Groundwork

County profile · Oklahoma

Harper County, OK market data

How Harper County compares with other counties for 56 business types: competitors, household spending, official counts and growth.

Population, 2025
3,172
−2.3% since 2020
Households
1,333
Median household income
$64,053
Median home value
$99,200
Jobs located here
877
Market scores
Not scored
Counties under 10,000 people aren’t given a market score, since a few businesses can swing their figures.

A site report maps the competitors on map listings around any address in Harper County by name and distance, and the households and spending within reach. Or open the report at the center of Harper County. Signed out, you see a blurred preview; on an account, each report is one action.

Free10 actions over 3 days, no card

Survey estimates 2020–2024 · population estimates 2025 · official business counts 2023 · map listings September 2026 · Data credits · How we measure

What this means

Harper County has an estimated 3,172 people and 1,333 households. Population estimates show Harper County declined 2.3% from 2020 to 2025, against +3.1% for the U.S. Median household income in Harper County is $64,053, 21% below the U.S. median of $80,734.

Relative to the U.S., household spending in Harper County runs highest on vehicle insurance (an index of 156, where 100 is the U.S. average) and lowest on memberships, classes and admissions (59).

Counties under 10,000 people aren’t given a market score, since a few businesses can swing their figures.

Against the U.S., map listings per household run highest for restaurants and cafes (23% above the U.S. rate) and lowest for sit-down restaurants (22% above the U.S. rate).

All 56 business types in Harper County

Counties under 10,000 people aren’t given a market score, since a few businesses can swing their figures. Spending per listing divides a whole spending line (all vehicle repairs, all eating out) by one type’s listings: the demand for each competitor, not a business’s revenue. Compare it across markets with its index, where 100 is the U.S. figure for the same type; the real estate types, whose line is all housing costs, show the index only. How the score works.

Every business type in Harper County, OK, listings, listings per 10,000 households, spending per listing and official establishments
Business typeListingsPer 10k householdsSpending per listingSpending per listing vs. U.S. (100)Official establishments
Restaurants and cafes18135.0$248K674
Sit-down restaurants1075.0$446K67Under 3
Auto repair and car care752.5$208K786
Gas stations645.0$796K335
Auto repair shops537.5$292K664
Coffee shops and cafes430.0$1.1M30Under 3
Grocery and convenience stores430.0$1.9M56Under 3
Hair salons322.5$358K83Under 3
Insurance agencies322.5$1.4M1084
Real estate322.5Index only143Under 3
Salons, barbers and spas322.5$358K168Under 3
Child care and preschools215.0$247KToo fewUnder 3
Convenience stores215.0$3.8MToo fewUnder 3
Doctors, dentists and clinics215.0$659KToo fewUnder 3
Funeral homes215.0$109KToo fewUnder 3
Grocery stores215.0$3.8MToo fewUnder 3
Home repair trades215.0$1.7MToo fewUnder 3
Real estate agents and brokers215.0Index onlyToo fewUnder 3
Bakeries and dessert shops17.5$4.5MToo fewUnder 3
Dentists and orthodontists17.5$1.3MToo fewUnder 3
Electricians17.5$3.5MToo fewUnder 3
Fast food and sandwich shops17.5$4.5MToo fewUnder 3
Gyms, studios and classes17.5$772KToo fewUnder 3
HVAC and plumbing17.5$3.5MToo fewUnder 3
Martial arts and dance studios17.5$772KToo fewUnder 3
Pet businesses17.5$1.1MToo fewUnder 3
Pizza17.5$4.5MToo fewUnder 3
Primary care and pediatrics17.5$1.3MToo fewUnder 3
Property management17.5Index onlyToo fewUnder 3
Veterinarians17.5$1.1MToo fewUnder 3
Barbershops00.0None listedNone listedUnder 3
Car washes and detailing00.0None listedNone listedUnder 3
Chiropractors00.0None listedNone listedUnder 3
Clothing and shoe stores00.0None listedNone listedUnder 3
Clothing, shoes and laundry00.0None listedNone listedUnder 3
Collision repair and body shops00.0None listedNone listedUnder 3
Dry cleaners00.0None listedNone listedUnder 3
Gyms00.0None listedNone listedUnder 3
Home inspectors00.0None listedNone listedUnder 3
House cleaning00.0None listedNone listedUnder 3
Landscaping and lawn care00.0None listedNone listedUnder 3
Laundromats00.0None listedNone listedUnder 3
Lawn, cleaning and pest control00.0None listedNone listedUnder 3
Mortgage brokers and lenders00.0None listedNone listedUnder 3
Nail salons00.0None listedNone listedUnder 3
Oil change and quick lube00.0None listedNone listedUnder 3
Optometrists and eye care00.0None listedNone listedUnder 3
Pest control00.0None listedNone listedUnder 3
Pet grooming and boarding00.0None listedNone listedUnder 3
Pet stores00.0None listedNone listedUnder 3
Physical therapy00.0None listedNone listedUnder 3
Roofing and gutters00.0None listedNone listedUnder 3
Spas and skin care00.0None listedNone listedUnder 3
Tire shops00.0None listedNone listedUnder 3
Urgent care and walk-in clinics00.0None listedNone listedUnder 3
Yoga, Pilates and fitness studios00.0None listedNone listedUnder 3

Household spending in Harper County

What households here spend in a year on each line, in total and per household, with the index against the U.S. average (100).

