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BMIE Market 14042

Cattaraugus County, New York · ZCTA boundaries as of 2020

Profile

Population (current estimate)3,967
2020–2024 ACS 5-year estimate ±390 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B01003_001E · on 2020 boundaries · retrieved 2026-09-05
Households1,808
2020–2024 ACS 5-year estimate ±179 · 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 count3,969
2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · POP10 · on 2010 boundaries · retrieved 2026-09-04
Housing units1,945
2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · HU10 · on 2010 boundaries · retrieved 2026-09-04
Median household income$47,431
2020–2024 ACS 5-year estimate ±20,857 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B19013_001E · on 2020 boundaries · retrieved 2026-09-05
Median age42.3
2020–2024 ACS 5-year estimate ±5 · 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$780
2020–2024 ACS 5-year estimate ±188 · 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$107,100
2020–2024 ACS 5-year estimate ±28,805 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B25077_001E · on 2020 boundaries · retrieved 2026-09-05
Land area46.7 sq mi
Census Gazetteer 2020
Restaurants7
2023 · U.S. Census Bureau, ZIP Code Business Patterns 2023 detail (NAICS2022) · by USPS ZIP 14042
Restaurants per 10,000 residents12.6
DERIVED: 2010 restaurants (ZIP) ÷ 2010 Census population (ZCTA) · different years, stated as such
Restaurant growth, 5-year+75.0%
DERIVED: 2018 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, 10-year+133.3%
DERIVED: 2013 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, 20-year+40.0%
DERIVED: 2003 → 2023, ZIP Code Business Patterns restaurants
Restaurant growth, Longest on file+0.0%
DERIVED: 1994 → 2023, ZIP Code Business Patterns restaurants
Projected restaurants, 20285 (range 3–8)
FORECAST · linear trend v1 fitted to 2012–2023 (11 points, +0.1 per year, r² 0.16) · 80% range · confidence Low · momentum, not a guarantee
Projected population, 5 years aheadNeeds more ACS years on file
BMIE Market Score58 / 100
MODELED · bmie_market_score v1 · confidence High · why?
Consumer Market Score39 / 100
MODELED · consumer_market_score v1 · confidence High · why?
Restaurant Opportunity Score58 / 100
MODELED · restaurant_opportunity_score v1 · confidence High · why?
Market Momentum Score87 / 100
MODELED · market_momentum_score v1 · confidence High · why?

Map

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

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: 58 (High confidence)

ComponentValueRankWeightAdds
Consumer Market Score39.43940%+15.8
Restaurant Opportunity Score58.05835%+20.3
Market Momentum Score87.18725%+21.8
Health index, advertising, whitespace, competition and risk components join in later versions.

Consumer Market Score: 39 (High confidence)

ComponentValueRankWeightAdds
Population (ACS)3,9675740%+22.7
Median household income (ACS)47,4311240%+4.8
Households (ACS)1,8085920%+11.9
Percentile-rank composite. No spending model yet: income and size stand in for spending capacity.

Restaurant Opportunity Score: 58 (High confidence)

ComponentValueRankWeightAdds
10-year restaurant growth133.39535%+33.3
Restaurants per 10,000 residents (lower = more room)17.74425%+10.9
Population (ACS)3,9675720%+11.4
Median household income (ACS)47,4311220%+2.4
Whitespace, competition and demand signals are not yet available; this version uses growth, density, size and income only.

Market Momentum Score: 87 (High confidence)

ComponentValueRankWeightAdds
5-year restaurant growth759450%+46.9
10-year restaurant growth133.39530%+28.5
20-year restaurant growth405820%+11.7
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 (7)

By cuisine

American 3 · Coffee 1 · Ice cream / frozen desserts 1 · Sandwiches 1 · Seafood 1 · Steakhouse 1

By type

Bar 3 · Casual dining 3 · Restaurant (service type not stated) 3 · Café 1 · Coffee shop 1 · Dessert 1

NameTypeCuisineAddressStatus
Coffee CrateCoffee shop · CaféCoffee · Sandwiches1018 N Main Stopen
Lake House Bar and GrillCasual dining · Restaurant (service type not stated) · Bar3198 Elton Rdopen
Lime Lake Snack Bar & Cottage RentalsRestaurant (service type not stated) · Casual diningAmerican3197 Elton Rdopen
Roadside Bar & GrillCasual dining · Bar10924 NY-16open
Rusty Nail TavernBarAmericanopen
ScoopsDessertIce cream / frozen dessertsRoute 16open
The Grove on Rt 16Restaurant (service type not stated)Steakhouse · Seafood · American11851 RT-16open
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

YearAll food serviceRestaurantsFull-serviceLimited-serviceSnack & beverageBarsIndustry codes
1994871SIC1987
1995541SIC1987
1996651SIC1987
1997651SIC1987
199865411NAICS1997
19995441NAICS1997
20005441NAICS1997
20015441NAICS1997
200276511NAICS1997
200365411NAICS2002
200465411NAICS2002
200565411NAICS2002
200665411NAICS2002
2007653111NAICS2002
2008641212NAICS2007
2009762221NAICS2007
2010652211NAICS2007
2011431111NAICS2007
2012431111NAICS2012
2013431111NAICS2012
2014542111NAICS2012
2015542111NAICS2012
2016431111NAICS2012
201764NAICS2017
2018743NAICS2017
2019633NAICS2017
202053NAICS2017
202143NAICS2017
202243NAICS2022
2023874NAICS2022
U.S. Census Bureau, ZIP Code Business Patterns, by USPS ZIP 14042. 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)

ZCTADistanceRestaurantsYear
141733.6 mi32016
141344.1 mi12006
Distance is centroid to centroid (Census Gazetteer). Restaurants: latest ZBP year on file for that ZIP.