BMIE Market 43920

Columbiana County, Ohio · ZCTA boundaries as of 2020

Profile

Population (current estimate)	21,103 2020–2024 ACS 5-year estimate ±270 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B01003_001E · on 2020 boundaries · retrieved 2026-09-05
Households	8,828 2020–2024 ACS 5-year estimate ±367 · 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	23,438 2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · POP10 · on 2010 boundaries · retrieved 2026-09-04
Housing units	10,847 2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · HU10 · on 2010 boundaries · retrieved 2026-09-04
Median household income	$50,251 2020–2024 ACS 5-year estimate ±5,424 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B19013_001E · on 2020 boundaries · retrieved 2026-09-05
Median age	44.0 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	$782 2020–2024 ACS 5-year estimate ±64 · 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	$116,200 2020–2024 ACS 5-year estimate ±8,921 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B25077_001E · on 2020 boundaries · retrieved 2026-09-05
Land area	41.9 sq mi Census Gazetteer 2020
Restaurants	38 2023 · U.S. Census Bureau, ZIP Code Business Patterns 2023 detail (NAICS2022) · by USPS ZIP 43920
Restaurants per 10,000 residents	16.6 DERIVED: 2010 restaurants (ZIP) ÷ 2010 Census population (ZCTA) · different years, stated as such
Restaurant growth, 5-year	+0.0% DERIVED: 2018 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, 10-year	+0.0% DERIVED: 2013 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, 20-year	-7.3% DERIVED: 2003 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, Longest on file	+2.7% DERIVED: 1994 → 2023, ZIP Code Business Patterns restaurants
Projected restaurants, 2028	38 (range 36–41) FORECAST · linear trend v1 fitted to 2013–2023 (11 points, +0.1 per year, r² 0.10) · 80% range · confidence Low · momentum, not a guarantee
Projected population, 5 years ahead	Needs more ACS years on file
BMIE Market Score	46 / 100 MODELED · bmie_market_score v1 · confidence High · why?
Consumer Market Score	56 / 100 MODELED · consumer_market_score v1 · confidence High · why?
Restaurant Opportunity Score	42 / 100 MODELED · restaurant_opportunity_score v1 · confidence High · why?
Market Momentum Score	35 / 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 43920. Projection: linear trend v1, fitted 2013–2023, +0.1 restaurants per year, r² 0.10, 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: 46 (High confidence)

Component	Value	Rank	Weight	Adds
Consumer Market Score	55.6	56	40%	+22.2
Restaurant Opportunity Score	42.4	42	35%	+14.8
Market Momentum Score	34.9	35	25%	+8.7

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

Consumer Market Score: 56 (High confidence)

Component	Value	Rank	Weight	Adds
Population (ACS)	21,103	82	40%	+32.9
Median household income (ACS)	50,251	15	40%	+6.1
Households (ACS)	8,828	83	20%	+16.6

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

Restaurant Opportunity Score: 42 (High confidence)

Component	Value	Rank	Weight	Adds
10-year restaurant growth	0	35	35%	+12.3
Restaurants per 10,000 residents (lower = more room)	18.0	43	25%	+10.7
Population (ACS)	21,103	82	20%	+16.5
Median household income (ACS)	50,251	15	20%	+3.0

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

Market Momentum Score: 35 (High confidence)

Component	Value	Rank	Weight	Adds
5-year restaurant growth	0	42	50%	+20.9
10-year restaurant growth	0	35	30%	+10.5
20-year restaurant growth	-7.3	18	20%	+3.6

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 (86)

By cuisine

American 16 · Pizza 15 · Bakery 9 · Coffee 9 · Sandwiches 8 · Italian 6 · Burgers 5 · Dessert 5 · Chinese 4 · Asian 3 · Ice cream / frozen desserts 3 · Mexican 3 · Breakfast 1 · Chicken / wings 1 · Hot dogs 1 · Southwestern / Tex-Mex 1 · Steakhouse 1

By type

Restaurant (service type not stated) 45 · Quick service 19 · Bar 16 · Bakery 10 · Casual dining 10 · Café 7 · Coffee shop 6 · Dessert 5 · Buffet 2 · Specialty food shop 2 · Brewery / taproom 1 · Delivery-focused 1 · Food truck 1 · Other 1

