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Montgomery County, OH — Car washes Saturation

How many car washes exist per person present — residents plus daytime workers — by ZIP code, compared with the U.S. average. Establishment data: Census ZBP 2023. Population: ACS 2024 5-year. 39 ZIP codes analyzed.

Includes: Car wash tunnels & bays · Self-serve & automatic washes · Detailing (wash-attached). Counted together because official statistics use one 811192 code.

Measured density: Range spans bands — 0.62× the U.S. rate (between 0.62× and 2.43× once withheld ZIP cells are counted)

Why a range: Census does not publish a ZIP-by-industry count when that ZIP has 0–2 businesses. 35 ZIP cells in this county are withheld, 29 of them with residents. Each could hold 0, 1, or 2 businesses: counting them all as 0 gives the low end, counting them all as 2 gives the high end — the data cannot say where the truth sits. The density range uses only the populated cells, since ZIPs without residents are excluded from per-person rates. How ranges work

Range spans the U.S. rate   Montgomery County car washes — 62–243% of the U.S. rate

20 car washes are counted in Montgomery County — 0.3 per 10,000 people present (residents + daytime workers), 62% of the U.S. rate of 0.5.

On the comparable ZIP set (ZIPs with a published count in every year), the total has risen 23% between 2015 and 2023 (13 → 16). That set is smaller than today's county total. 2020–2021 were pandemic-distorted, and Census rounds counts, so small moves are within noise.

Measured supply density is highest in 45414 (Dayton), 45459 (Dayton), 45424 (Dayton) — well above the national rate. On measured density alone, the lowest-density residential ZIPs with a published count are 45458 (Dayton), 45424 (Dayton), 45459 (Dayton).

Census County Business Patterns (2023) puts the county-wide count at 33 establishments, including locations in ZIP codes that do not map to a ZCTA — so it can run slightly above the sum of the ZIP rows on this page. It is annual, so it lags more than QCEW.

Measured density: Montgomery County sits at 62% of the U.S. rate for car washes. 29 ZIPs with population have no published count (each 0–2 businesses), so the true per-capita rate is between 62% and 243% of the U.S. rate. Why. The highest measured density is in 45414 and 45459; the lowest measured density is in 45458 and 45424.

This is a supply-side read: it counts existing car washes and the people present, not foot traffic, income, rent, or whether locals want more. Treat low density as a question to check, not an answer.

Car washes
20–90
published count; upper bound counts each withheld ZIP cell as 2 (35 cells) (2023)
Per 10,000 present
0.3
residents + daytime workers
U.S. average
0.5
per 10,000 present
County index
0.62×
vs. U.S.
Latest year (CBP)
33
2023 — $7M annual payroll
Residents
537,404
33 ZIPs with data
Workers
239,839
jobs located in county

Is the area growing?

Population
537,443
Census PEP, July 1 2024
Change since 2020
+0.1%
+304 people
Net migration 2024
+2,693
international +2,699, domestic −6
Jobs located here
253,470
LODES 2022, −1.1% since 2019

Montgomery County had an estimated 537,443 residents on July 1, 2024 — 0.1% more than in 2020 (+304). In the latest year it gained 2,130 people: births minus deaths −571, international migration +2,699, domestic migration −6. Components are published separately and may not sum exactly.

253,470 jobs were located in the county in 2022 (−1.1% since 2019), and 229,051 employed residents lived there (−2.1% since 2019). LODES counts wage and salary jobs covered by unemployment insurance plus federal jobs; it excludes the self-employed and military, and counts jobs rather than unique people. 2019→2022 spans the pandemic, so read it as one change, not a trend.

Population and migration say whether the customer base is growing. They do not say whether people want another business of this type. Definitions and limits →  ·  Full county detail →

ZIP gaining residents
2015–19 → 2020–24
Change
45458 Dayton
+22.2%
45419 Dayton
+12.9%
ZIP losing residents
2015–19 → 2020–24
Change

No ZIP had a statistically significant decrease.

ACS 5-year estimates for 2015–2019 and 2020–2024. Only ZIPs with at least 2,000 residents in both windows and a change larger than the survey margin of error (90%) are listed — small ZIPs move a lot on paper without a real signal.

Nonemployer businesses

Not shown. Census publishes only a broader group that also includes oil-change and other auto service shops, so a car-wash-only nonemployer count is not published.

Census Nonemployer Statistics 2024 (NAICS 2022). We do not approximate this figure.

Saturation map

Each ZIP area is shaded by its density of this business type per person present (residents + workers) vs. the U.S. average. Click any ZIP to zoom to its boundary, see its numbers, and switch to aerial imagery.

Basemap:
Under 50% 50–100% 100–150% 150–250% 250%+ 0–2 (not published) / no data ZIP total (dot size)

Map data © OpenStreetMap contributors, tiles by OpenFreeMap.

White dots are ZIP totals from the official Census count — the bigger the dot, the more car washes in that ZIP.

Market trend — up 23% since 2015

Number of car washes in Montgomery County across 2015–2023, on a consistent set of ZIP codes present in every year — so changes are real, not ZIP-boundary artifacts. 2015/2018 are pre-pandemic baselines; 2020/2021 are COVID-distorted.

13
2015
12
2018
13
2020
17
2021
18
2022
16
2023

Highest measured density

ZIP
vs. U.S. average
Index
45414 Dayton
558%
45459 Dayton
209%
45424 Dayton
173%
45458 Dayton
145%

Lowest measured density

ZIP
vs. U.S. average
Index
45458 Dayton
145%
45424 Dayton
173%
45459 Dayton
209%
45414 Dayton
558%
Low measured density is not evidence of opportunity. A ZIP with few car washes may simply lack foot traffic, retail space, or demand. We rank only residential and mixed ZIPs here; employment hubs and visitor destinations are listed separately below. ZIPs where Census did not publish a count (0–2 businesses) are not ranked: they may be the least served of all, but the data cannot tell 0 from 1 or 2. Verify those locally.

