BMIE Market 44321

Summit County, Ohio · ZCTA boundaries as of 2020

Profile

Population (current estimate)	15,878 2020–2024 ACS 5-year estimate ±672 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B01003_001E · on 2020 boundaries · retrieved 2026-09-05
Households	6,415 2020–2024 ACS 5-year estimate ±369 · 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	15,200 2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · POP10 · on 2010 boundaries · retrieved 2026-09-04
Housing units	6,290 2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · HU10 · on 2010 boundaries · retrieved 2026-09-04
Median household income	$119,178 2020–2024 ACS 5-year estimate ±7,432 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B19013_001E · on 2020 boundaries · retrieved 2026-09-05
Median age	41.9 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	$1,444 2020–2024 ACS 5-year estimate ±94 · 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	$363,700 2020–2024 ACS 5-year estimate ±34,375 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B25077_001E · on 2020 boundaries · retrieved 2026-09-05
Land area	14.6 sq mi Census Gazetteer 2020
Restaurants	15 2023 · U.S. Census Bureau, ZIP Code Business Patterns 2023 detail (NAICS2022) · by USPS ZIP 44321
Restaurants per 10,000 residents	9.2 DERIVED: 2010 restaurants (ZIP) ÷ 2010 Census population (ZCTA) · different years, stated as such
Restaurant growth, 5-year	+25.0% DERIVED: 2018 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, 10-year	+15.4% DERIVED: 2013 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, 20-year	-11.8% DERIVED: 2003 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, Longest on file	+15.4% DERIVED: 1994 → 2023, ZIP Code Business Patterns restaurants
Projected restaurants, 2028	15 (range 12–17) FORECAST · linear trend v1 fitted to 2013–2023 (11 points, +0.2 per year, r² 0.26) · 80% range · confidence Low · momentum, not a guarantee
Projected population, 5 years ahead	Needs more ACS years on file
BMIE Market Score	74 / 100 MODELED · bmie_market_score v1 · confidence High · why?
Consumer Market Score	83 / 100 MODELED · consumer_market_score v1 · confidence High · why?
Restaurant Opportunity Score	73 / 100 MODELED · restaurant_opportunity_score v1 · confidence High · why?
Market Momentum Score	61 / 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 44321. Projection: linear trend v1, fitted 2013–2023, +0.2 restaurants per year, r² 0.26, 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: 74 (High confidence)

Component	Value	Rank	Weight	Adds
Consumer Market Score	82.6	83	40%	+33.1
Restaurant Opportunity Score	72.7	73	35%	+25.5
Market Momentum Score	61.3	61	25%	+15.3

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

Consumer Market Score: 83 (High confidence)

Component	Value	Rank	Weight	Adds
Population (ACS)	15,878	78	40%	+31.0
Median household income (ACS)	119,178	90	40%	+36.0
Households (ACS)	6,415	78	20%	+15.6

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

Restaurant Opportunity Score: 73 (High confidence)

Component	Value	Rank	Weight	Adds
10-year restaurant growth	15.4	59	35%	+20.6
Restaurants per 10,000 residents (lower = more room)	9.5	74	25%	+18.6
Population (ACS)	15,878	78	20%	+15.5
Median household income (ACS)	119,178	90	20%	+18.0

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

Market Momentum Score: 61 (High confidence)

Component	Value	Rank	Weight	Adds
5-year restaurant growth	25	81	50%	+40.4
10-year restaurant growth	15.4	59	30%	+17.7
20-year restaurant growth	-11.8	16	20%	+3.3

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 (32)

By cuisine

American 5 · Pizza 4 · Italian 3 · Steakhouse 3 · Ice cream / frozen desserts 2 · Indian 2 · Sandwiches 2 · Asian 1 · Bakery 1 · Burgers 1 · Cajun, Creole, Southern 1 · Coffee 1 · Healthy / salads / bowls 1 · Japanese 1 · Juice / smoothies 1 · Latin American (other) 1 · Mexican 1 · Seafood 1

By type

Restaurant (service type not stated) 19 · Bar 6 · Casual dining 5 · Quick service 5 · Dessert 3 · Café 2 · Bakery 1 · Brewery / taproom 1 · Coffee shop 1 · Fast casual 1 · Specialty food shop 1 · Juice, smoothie, tea 1