Name	Type	Cuisine	Address	Status
33-0 Sports Cardz	Restaurant (service type not stated)		426 Market St	open
A&s Singh Ltd	Restaurant (service type not stated)		46638 Y and O Rd	open
A&W Restaurants A&W Restaurants	Quick service	Burgers · American	15891 State Rt. 170	open
A-1 Beverages, Inc	Restaurant (service type not stated)		1120 Pennsylvania Ave	open
A1 Bar & Grill	Casual dining · Bar	American	1120 Pennsylvania Ave	open
Alsan Corporation	Restaurant (service type not stated)		900 W 8th St	open
Arby's Arby's	Quick service · Restaurant (service type not stated)	Sandwiches	16250 Dresden Ave	open
Bayou To Buckeye	Restaurant (service type not stated)		500 Walnut St	open
Berdines	Casual dining · Bar	Pizza	201 W 6th St	open
Bob Evans Bob Evans	Restaurant (service type not stated)	American	16230 Dresden Ave	open
Bosco's Pizza	Restaurant (service type not stated)	Pizza · Italian	1835 St Clair Ave	open
Bruno's Pizza	Restaurant (service type not stated)	Pizza · Italian	15415 OH-170	open
Bruno's Pizza	Restaurant (service type not stated)	Pizza	500-516 Walnut St	open
Bruster's Real Ice Cream Bruster's Real Ice Cream	Dessert	Ice cream / frozen desserts · Dessert	49094 Calcutta Smith Ferry Rd	open
Burger King Burger King	Quick service	Burgers · American	15933 OH-170	open
Calcutta (Temporarily Closed) Ponderosa Steakhouse	Restaurant (service type not stated)		16300 Dresden Ave.	open
Casa De Emanuel	Restaurant (service type not stated)	Italian	460 Mulberry St	open
Chef Ray's Cafe	Restaurant (service type not stated) · Café	American · Coffee	16813 St Clair Ave	open
Chef Ray's Diamond Bar and Grill	Bar · Restaurant (service type not stated)	American	514 Market St	open
Chipotle Mexican Grill Chipotle Mexican Grill	Restaurant (service type not stated)	Mexican · Southwestern / Tex-Mex	16300 Dresden Ave	open
Cmj Food Inc	Restaurant (service type not stated)		15946 State Route 170	open
Coaches Burger Bar Coaches Burger Bar	Casual dining · Bar	Burgers · American	15655 OH-170	open
Cove Lounge	Bar		1933 Dresden Ave	open
Crockery City Creamery & Confectionery	Dessert	Ice cream / frozen desserts · Dessert	206 E 5th St	open
Dairy Queen Grill & Chill Dairy Queen	Quick service · Dessert	Ice cream / frozen desserts · Dessert	900 W 8th St	open
Danny's Pizza	Restaurant (service type not stated)	Pizza	1577 Pennsylvania Ave Ste 2	open
Dave and Debs Place and Patio LLC	Bar · Restaurant (service type not stated)		1814 Lisbon St	open
David G. Wells	Restaurant (service type not stated)		2914 St Clair Ave	open
Domino's Domino's Pizza	Delivery-focused · Quick service	Pizza	16041 State Rt 170	open
Dunkin' Dunkin'	Quick service		16280 Dresden Ave	open
Dunkin' Dunkin'	Bakery · Dessert · Coffee shop	Dessert · Coffee · Bakery	15679 OH-170	open
D’s Diner	Casual dining · Bakery	American · Bakery	426 Market St	open
East Liverpool China	Restaurant (service type not stated)	Chinese	1425 Globe St	open
East Liverpool High School Alumni Association	Restaurant (service type not stated)		216 E 4th St	open
El Paso Mexican Grill Calcutta Ohio	Casual dining · Restaurant (service type not stated) · Bar	Mexican	15765 State Route 170	open
Elite Diner	Casual dining · Restaurant (service type not stated)	American	520 Jackson St	open
Family Lin	Restaurant (service type not stated)	Chinese · Asian	16761 St Clair Ave	open
Franniks restaurant and lounge	Restaurant (service type not stated)	American	729 Dresden Ave	open
Friendly Jack's	Quick service · Restaurant (service type not stated)	Sandwiches	423 Walnut St	open
Green Marble Coffee Shoppe	Coffee shop · Café	Coffee · Breakfast	15549 State Route 170	open
Harker Avenue Cafe	Café · Restaurant (service type not stated) · Coffee shop	Coffee	1123 Harker Ave	open
Hoge's	Casual dining · Restaurant (service type not stated)	American	16128 E Liverpool Rd	open
Hot Dog Shoppe - East Liverpool Hot Dog Shoppe East Liverpool	Quick service	Hot dogs · Sandwiches	320 Market St	open
Italo's Pizza	Restaurant (service type not stated)	Pizza	740 Dresden Ave	open
Italo's Pizza - Glenmoor	Restaurant (service type not stated)	Pizza	16311 Lisbon Street, State Route 267	open
JP's Pizzeria & Grill	Casual dining · Bar	Pizza · Italian	15946 State Route 170	open
KFC KFC	Quick service · Restaurant (service type not stated)	Chicken / wings	15644 State Route 170	open
