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Dauphin County, PA — Fast food Saturation

How many fast food 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. 29 ZIP codes analyzed.

Includes: Fast food · Quick-service restaurants · Takeout & delivery counters · Pizza delivery · Sandwich & burger chains. Counted together because official statistics use one 722513 code.

Measured density: Range spans bands — 0.99× the U.S. rate (between 0.99× and 1.07× 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. 14 ZIP cells in this county are withheld, 10 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

In line with the U.S. rate   Dauphin County fast food — 99–107% of the U.S. rate

239 fast food are counted in Dauphin County — 6.6 per 10,000 people present (residents + daytime workers), 99% of the U.S. rate of 6.7.

On the comparable ZIP set (ZIPs with a published count in every year), the total has risen 17% between 2015 and 2023 (205 → 239). 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 17111 (Harrisburg), 17032 (Halifax), 17036 (Hummelstown) — well above the national rate. On measured density alone, the lowest-density residential ZIPs with a published count are 17113 (Harrisburg), 17061 (Millersburg), 17057 (Middletown).

BLS QCEW puts the latest county-wide count (2026 Q1) at 255 establishments, the freshest available signal.

Measured density: Dauphin County sits at 99% of the U.S. rate for fast food. 10 ZIPs with population have no published count (each 0–2 businesses), so the true per-capita rate is between 99% and 107% of the U.S. rate. Why. The highest measured density is in 17111 and 17032; the lowest measured density is in 17113 and 17061.

This is a supply-side read: it counts existing fast food 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.

Fast food
239–267
published count; upper bound counts each withheld ZIP cell as 2 (14 cells) (2023)
Per 10,000 present
6.6
residents + daytime workers
U.S. average
6.7
per 10,000 present
County index
0.99×
vs. U.S.
Latest quarter (QCEW)
255
2026 Q1 — county total
Residents
285,266
25 ZIPs with data
Workers
155,968
jobs located in county

Is the area growing?

Population
293,029
Census PEP, July 1 2024
Change since 2020
+2.2%
+6,312 people
Net migration 2024
+1,866
international +2,452, domestic −586
Jobs located here
196,048
LODES 2022, +1.3% since 2019

Dauphin County had an estimated 293,029 residents on July 1, 2024 — 2.2% more than in 2020 (+6,312). In the latest year it gained 2,143 people: births minus deaths +270, international migration +2,452, domestic migration −586. Components are published separately and may not sum exactly.

196,048 jobs were located in the county in 2022 (+1.3% since 2019), and 133,356 employed residents lived there (−0.1% 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
17111 Harrisburg
+12.6%
17110 Harrisburg
+10.6%
ZIP losing residents
2015–19 → 2020–24
Change
17061 Millersburg
−4.8%

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
81
no paid employees (2024)
Receipts
$4.5M
published gross receipts
Receipts per business
$56K
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 fast food 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 17% since 2015

Number of fast food in Dauphin 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.

205
2015
222
2018
222
2020
221
2021
229
2022
239
2023

Highest measured density

ZIP
vs. U.S. average
Index
17111 Harrisburg
144%
17032 Halifax
129%
17036 Hummelstown
119%
17109 Harrisburg
112%
17102 Harrisburg
107%
17110 Harrisburg
95%
17112 Harrisburg
92%
17104 Harrisburg
83%
17033 Hershey
80%
17103 Harrisburg
75%
17057 Middletown
63%
17061 Millersburg
54%
17113 Harrisburg
36%

Lowest measured density

ZIP
vs. U.S. average
Index
17113 Harrisburg
36%
17061 Millersburg
54%
17057 Middletown
63%
17103 Harrisburg
75%
17033 Hershey
80%
17104 Harrisburg
83%
17112 Harrisburg
92%
17110 Harrisburg
95%
17102 Harrisburg
107%
17109 Harrisburg
112%
17036 Hummelstown
119%
17032 Halifax
129%
17111 Harrisburg
144%
Low measured density is not evidence of opportunity. A ZIP with few fast food 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 ResidentsWorkersFast foodIndex
17101Harrisburg Employment hub 2,72211,962 18 310%

Scroll the table sideways to see all columns.

All ZIP codes

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

ZIPNeighborhood ResidentsWorkersFast food Per 10kIndexStatus
17101Harrisburg 2,72211,962 18 20.7 310% Very high density
17023Elizabethville 3,4891,269 8 19.4 291% Very high density
17111Harrisburg 36,74421,981 46 9.6 144% Above average
17032Halifax 7,5511,179 7 8.6 129% Above average
17036Hummelstown 23,5205,964 21 7.9 119% Above average
17109Harrisburg 27,46612,159 25 7.5 112% Above average
17102Harrisburg 8,1183,313 7 7.2 107% Above average
17110Harrisburg 27,36424,019 25 6.3 95% Below average
17112Harrisburg 38,50214,593 28 6.1 92% Below average
17104Harrisburg 18,5416,452 12 5.5 83% Below average
17033Hershey 16,48127,365 16 5.3 80% Below average
17103Harrisburg 13,1151,579 7 5.0 75% Below average
17057Middletown 23,56015,194 13 4.2 63% Below average
17061Millersburg 6,8422,873 3 3.6 54% Below average
17113Harrisburg 11,7241,518 3 2.4 36% Far below average
17005Berrysburg 28929 0–2 — — Not published
17018Dauphin 3,902260 0–2 — — Not published
17028Grantville 3,5632,178 0–2 — — Not published
17030Gratz 541836 0–2 — — Not published
17034Highspire 3,071412 0–2 — — Not published
17048Lykens 3,870434 0–2 — — Not published
17080Pillow 26412 0–2 — — Not published
17097Wiconisco 72112 0–2 — — Not published
17098Williamstown 2,618244 0–2 — — Not published
17105Harrisburg —682 0–2 — — Not published
17106Harrisburg —160 0–2 — — Not published
17108Harrisburg —296 0–2 — — Not published
17120Harrisburg 0149 0–2 — — Not published
17978Spring Glen 688131 0–2 — — Not published

Scroll the table sideways to see all columns.

Find an actual space in Hershey

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 Hershey retail space →
Crexi
Free listings + market data
Browse Hershey retail space →
CityFeet
Retail space for lease
Browse Hershey 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 Dauphin County and fast food

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 722513 — limited-service restaurants. Counts establishments with paid employees. ZBP is published annually with a ~2-year lag.

Fresh county signal. BLS QCEW (quarterly) is newer than ZBP — 2026 Q1 shows 255 establishments county-wide for this industry. 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 (6.67 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.