BMIE Market 46031

Hamilton County, Indiana · ZCTA boundaries as of 2020

Profile

Population (current estimate)	2,456 2020–2024 ACS 5-year estimate ±439 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B01003_001E · on 2020 boundaries · retrieved 2026-09-05
Households	896 2020–2024 ACS 5-year estimate ±177 · 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	2,161 2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · POP10 · on 2010 boundaries · retrieved 2026-09-04
Housing units	877 2010 Census count · Decennial Census · Census Gazetteer ZCTA 2010 · HU10 · on 2010 boundaries · retrieved 2026-09-04
Median household income	$76,438 2020–2024 ACS 5-year estimate ±7,534 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B19013_001E · on 2020 boundaries · retrieved 2026-09-05
Median age	44.7 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	$1,054 2020–2024 ACS 5-year estimate ±121 · 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	$227,900 2020–2024 ACS 5-year estimate ±60,710 · American Community Survey 5-Year Estimates · ACS 5-Year 2024 (2020-2024) ZCTA · B25077_001E · on 2020 boundaries · retrieved 2026-09-05
Land area	51.4 sq mi Census Gazetteer 2020
Restaurants	Not published for this ZIP 2016 · U.S. Census Bureau, ZIP Code Business Patterns 2016 detail (NAICS2012) · by USPS ZIP 46031
Restaurants per 10,000 residents	Not yet derived
Restaurant growth, 5-year	+100.0% DERIVED: 2000 → 2005, ZIP Code Business Patterns restaurants
Restaurant growth, 10-year	-50.0% DERIVED: 2005 → 2015, ZIP Code Business Patterns restaurants
Restaurant growth, 20-year	+0.0% DERIVED: 1995 → 2015, ZIP Code Business Patterns restaurants
Projected restaurants, 2020	0 (range 0–2) FORECAST · linear trend v1 fitted to 1995–2015 (11 points, 0.0 per year, r² 0.07) · 80% range · confidence Low · momentum, not a guarantee
Projected population, 5 years ahead	Needs more ACS years on file
BMIE Market Score	51 / 100 MODELED · bmie_market_score v1 · confidence High · why?
Consumer Market Score	52 / 100 MODELED · consumer_market_score v1 · confidence High · why?
Restaurant Opportunity Score	46 / 100 MODELED · restaurant_opportunity_score v1 · confidence High · why?
Market Momentum Score	55 / 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 46031. Projection: linear trend v1, fitted 1995–2015, 0.0 restaurants per year, r² 0.07, 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. Indiana and U.S. averages

Averages are the mean growth across all ZCTAs with the figure (state n = 606, 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: 51 (High confidence)

Component	Value	Rank	Weight	Adds
Consumer Market Score	51.9	52	40%	+20.8
Restaurant Opportunity Score	46.5	46	35%	+16.3
Market Momentum Score	55.0	55	25%	+13.8

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

Consumer Market Score: 52 (High confidence)

Component	Value	Rank	Weight	Adds
Population (ACS)	2,456	49	40%	+19.5
Median household income (ACS)	76,438	57	40%	+22.9
Households (ACS)	896	48	20%	+9.5

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

Restaurant Opportunity Score: 46 (High confidence)

Component	Value	Rank	Weight	Adds
10-year restaurant growth	-50	5	35%	+1.6
Restaurants per 10,000 residents (lower = more room)	4.1	95	25%	+23.7
Population (ACS)	2,456	49	20%	+9.7
Median household income (ACS)	76,438	57	20%	+11.5

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

Market Momentum Score: 55 (High confidence)

Component	Value	Rank	Weight	Adds
5-year restaurant growth	100	96	50%	+48.0
10-year restaurant growth	-50	5	30%	+1.4
20-year restaurant growth	0	28	20%	+5.6

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 (9)

By cuisine

American 2 · Coffee 2 · Pizza 2 · Bakery 1 · Brazilian 1 · Dessert 1 · Italian 1 · Juice / smoothies 1 · Tea / bubble tea 1

By type

Restaurant (service type not stated) 4 · Café 2 · Bakery 1 · Bar 1 · Dessert 1 · Juice, smoothie, tea 1

Name	Type	Cuisine	Address	Status
Atlanta Pub	Bar	Pizza	225 Walnut St N	open
Choo Choo Cafe	Café	Coffee	185 W Main St	open
Delullo's	Restaurant (service type not stated)	Italian	177 W Main St	open
Fletcher's of Atlanta	Restaurant (service type not stated)		185 W Main St	open
Lisa's Pie Shop	Bakery · Dessert	Bakery · Dessert	5995 US-31	open
Papa Smurf Concessions	Juice, smoothie, tea	Juice / smoothies · Tea / bubble tea · American	230 S John St	open
Pizza Harbour	Restaurant (service type not stated)	Pizza	28801 N State Road 19	open
Ray's Catering World	Restaurant (service type not stated)	Brazilian	10395 E 286th St	open
Wheelers cafe and Market	Café	Coffee · American	25625 state road 37 north	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	2	2	—	—	—	—	SIC1987
1995	1	1	—	—	—	—	SIC1987
1996	1	1	—	—	—	—	SIC1987
1997	2	2	—	—	—	—	SIC1987
1998	2	2	2	—	—	—	NAICS1997
1999	1	1	1	—	—	—	NAICS1997
2000	1	1	1	—	—	—	NAICS1997
2001	1	1	1	—	—	—	NAICS1997
2002	1	—	—	—	—	1	NAICS1997
2005	2	2	2	—	—	—	NAICS2002
2011	1	—	—	—	—	—	NAICS2007
2012	2	—	—	—	—	1	NAICS2012
2013	2	1	1	—	—	1	NAICS2012
2014	2	1	1	—	—	1	NAICS2012
2015	2	1	1	—	—	1	NAICS2012
2016	1	—	—	—	—	1	NAICS2012

U.S. Census Bureau, ZIP Code Business Patterns, by USPS ZIP 46031. 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
46030	2.4 mi	3	2021

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