King Buffet	Buffet	Chinese · Asian	15590 State Route 170	open
L&b Donuts & Catering	Restaurant (service type not stated)		418 Market St	open
Legendary Coffee, Llc	Restaurant (service type not stated)		15580 State Route 170	open
Lena's Lounge	Bar		639 St Clair Ave	open
Long John Silver's Long John Silver's	Quick service		15891 State Rt. 170	open
Marko's Pizza	Restaurant (service type not stated)	Pizza · Italian	1577 Pennsylvania Ave	open
Mary's Pizza	Restaurant (service type not stated)	Pizza	16813 Saint Clair Ave	open
McDonald's McDonald's	Quick service · Restaurant (service type not stated)	Burgers	15573 State Hwy 170	open
Misfit Street Grub	Food truck		1577 Pennsylvania Ave	open
Mrs C's Pizza	Restaurant (service type not stated)	Pizza · Italian	628 Dresden Ave Ste #4	open
New Dimension	Bar		1889 Anderson Blvd	open
Nickles Bakery	Bakery	Bakery	1273 Pennsylvania Ave	open
Numbers Brewing Company	Brewery / taproom · Bar		15532 Estateview Dr	open
Orioles Club	Bar · Café	Coffee	622 Dresden Ave	open
Papa Johns Pizza Papa John's Pizza	Quick service · Restaurant (service type not stated)	Pizza	16761 St Clair Ave	open
Pizza Hut Pizza Hut	Quick service · Restaurant (service type not stated)	Pizza	2113 West Expressway 83 Hidalgo	open
Ponderosa Steakhouse Ponderosa & Bonanza Steakhouses	Buffet	Steakhouse · American	16300 Dresden Ave	open
Potters Club	Bar		226 W 6th St	open
Renovatio's Taproom & Restaurant	Restaurant (service type not stated)	American	200 E 5th St	open
Romeo's Pizza	Restaurant (service type not stated)	Pizza	15549 SR-170, Ste 9	open
Sal Mari's Subs	Specialty food shop · Restaurant (service type not stated) · Quick service	Sandwiches	16485 St Clair Ave	open
Sourdough Stoop	Bakery	Bakery	415 Putnam St	open
Starbucks Starbucks	Café · Coffee shop · Bakery	Coffee · Bakery	16292 Dresden Ave	open
Steelnative Coffee	Coffee shop · Café	Coffee	201 E 5th St	open
Subway	Other	Sandwiches	16280 Dresden Ave	open
Subway Subway	Quick service · Restaurant (service type not stated)	Sandwiches	15937 State Route 170	open
Sweet Deli	Specialty food shop · Quick service · Bakery	Sandwiches · Bakery	15433 OH-170	open
Sylvia's Lounge	Bar · Casual dining		1314 Pennsylvania Ave	open
Szechuan Garden	Restaurant (service type not stated)	Chinese · Asian	15765 State Route 170	open
Taco Bell Taco Bell	Quick service	Mexican	15924 State Rt 170	open
The Fresh Cafe & Bakery	Café · Bakery	Coffee · Sandwiches · Bakery	119 E 5th St	open
The Vault	Casual dining · Bar		200 E 5th St	open
Tim Hortons Tim Hortons Cafe and Bake Shop	Coffee shop · Quick service · Dessert · Bakery	Coffee · Dessert	15580 OH-170	open
Two Smart Cookies	Bakery	Bakery	45785 Bell School Rd	open
Two Smart Cookies	Bakery · Restaurant (service type not stated)	Bakery · American	45785 Bell School Rd	open
Wendy's Wendy's	Quick service	Burgers · American	15957 St Rt 170	open
Zattas Cafe	Bar	American	516 Washington St	open
6th Street Cafeteria & Deli	Restaurant (service type not stated)	American	116 E 6th St	closed
Fire Street Grille Llc	Restaurant (service type not stated)	American	1577 Pennsylvania 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	50	37	—	—	—	13	SIC1987
1995	49	38	—	—	—	11	SIC1987
1996	46	36	—	—	—	10	SIC1987
1997	51	41	—	—	—	10	SIC1987
1998	53	39	18	15	5	14	NAICS1997
1999	52	36	15	15	5	15	NAICS1997
2000	49	32	14	12	5	16	NAICS1997
2001	49	34	16	12	5	15	NAICS1997
2002	51	38	15	16	6	12	NAICS1997
2003	54	41	10	24	6	11	NAICS2002
2004	52	40	11	22	6	10	NAICS2002
2005	54	41	11	23	6	11	NAICS2002
2006	50	39	12	21	5	9	NAICS2002
2007	48	38	14	19	4	8	NAICS2002
2008	50	39	15	19	4	8	NAICS2007
2009	51	40	14	21	4	8	NAICS2007
2010	47	39	11	20	6	7	NAICS2007
2011	43	39	11	20	7	3	NAICS2007
2012	43	40	11	23	4	2	NAICS2012
2013	41	38	9	24	3	2	NAICS2012
2014	40	37	9	23	3	2	NAICS2012
2015	39	36	9	22	3	2	NAICS2012
2016	40	38	8	25	3	1	NAICS2012
2017	39	36	8	22	4	—	NAICS2017
2018	41	38	10	22	4	—	NAICS2017
2019	41	38	8	23	5	—	NAICS2017
2020	42	37	7	23	5	—	NAICS2017
2021	42	40	8	25	5	—	NAICS2017
2022	40	37	8	23	4	—	NAICS2022
2023	41	38	8	24	4	—	NAICS2022

U.S. Census Bureau, ZIP Code Business Patterns, by USPS ZIP 43920. 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
15059	4.5 mi	3	2020
26050	5.0 mi	3	2018

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