Annual household spending in Harper County, OK by line, per household, and against the U.S.
Spending lineA year, all householdsPer householdIndex vs. U.S. (100)
Vehicle maintenance and repairs$1.5M$1,094114
Gasoline and other fuels$4.8M$3,581138
Food away from home$4.5M$3,34682
Groceries$7.6M$5,66990
Personal care products and services$1.1M$80780
Child care and other personal services$495K$37164
Memberships, classes and admissions$772K$57959
Medical and dental services$1.3M$98977
Pets$1.1M$79187
Clothing, shoes and related services$2.3M$1,69182
Vehicle insurance$4.1M$3,045156
Home repairs, maintenance and insurance$3.5M$2,60386
Lawn care, cleaning and other household services$1.8M$1,33594
Rent and homeowner costs$18.6M$13,95884

Household spending is estimated from the incomes of the households in each neighborhood, using what households at each income spent nationally in 2024, adjusted for the region. It counts what residents spend, wherever they spend it.

Population and households in Harper County

Population, 2025 estimate
3,172−2.3% since 2020
Households
1,333
Median age
41.4
Homes lived in by their owners
84%
Vehicles per household
2.3
Land area
1,039 sq. mi.
People per square mile
3
Median household income
$64,053
Average household income
$76,094
Median home value
$99,200
Jobs located here
877
Daytime population
2,589Residents who don’t work, plus everyone whose job is here

Looking at a specific site in Harper County?

These figures cover the whole county. A site report draws rings around one address and counts what’s inside them: households, spending, jobs, and the competitors on map listings by name and distance, for any of the 56 business types.

Or open the report at the center of Harper County. Signed out, you see a blurred preview; on an account, each report is one action.

Free10 actions over 3 days, no card

Questions

How fast is Harper County, OK growing?

Population estimates put Harper County at 3,172 people in 2025, down 2.3% since 2020, against +3.1% for the U.S. It has 1,333 households.

How much do households in Harper County, OK spend?

Households in Harper County spend about $18.6M a year on rent and homeowner costs, $7.6M on groceries and $4.8M on gasoline and other fuels. Set against the U.S., households in Harper County spend the most on vehicle insurance (an index of 156, where 100 is the U.S. average) and the least on memberships, classes and admissions (59).

Which business types have the highest market scores in Harper County, OK?

The score leaves out counties under 10,000 people, where a handful of businesses would swing it.

How does Harper County, OK compare with the U.S.?

The median household income in Harper County is $64,053 a year, 21% below the U.S. median of $80,734. The population fell 2.3% from 2020 to 2025, against +3.1% for the U.S. The median home value is $99,200, against $332,700 for the U.S. For its number of households, Harper County has the most map listings, relative to the U.S., for restaurants and cafes (23% above the U.S. rate) and the fewest for sit-down restaurants (22% above the U.S. rate).

What is the Groundwork market score?

The Groundwork market score runs from 0 to 100 and compares a market with others of its kind for one business type: states with states, metro areas with metro areas, small-town markets and counties with their own. It weighs household spending per competitor (35%), households per business with payroll (25%), population growth (20%) and spending power (20%), each ranked against those peers. A higher score means that, taken together, the market has more household spending and more households for each business already there, faster population growth and more spending per household than similar markets. It describes a market, not any one site or deal. Markets with fewer than 5 map listings of the type, and counties under 10,000 people, aren’t scored, since a few businesses can swing their figures.

How can I see the market around a specific site?

Run a Groundwork site report on an address in Harper County. It maps the competitors on map listings near the site and sizes the households and spending within the distance you choose. New accounts get 10 actions over 3 days, no card.

All markets in Oklahoma · Every U.S. market · How we measure

Screening a site or an acquisition in Harper County?

A site report maps the competitors on map listings near an address and sizes the households and spending around it.

The button opens the report at the center of Harper County. Signed out, you see a blurred preview; on an account, each report is one action.

This product uses the Census Bureau Data API but is not endorsed or certified by the Census Bureau.

Figures are estimates for research only. Not investment or real estate advice.