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Erie County, NY — Physical therapy Saturation

How many physical therapy 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. 73 ZIP codes analyzed.

Includes: Physical therapy clinics · Occupational therapy offices · Speech therapy offices · Audiology offices. Counted together because official statistics use one 621340 code.

Measured density: Range spans bands — 0.69× the U.S. rate (between 0.69× and 1.38× 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. 58 ZIP cells in this county are withheld, 51 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   Erie County physical therapy — 69–138% of the U.S. rate

103 physical therapy are counted in Erie County — 0.9 per 10,000 people present (residents + daytime workers), 69% of the U.S. rate of 1.3.

On the comparable ZIP set (ZIPs with a published count in every year), the total has risen 59% between 2015 and 2023 (54 → 86). 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 14075 (Hamburg), 14051 (East Amherst), 14221 (Buffalo) — well above the national rate. On measured density alone, the lowest-density residential ZIPs with a published count are 14043 (Depew), 14150 (Tonawanda), 14216 (Buffalo).

Census County Business Patterns (2023) puts the county-wide count at 124 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: Erie County sits at 69% of the U.S. rate for physical therapy. 51 ZIPs with population have no published count (each 0–2 businesses), so the true per-capita rate is between 69% and 138% of the U.S. rate. Why. The highest measured density is in 14075 and 14051; the lowest measured density is in 14043 and 14150.

This is a supply-side read: it counts existing physical therapy 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.

Physical therapy
103–219
published count; upper bound counts each withheld ZIP cell as 2 (58 cells) (2023)
Per 10,000 present
0.9
residents + daytime workers
U.S. average
1.3
per 10,000 present
County index
0.69×
vs. U.S.
Latest year (CBP)
124
2023 — $73M annual payroll
Residents
948,221
66 ZIPs with data
Workers
414,184
jobs located in county

Is the area growing?

Population
950,602
Census PEP, July 1 2024
Change since 2020
−0.2%
−1,751 people
Net migration 2024
+2,757
international +5,371, domestic −2,614
Jobs located here
475,018
LODES 2022, −3.6% since 2019

Erie County had an estimated 950,602 residents on July 1, 2024 — 0.2% fewer than in 2020 (−1,751). In the latest year it gained 2,216 people: births minus deaths −568, international migration +5,371, domestic migration −2,614. Components are published separately and may not sum exactly.

475,018 jobs were located in the county in 2022 (−3.6% since 2019), and 429,001 employed residents lived there (−3.3% 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
14212 Buffalo
+24.1%
14228 Buffalo
+16.1%
14086 Lancaster
+9.4%
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 (no paid employees)

Nonemployer businesses
211
no paid employees (2024)
Receipts
$9.2M
published gross receipts
Receipts per business
$43K
gross, not profit

Census Nonemployer Statistics counts businesses with no paid employees — a separate universe from the employer establishments counted above; a business is in one or the other, never both. They are not storefronts by definition: many are home-based, mobile, or part-time.

We show them beside the density index, not inside it. In categories such as nail and beauty salons, child care, and pet care, one-person businesses can outnumber employer establishments, so the employer-only count understates how many businesses exist. That is not evidence of higher demand.

Receipts are gross revenue reported for these businesses — not profit, and not the size of the local market. Census publishes this only at county level, so it is not shown on the ZIP map. See methodology.

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. Individual mapped shops appear as dots at street level — Show locations zooms you in to them (scroll or double-click to zoom).

Basemap:
Under 50% 50–100% 100–150% 150–250% 250%+ 0–2 (not published) / no data ZIP total (dot size) Mapped shop (OpenStreetMap, street level)

Map data © OpenStreetMap contributors, tiles by OpenFreeMap.

White dots are ZIP totals from the official Census count — the bigger the dot, the more physical therapy in that ZIP. They are aggregated, not individual shops. Turquoise dots are individual locations mapped in OpenStreetMap, shown only at street level; they are crowd-sourced and indicative, may be incomplete, and do not equal the official counts. Only the official ZIP totals feed the saturation index.

Market trend — up 59% since 2015

Number of physical therapy in Erie 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.

54
2015
65
2018
70
2020
75
2021
89
2022
86
2023

Highest measured density

ZIP
vs. U.S. average
Index
14075 Hamburg
219%
14051 East Amherst
217%
14221 Buffalo
207%
14217 Buffalo
180%
14224 Buffalo
179%
14127 Orchard Park
177%
14072 Grand Island
157%
14227 Buffalo
128%
14226 Buffalo
106%
14052 East Aurora
106%
14228 Buffalo
94%
14214 Buffalo
92%
14216 Buffalo
91%
14150 Tonawanda
90%
14043 Depew
75%

Lowest measured density

ZIP
vs. U.S. average
Index
14043 Depew
75%
14150 Tonawanda
90%
14216 Buffalo
91%
14214 Buffalo
92%
14228 Buffalo
94%
14052 East Aurora
106%
14226 Buffalo
106%
14227 Buffalo
128%
14072 Grand Island
157%
14127 Orchard Park
177%
14224 Buffalo
179%
14217 Buffalo
180%
14221 Buffalo
207%
14051 East Amherst
217%
14075 Hamburg
219%
Low measured density is not evidence of opportunity. A ZIP with few physical therapy 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 ResidentsWorkersPhysical therapyIndex
14134Sardinia Employment hub 32154 0–2 —
14202Buffalo Employment hub 3,86221,925 0–2 —
14203Buffalo Employment hub 2,42424,197 0–2 —
14260Buffalo Employment hub 9242,400 0–2 —

Scroll the table sideways to see all columns.

