave	open
Dewey's Pizza - Clifton Dewey's Pizza	Restaurant (service type not stated)	Pizza · Italian	265 Hosea Ave	open
Dough My Gosh	Bakery	Bakery	644 probasco street	open
Dusmesh Indian restaurant & Bar	Bar · Restaurant (service type not stated)	Indian	944 Ludlow Ave	open
Einstein Bros. Bagels Einstein Bros. Bagels	Quick service		3317 Clifton Avenue	open
Foodies Vegan	Quick service · Bar	Vegetarian	3101 Clifton Ave	open
Fries Cafe	Casual dining · Bar		3247 Jefferson Ave	open
Gaslight Bar & Grill	Casual dining · Restaurant (service type not stated) · Bar		351 Ludlow Ave	open
Gaslight Gourmet Cookies	Bakery · Dessert · Coffee shop	Bakery · Dessert · Coffee	272 Ludlow Ave	open
Graeter's Ice Cream Graeter's Ice Cream	Dessert	Ice cream / frozen desserts · Dessert	332 Ludlow Ave	open
Habanero Latin American Fare	Restaurant (service type not stated)	Latin American (other)	358 Ludlow Ave	open
Hops	Quick service · Café · Coffee shop	Coffee	Cincinnati Zoo & Botanical Garden	open
J. Gumbo's	Restaurant (service type not stated)	Cajun, Creole, Southern · American	286 Ludlow Ave	open
LaRosa's Pizzeria	Restaurant (service type not stated)	Pizza	Cincinnati Zoo & Botanical Garden	open
Los Potrillos	Casual dining · Bar	Mexican · Latin American (other)	316 Ludlow Ave	open
Ludlow Garage	Restaurant (service type not stated)			open
Lydia's On Ludlow	Coffee shop · Restaurant (service type not stated) · Café	Coffee · Breakfast	329 Ludlow Ave	open
Mda Enterprises Llc	Restaurant (service type not stated)		358 Ludlow Ave	open
Northside Tavern	Bar		106 Hosea Ave	open
Olives at the Ludlow Garage	Restaurant (service type not stated)	American	342 Ludlow Ave	open
Peace House Grille Cincinnati	Casual dining · Bar	Thai · Vegetarian	266 Ludlow Ave	open
Pizza Pan	Bar		3253 Jefferson Ave	open
Postmark	Restaurant (service type not stated)	American	3410 Telford St	open
Richie's	Quick service · Restaurant (service type not stated)	Chicken / wings	110 Woolper Ave	open
Sitwell's Coffee House	Coffee shop · Café · Bar	Coffee	324 Ludlow Ave	open
Skyline Chili	Quick service · Restaurant (service type not stated)	Hot dogs	3400 Vine St	open
Skyline Chili Skyline Chili	Restaurant (service type not stated)	Greek	290 Ludlow Ave	open
The Upside Brew	Coffee shop · Café · Bar	Coffee	329 Ludlow Ave	open
The Whole Bowl Cincinnati The Whole Bowl	Restaurant (service type not stated)	Vegetarian · Healthy / salads / bowls	364 Ludlow Ave	open
Two Seven Two	Bakery · Dessert	Bakery · Dessert	272 Ludlow Ave	open
Calvin’s Winky Dogs	Restaurant (service type not stated)	Hot dogs	111 Woolper Ave	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	26	23	—	—	—	3	SIC1987
1995	25	22	—	—	—	3	SIC1987
1996	24	20	—	—	—	4	SIC1987
1997	27	24	—	—	—	3	SIC1987
1998	29	24	14	9	1	3	NAICS1997
1999	33	28	15	11	2	3	NAICS1997
2000	34	28	16	10	2	3	NAICS1997
2001	32	26	16	8	2	3	NAICS1997
2002	33	25	15	8	2	4	NAICS1997
2003	33	27	13	12	2	3	NAICS2002
2004	32	26	12	12	2	3	NAICS2002
2005	35	28	14	12	2	3	NAICS2002
2006	34	27	14	11	2	3	NAICS2002
2007	30	24	13	8	3	3	NAICS2002
2008	28	21	12	5	4	3	NAICS2007
2009	29	22	12	6	4	3	NAICS2007
2010	30	23	13	6	4	2	NAICS2007
2011	28	22	12	7	3	2	NAICS2007
2012	26	21	13	5	3	1	NAICS2012
2013	27	23	14	6	3	—	NAICS2012
2014	27	24	15	6	3	—	NAICS2012
2015	28	24	15	5	4	1	NAICS2012
2016	33	29	17	7	5	1	NAICS2012
2017	33	26	16	6	4	—	NAICS2017
2018	33	26	16	6	4	—	NAICS2017
2019	31	24	15	7	—	—	NAICS2017
2020	28	22	13	7	—	—	NAICS2017
2021	27	22	12	8	—	—	NAICS2017
2022	27	21	12	7	—	3	NAICS2022
2023	26	21	11	7	3	3	NAICS2022

U.S. Census Bureau, ZIP Code Business Patterns, by USPS ZIP 45220. 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
45267	1.1 mi	1	2016
45219	1.5 mi	71	2023
45217	1.8 mi	11	2023
45229	1.9 mi	11	2023
45225	1.9 mi	9	2023
45214	2.3 mi	7	2023
45206	2.3 mi	20	2023
45223	2.4 mi	25	2023
45207	2.6 mi	6	2023
45232	2.7 mi	6	2023
45202	2.9 mi	190	2023
45203	2.9 mi	5	2023

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