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How Crowded Is Your Business Type? Establishments per 100,000 People for 14 Common Businesses

There are 77 full-service restaurants and 24 coffee shops for every 100,000 Americans, but only 7 pet groomers and 3.5 food trucks. Here is the saturation benchmark for 14 common businesses, how to compare your county against it, and why the count is only half the answer.

By Neur Research·Published October 8, 2026· 4 min read
How Crowded Is Your Business Type? Establishments per 100,000 People for 14 Common Businesses

Key takeaways

  • 1The US has 77 full-service restaurants and 24 coffee shops per 100,000 residents, but 7 pet groomers and 3.5 food trucks.
  • 2Compare your county to your state: below 0.65× is underserved, above 1.35× is crowded.
  • 3The count ignores daytime workers, incumbent quality and price band. It is a screen, not a verdict.
In this article
  1. The benchmark
  2. How to compare your county
  3. Why the count is only half the answer
  4. The NAICS codes

"Is my city saturated?" is the second question every new owner asks, right after "would this work here?" The answer has a number, and the number is public. It comes from the Census Bureau's County Business Patterns, which counts every establishment with paid employees by industry code and county.

Divide the count by the population, multiply by 100,000, and you have a density you can compare across places. Here is that number for the fourteen businesses first-time owners open most, for the United States as a whole, using 2022 County Business Patterns and the 2022 population of 333.3 million.

The benchmark

Business typeEstablishments per 100,000 residentsResidents per establishmentEmployees per establishment
Quick-service restaurants79.61,25717.8
Full-service restaurants77.21,29520.2
Landscaping services35.12,8466.6
Auto repair shops25.23,9634.6
Hair and beauty salons24.94,0174.7
Child day care24.04,16012.1
Coffee shops and cafés23.74,22711.1
Cleaning and janitorial20.24,95315.9
Gyms and fitness studios12.28,17215.9
Bars and taverns12.18,27910.0
Nail salons10.19,8604.3
Pet care and grooming7.313,7346.5
Dry cleaning and laundry4.920,3305.7
Food trucks and mobile food3.528,7043.2

Read the middle column as "how many people each business has to itself." A restaurant shares its 1,300 residents with every other restaurant's 1,300; a pet groomer has nearly 14,000 to draw from. That gap is the reason the pet business is the cheapest-to-start growth story in our ranking of the same fourteen types.

How to compare your county

The national number is only the yardstick. The decision is local, and it is a ratio of ratios:

  1. 1Find your county's establishment count for the NAICS code in County Business Patterns. The code for coffee shops is 722515; the full list is at the bottom of this article.
  2. 2Divide by the county population and multiply by 100,000.
  3. 3Divide the result by the same figure for your state.

Below about 0.65 times the state rate, the county is underserved for that business. Above about 1.35, it is crowded. Between the two it is ordinary, and the decision comes down to the specific corner.

Those are the thresholds the free Neur saturation check uses. Type a business and a city and it runs the three steps for you, against the state and the country, from the same Census tables.

Why the count is only half the answer

A ratio of establishments to residents assumes residents are the customers. For a lot of businesses they are not.

  • •Daytime population. A downtown county can show 60 coffee shops per 100,000 residents and still be underserved at 8 a.m., because 300,000 workers commute in and none of them are counted in the denominator. Census LODES data counts jobs by block; a Neur report uses it to put workers on the map next to residents.
  • •Quality of the incumbents. Twelve salons with 3.2-star averages and a wall of complaints about scheduling is not a saturated market; it is an opening. Our scoring treats the presence of competitors as proof of demand and takes points off only for real saturation per resident or for a wall of highly rated incumbents.
  • •Price band. Thirty restaurants in a county may include zero at the $40 ticket that the household incomes there would support. Count the competitors in your price band, not the category.
  • •Growth. A crowded county that is adding 4% jobs a year in your business type is absorbing new entrants. A quiet county that is shrinking is not. The state rankings carry the trend by state; the report carries it by county.

The NAICS codes

For anyone who wants to pull the numbers directly from the Census API: coffee shops 722515, full-service restaurants 722511, quick-service restaurants 722513, bars 722410, food trucks 722330, gyms 713940, hair salons 812112, nail salons 812113, child day care 624410, auto repair 811111, pet care 812910, landscaping 561730, cleaning 561720, dry cleaning and laundry 812320.

Run a Neur report when you want the full version: competitors on the map with ratings and price levels, residents and daytime workers within a drive, the county trend, and a score that weighs all of it.

Quick answers

What is a saturation ratio?
The number of establishments of one type per 100,000 residents in an area, compared with the same ratio for a larger area such as the state or the country. A county at 1.5 times the state rate is crowded for that business; a county at 0.6 times is underserved, provided demand is there.
How many coffee shops per 100,000 people is too many?
The national figure is about 24. Dense urban counties run far higher and can still support more because of daytime workers and foot traffic. The useful comparison is your county against your state; above about 1.35 times the state rate, the free saturation check calls the market crowded.
Where does the data come from?
U.S. Census Bureau County Business Patterns 2022, which counts establishments with paid employees by NAICS code and county, and the 2022 American Community Survey population. Both are free. The Neur saturation tool runs the comparison for your county in a few seconds.

Sources and method

U.S. Census Bureau, County Business Patterns 2022 (establishments, employment and annual payroll by NAICS 2017 code, United States). U.S. Census Bureau, American Community Survey 2022 1-year, total population. Checked October 8, 2026.

Researched and drafted with AI assistance from the public data above, then reviewed by Neur before publishing. Figures carry the date they were checked; the update date changes when a figure is corrected. How Neur Research works. Informational only; not business, legal or financial advice.