All ZIP codes

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

ZIPNeighborhood ResidentsWorkersPhysical therapy Per 10kIndexStatus
14075Hamburg 44,52010,368 14 2.8 219% High density
14051East Amherst 19,7393,441 6 2.8 217% High density
14221Buffalo 55,25546,958 21 2.7 207% High density
14217Buffalo 22,4716,869 6 2.3 180% High density
14224Buffalo 41,21913,381 11 2.3 179% High density
14127Orchard Park 31,54315,809 9 2.3 177% High density
14072Grand Island 21,4886,653 5 2.0 157% High density
14227Buffalo 20,6217,177 4 1.7 128% Above average
14226Buffalo 29,15914,884 5 1.4 106% Above average
14052East Aurora 17,5149,140 3 1.4 106% Above average
14228Buffalo 25,35015,784 4 1.2 94% Below average
14214Buffalo 21,3148,133 3 1.2 92% Below average
14216Buffalo 22,8495,522 3 1.2 91% Below average
14150Tonawanda 41,26021,679 6 1.2 90% Below average
14043Depew 25,09811,786 3 1.0 75% Below average
14001Akron 8,9372,610 0–2 — — Not published
14004Alden 11,3961,898 0–2 — — Not published
14006Angola 9,260949 0–2 — — Not published
14010Athol Springs —98 0–2 — — Not published
14025Boston 3,243257 0–2 — — Not published
14026Bowmansville 617496 0–2 — — Not published
14027Brant 142152 0–2 — — Not published
14030Chaffee 2,067573 0–2 — — Not published
14031Clarence 9,8855,061 0–2 — — Not published
14032Clarence Center 10,2221,329 0–2 — — Not published
14033Colden 1,539202 0–2 — — Not published
14034Collins 2,086267 0–2 — — Not published
14035Collins Center 1522 0–2 — — Not published
14047Derby 6,0131,089 0–2 — — Not published
14055East Concord 1,41856 0–2 — — Not published
14057Eden 7,972842 0–2 — — Not published
14059Elma 9,1383,753 0–2 — — Not published
14061Farnham 9333 0–2 — — Not published
14068Getzville 8,63612,031 0–2 — — Not published
14069Glenwood 443255 0–2 — — Not published
14080Holland 4,444627 0–2 — — Not published
14085Lake View 8,531327 0–2 — — Not published
14086Lancaster 35,63511,976 0–2 — — Not published
14091Lawtons 1,31622 0–2 — — Not published
14102Marilla 1,85650 0–2 — — Not published
14110North Boston —77 0–2 — — Not published
14111North Collins 3,186641 0–2 — — Not published
14134Sardinia 32154 0–2 — — Not published
14139South Wales 2,113249 0–2 — — Not published
14141Springville 7,6033,046 0–2 — — Not published
14151Tonawanda —115 0–2 — — Not published
14169Wales Center 7777 0–2 — — Not published
14170West Falls 2,292296 0–2 — — Not published
14201Buffalo 12,3694,039 0–2 — — Not published
14202Buffalo 3,86221,925 0–2 — — Not published
14203Buffalo 2,42424,197 0–2 — — Not published
14204Buffalo 7,9324,580 0–2 — — Not published
14205Buffalo —108 0–2 — — Not published
14206Buffalo 21,6318,431 0–2 — — Not published
14207Buffalo 26,3279,331 0–2 — — Not published
14208Buffalo 12,5721,988 0–2 — — Not published
14209Buffalo 8,3135,573 0–2 — — Not published
14210Buffalo 15,56312,568 0–2 — — Not published
14211Buffalo 24,6633,621 0–2 — — Not published
14212Buffalo 13,2992,550 0–2 — — Not published
14213Buffalo 24,1073,563 0–2 — — Not published
14215Buffalo 42,5249,465 0–2 — — Not published
14218Buffalo 20,3124,329 0–2 — — Not published
14219Buffalo 10,6527,159 0–2 — — Not published
14220Buffalo 24,4287,962 0–2 — — Not published
14222Buffalo 15,3113,481 0–2 — — Not published
14223Buffalo 22,6112,922 0–2 — — Not published
14225Buffalo 33,62026,107 0–2 — — Not published
14231Buffalo —235 0–2 — — Not published
14240Buffalo —1,358 0–2 — — Not published
14260Buffalo 9242,400 0–2 — — Not published
14261Buffalo 5,0331,089 0–2 — — Not published
14263Buffalo —1,095 0–2 — — Not published

Scroll the table sideways to see all columns.

Find an actual space in Buffalo

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 Buffalo retail space →
Crexi
Free listings + market data
Browse Buffalo retail space →
CityFeet
Retail space for lease
Browse Buffalo 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 Erie County and physical therapy

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 621340 — offices of physical, occupational and speech therapists, and audiologists. 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: 124 establishments and $73M 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 (1.29 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.