Smarfle Research

Small Business Statistics & Research

Original data studies on local service businesses, from the team behind Smarfle. Real numbers, clear methodology, and interactive tools you can use and cite.

Research by Ihor Lavrenenko, Founder of Smarfle.

2.4M+

businesses analyzed

51

states + DC

13

data studies

Free

to cite (CC BY 4.0)

Reviews & Reputation

Google Review Benchmarks for Local Service Businesses

Key finding

7,400+ businesses analyzed across 15 industries and 25 cities

How many Google reviews do you need to compete? We analyzed 7,400+ local service businesses across 15 industries and 25 U.S. cities to find out.

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Industry & Market Data

Best States for Home Service Businesses

Key finding

All 50 states + DC ranked by home-service business density

2.3M home service businesses, and 83% are solo operators. All 50 states ranked by count and density per capita. Census data.

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Industry & Market Data

Landscaping Business Statistics by State

Key finding

630,000+ U.S. landscaping businesses ranked across all 50 states

634,000 landscaping businesses in the U.S., 81% of them solo. All 50 states ranked by count, density, jobs, and pay. Census data.

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Industry & Market Data

Pest Control Business Statistics by State

Key finding

32,000+ U.S. pest control businesses, jobs, and pay ranked by state

32,672 pest control businesses and $53,466 average pay. All 50 states ranked by count, density, jobs, and pay. Census data.

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Industry & Market Data

Electrician Business Statistics by State

Key finding

243,000+ U.S. electrical businesses, 1M+ jobs, and pay ranked by state

243,035 electrical contractors and over 1M jobs. All 50 states ranked by count, density, employment, and pay. Census data.

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Industry & Market Data

Cleaning Business Statistics by State

Key finding

1.1M+ U.S. cleaning businesses (94% solo) ranked by state

1.16M cleaning businesses in the U.S., and 94% are solo. All 50 states ranked by count, density, jobs, and pay. Census data.

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Industry & Market Data

Home Service Trades Compared

Key finding

6 trades compared on pay, size, and solo share (electrical pays most)

Which trade pays most, and which is most crowded? Six home-service trades compared on pay, business count, jobs, and solo share. Census data.

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Industry & Market Data

Business Formation Statistics by State

Key finding

6M+ new business applications a year, ranked across all 50 states

6.0M new business applications a year. All 50 states ranked by filings, per-capita density, and growth, from Census data. Free to cite.

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Industry & Market Data

Home-Service Demand by State

Key finding

1M+ housing permits a year + home-price growth, ranked by state

Where is home-service demand growing fastest? All 50 states ranked by building permits per capita and home-price growth. Federal data.

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Industry & Market Data

Fastest-Growing Trades Through 2034

Key finding

18 trades ranked by projected growth, openings, and pay (solar leads at +42%)

Solar installers grow 42% by 2034, the fastest of any trade. 18 trades ranked by projected growth, job openings, and pay. BLS data.

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Industry & Market Data

Plumber Salary by State

Key finding

Plumbers earn a $63,800 median; pay ranked across all 50 states

Plumbers earn a $63,800 median nationally. All 50 states ranked by pay, pay adjusted for cost of living, and jobs. BLS data.

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Industry & Market Data

HVAC Technician Salary by State

Key finding

HVAC techs earn a $61,010 median; pay ranked across all 50 states

HVAC techs earn a $61,010 median nationally. All 50 states ranked by pay, pay adjusted for cost of living, and jobs. BLS data.

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Industry & Market Data

Roofer Salary by State

Key finding

Roofers earn a $55,440 median; pay ranked across all 50 states

How much do roofers make? Median and cost-of-living-adjusted pay plus employment for roofers in all 50 states, from U.S. Bureau of Labor Statistics data.

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For journalists & researchers

Every study is free to use and cite with attribution (Creative Commons BY 4.0). Each one ships with the raw data and an embeddable chart so you can drop the numbers straight into your article or report.

Download the data

Every study has a one-click CSV export with the full state-by-state dataset.

Embed the map

Each by-state study has an “Embed this map” button with a copy-paste snippet for your site.

Custom data requests

Need a specific cut or an interview? Email Ihor.

How we research

Every figure comes from a citable public dataset, never an estimate or a guess. Our primary sources are the U.S. Census Bureau (County Business Patterns, Nonemployer Statistics, American Community Survey) for business counts, employment, and population, and the U.S. Bureau of Economic Analysis for cost-of-living adjustments. Our Google review benchmarks use first-party data collected from Google Maps. Each study lists its exact sources, methodology, and caveats.

Data vintage: 2023–2024 (latest available). Last updated June 2026.

More studies publishing regularly. Have a data question about local service businesses? Email Ihor.