Name	Type	Cuisine	Address	Status
Beau's Bar & Bistro	Specialty food shop · Quick service · Bar	Sandwiches	1275 S Cleveland Massillon Rd	open
Beyond Juicery and Eatery Beyond Juicery + Eatery	Juice, smoothie, tea · Fast casual	Juice / smoothies · Healthy / salads / bowls	4161 Heritage Center Dr	open
Big Star Pizza	Restaurant (service type not stated)	Pizza · Italian	1372 S Cleveland Massillon Rd	open
BrewWall Antonio's Pizza	Restaurant (service type not stated) · Casual dining · Bar	Pizza · Italian	4161 Heritage Center Dr	open
Brighten Brewing Company	Brewery / taproom · Casual dining · Bar		1374 S Cleve-Mass Rd	open
Cardinal Cakes and Coffee	Bakery · Coffee shop · Café	Bakery · Coffee	1265 S Cleveland Massillon Rd	open
Circle Cafe Llc	Restaurant (service type not stated)		1436 S Cleveland Massillon Rd	open
Cracker Barrel Cracker Barrel Old Country Store	Restaurant (service type not stated)	Cajun, Creole, Southern · American	76 Rothrock Loop I-77 & S.R. 18 E.	open
Dairy Queen Grill & Chill Dairy Queen	Quick service · Dessert	Ice cream / frozen desserts · American	65 Montrose W Ave	open
Don Pablo's Mexican Kitchen	Quick service		145 Montrose West Ave	open
Fuddruckers	Restaurant (service type not stated)	Burgers	37 Montrose West Ave	open
Grandpa Joe's Candy Shoppe	Dessert		1265 S Cleveland Massillon Rd	open
Khaao Macha	Restaurant (service type not stated)	Indian	2777 Copley Rd	open
Khaao Macha Indian Fusion Restaurant & Bar	Restaurant (service type not stated)	Indian	200 Montrose West Ave	open
Kingfish	Restaurant (service type not stated)	Seafood · American	115 Montrose W Ave	open
LongHorn Steakhouse LongHorn Steakhouse	Restaurant (service type not stated)	Steakhouse · American	45 Montrose West Ave	open
Loschiavo Restaurant Group Copley Llc	Restaurant (service type not stated)		4161 Heritage Center Dr	open
Marco's Pizza	Restaurant (service type not stated)	Pizza	1394 S Cleveland-Massillon Rd	open
Okokoko	Quick service		2834 Colon Dr	open
Outback Steakhouse	Restaurant (service type not stated)	Steakhouse	110 Montrose West Avenue	open
Penguin Ice Cream	Dessert	Ice cream / frozen desserts	1245 S Cleveland Massillon Rd Ste 310	open
Rizzi's Ristorante & Pizzeria	Restaurant (service type not stated)	Italian · Pizza	2809 Copley Rd	open
Scorchers Copley	Casual dining · Bar	American	1442 S Cleveland Massillon Rd	open
Socialize 25	Café		221 Danbury Rd	open
Subway Subway	Quick service · Restaurant (service type not stated)	Sandwiches	1360 S Cleveland Massillon Rd	open
Taquería los tres amigos	Restaurant (service type not stated)		1444 Copley Meadows Dr	open
TGI Fridays	Restaurant (service type not stated)		125 Montrose West Ave	open
The Hooley Pub & Kitchen	Casual dining · Bar		145 Montrose West Ave	open
The Town Tavern Copley	Casual dining · Restaurant (service type not stated) · Bar		125 Montrose W Ave	open
Tres Potrillos	Restaurant (service type not stated)	Mexican · Latin American (other)	85 Montrose W Ave	open
Wasabi Japanese Steakhouse Wasabi Japanese Steakhouse	Restaurant (service type not stated)	Japanese · Steakhouse · Asian	150 Montrose W Ave	open
Copley Coffee & Games	Café	Coffee	1442 S Cleveland Massillon Rd	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	16	13	—	—	—	3	SIC1987
1995	16	13	—	—	—	3	SIC1987
1996	17	15	—	—	—	2	SIC1987
1997	17	16	—	—	—	1	SIC1987
1998	16	15	13	2	—	1	NAICS1997
1999	17	15	12	3	—	1	NAICS1997
2000	16	14	11	3	—	1	NAICS1997
2001	17	15	12	3	—	1	NAICS1997
2002	18	16	12	4	—	1	NAICS1997
2003	19	17	10	6	1	1	NAICS2002
2004	19	16	7	8	—	1	NAICS2002
2005	20	17	7	9	—	1	NAICS2002
2006	16	15	5	9	—	1	NAICS2002
2007	20	17	7	10	—	2	NAICS2002
2008	19	16	7	8	1	2	NAICS2007
2009	16	14	6	7	1	1	NAICS2007
2010	15	14	5	8	1	—	NAICS2007
2011	15	14	6	8	—	—	NAICS2007
2012	15	14	8	6	—	—	NAICS2012
2013	14	13	8	5	—	—	NAICS2012
2014	13	11	7	4	—	—	NAICS2012
2015	15	13	7	6	—	—	NAICS2012
2016	15	12	7	5	—	1	NAICS2012
2017	15	13	9	4	—	—	NAICS2017
2018	15	12	9	3	—	—	NAICS2017
2019	16	12	10	—	—	—	NAICS2017
2020	17	11	8	3	—	—	NAICS2017
2021	19	13	9	4	—	—	NAICS2017
2022	19	15	10	5	—	—	NAICS2022
2023	20	15	10	5	—	—	NAICS2022

U.S. Census Bureau, ZIP Code Business Patterns, by USPS ZIP 44321. 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
44320	3.9 mi	23	2023
44274	4.2 mi	1	2012
44313	4.4 mi	54	2023
44333	4.5 mi	78	2023

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