Employment hubs & destinations

These ZIPs have far more workers (or visitors) than residents, so their counts are driven by daytime and visitor demand — not a place to read "shortage" from resident numbers alone.

ZIPNeighborhoodType ResidentsWorkersCar washesIndex
45402Dayton Employment hub 9,40722,596 0–2 —
45428Dayton Destination 2722,840 0–2 —
45469Dayton Destination 1686,459 0–2 —

Scroll the table sideways to see all columns.

All ZIP codes

Click a column header to sort. Index = car washes per 10,000 people present (residents + 0.5×workers) ÷ the U.S. average. 100% = exactly average.

ZIPNeighborhood ResidentsWorkersCar washes Per 10kIndexStatus
45414Dayton 21,16716,243 8 2.7 558% Very high density
45459Dayton 28,55321,194 4 1.0 209% High density
45424Dayton 50,72516,757 5 0.8 173% High density
45458Dayton 38,7127,091 3 0.7 145% Above average
45309Brookville 11,8762,426 0–2 — — Not published
45315Clayton 4,9052,871 0–2 — — Not published
45322Englewood 20,8844,025 0–2 — — Not published
45325Farmersville 2,470180 0–2 — — Not published
45327Germantown 9,3151,092 0–2 — — Not published
45342Miamisburg 36,15226,858 0–2 — — Not published
45343Miamisburg —81 0–2 — — Not published
45345New Lebanon 6,110620 0–2 — — Not published
45354Phillipsburg 55345 0–2 — — Not published
45377Vandalia 14,88812,094 0–2 — — Not published
45401Dayton —175 0–2 — — Not published
45402Dayton 9,40722,596 0–2 — — Not published
45403Dayton 13,6082,898 0–2 — — Not published
45404Dayton 9,82613,607 0–2 — — Not published
45405Dayton 18,9553,630 0–2 — — Not published
45406Dayton 19,9912,043 0–2 — — Not published
45409Dayton 15,2934,820 0–2 — — Not published
45410Dayton 14,6941,981 0–2 — — Not published
45413Dayton —59 0–2 — — Not published
45415Dayton 12,4654,015 0–2 — — Not published
45416Dayton 5,640860 0–2 — — Not published
45417Dayton 28,1866,061 0–2 — — Not published
45419Dayton 17,0082,491 0–2 — — Not published
45420Dayton 24,4117,240 0–2 — — Not published
45422Dayton —86 0–2 — — Not published
45423Dayton 0689 0–2 — — Not published
45426Dayton 14,1142,346 0–2 — — Not published
45428Dayton 2722,840 0–2 — — Not published
45429Dayton 26,34712,463 0–2 — — Not published
45430Dayton 7,3714,246 0–2 — — Not published
45439Dayton 11,91414,108 0–2 — — Not published
45440Dayton 22,3588,039 0–2 — — Not published
45448Dayton —59 0–2 — — Not published
45449Dayton 19,0665,600 0–2 — — Not published
45469Dayton 1686,459 0–2 — — Not published

Scroll the table sideways to see all columns.

Find an actual space in Miamisburg

The numbers above tell you how the market looks. To find a specific storefront, these marketplaces list available retail space for lease.

LoopNet
Largest commercial marketplace
Browse Miamisburg retail space →
Crexi
Free listings + market data
Browse Miamisburg retail space →
CityFeet
Retail space for lease
Browse Miamisburg retail space →

Open vacancy data (actual empty units) is only published by some cities; where it exists we show it directly. Listings above are third-party.

Census withholds some ZIP-by-industry cells to protect small businesses. 0–2 means the cell was not published (Census publishes industry counts only at 3+ per ZIP), so the ZIP is left unranked rather than counted as zero. ~ means the count is estimated from the broader industry group and can be off by a business or two.

Follow Montgomery County and car washes

When a data vintage changes or a section of this report is revised, we post it to a public update feed. No email address, no account, no tracking — and nothing is sent unless something actually changed.

Subscribe to updates (RSS) How these numbers are built →

Methodology & sources

Establishments. U.S. Census ZIP Code Business Patterns (ZBP 2023), NAICS 811192 — car washes. Counts establishments with paid employees. ZBP is published annually with a ~2-year lag.

Fresh county signal. This industry has no clean QCEW series, so the freshest county signal is Census County Business Patterns 2023: 33 establishments and $7M in annual payroll county-wide. This count includes locations in ZIP codes that do not map to a ZCTA, so it can be slightly higher than the sum of the ZIP rows. CBP is annual and slower than QCEW. It cannot be broken down by ZIP.

Population. U.S. Census American Community Survey 2024 5-year ZCTA population (table B01003). Workers are the ZIP's total employment from the same 2023 ZBP file.

Demand ("people present"). Demand comes from residents and daytime workers: residents + 0.5 × workers. This is the single documented assumption in the model and can be tuned.

Index. index = (ZIP establishments ÷ ZIP demand × 10,000) ÷ the U.S. average for this industry (0.49 per 10,000 present). It is a supply-side density measure; it does not capture income, rent, tourism, or whether locals actually want more.

Read the full methodology →  ·  Data sources & vintages →

BizGapMap — free, no-login small-business saturation reports for major U.S. counties. Built entirely from public U.S. Census, BLS, and IRS data (ZBP 2023, ACS 2024 5-year, PEP 2024, LODES, QCEW, IRS SOI). No forecasts, no revenue guesses — withheld cells are marked, and the few derived counts are labelled as estimates.