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Census, CDC, and BLS data

Reality-check your dating standards with real data.

Set your preferences and see the true share of the population that matches. No sign-up, no tracking, just the numbers behind the male and female delusion debate.

  • Free forever
  • Private by design
  • No account needed

Sample result

Woman seeking a man, 27 to 37, six feet or taller, 100k income, degree, single, fit

143,570

US matches

1 in 894

Rarity

5.4/10

Delusion

Selective standards

Run your own numbers

Every filter is backed by a real dataset

The calculator does not guess. Each preference maps to a published distribution, and the filters combine with a documented correlation adjustment.

Height percentiles

CDC NHANES distributions by gender, tuned so about 15 percent of men reach six feet.

Income reality

Census CPS and BLS earnings curves for every threshold up to 1M dollars and beyond.

Education levels

Census ACS attainment shares, from high school through graduate degrees.

Availability

Age and gender specific married-versus-single rates as a real availability proxy.

Body composition

CDC obesity prevalence so a no-obesity filter reflects the actual population.

Ethnicity, OR logic

Selecting more groups widens your pool instead of shrinking it, using ACS shares.

How it works

Three steps, about a minute, no account.

  1. 1

    Set your standards

    Three quick steps: your stats, your preferences, and your lifestyle filters.

  2. 2

    We run the data

    Each filter is matched against the real US distribution and combined with a correlation adjustment.

  3. 3

    Get your reality check

    See the matching pool, a 1-in-X rarity, your delusion score, and the filter costing you the most.

See it before you try it

Three example searches, scored by the same engine your answers run through. Notice how fast the pool shrinks once a second filter stacks on the first.

Grounded standards

Single, non-obese, ages 25 to 45

Rarity

1 in 9

Score

2.4/10

Six-figure filter

6'0"+, earns $100k+, single, ages 27 to 40

Rarity

1 in 476

Score

5.0/10

The full wishlist

6'2"+, $150k+, degree, single, fit, ages 28 to 36

Rarity

1 in 8,411

Score

6.9/10

What your delusion score means

The score rates how statistically rare your combined standards are, from 1 (matches a large share of people) to 10 (a vanishingly small pool). Here is how to read it.

1 to 3

Grounded

Your preferences match a wide slice of the dating pool. Options are plentiful.

4 to 5

Selective

Reasonable filters that still leave a healthy pool. One tweak spot to watch.

6 to 7

Demanding

Several filters are compounding. The pool is now a small fraction of a percent.

8 to 10

Improbable

The exact mix you want is statistically rare. Relaxing one filter helps the most.

Use cases

Who uses a dating standards calculator

It started as a way to settle the male and female delusion debate. People use it for a lot more than that.

Reality-check a wishlist

Turn a long list of must-haves into one honest pool size, then decide what actually matters.

Settle a debate

Friends arguing about standards can run the exact filters and compare scores side by side.

Coach and dating writers

A concrete, data-backed prop for articles, videos, and sessions about realistic expectations.

Curious statisticians

See how independent probabilities multiply and where correlation adjustments change the answer.

Compare markets

Read how the picture shifts across the US, UK, Canada, Australia, and Germany.

Anyone before a first date

A quick gut check on whether the bar is set where you thought it was.

What this tool actually does

The dating standards calculator turns a list of preferences into a single, honest number: the share of people who meet all of them at once. Most standards sound reasonable one at a time. A certain height, a comfortable income, an age range, a preference for single and healthy partners. Each is common on its own. Stacked together, they multiply, and the pool can collapse from half the population to a fraction of one percent.

To keep the math honest, the engine does not treat every filter as fully independent. Income and education move together in the real world, so multiplying their raw probabilities would understate the true pool. The calculator applies a documented correlation adjustment that anchors the joint probability to the more restrictive filter, which widens the estimate back toward reality. You can read the exact formula and every data source on the methodology page.

The result is not a verdict on whether you should change. It is a mirror. It shows which single filter is doing the most damage to your options, then lets you relax it and watch the pool grow. Use it to decide what genuinely matters to you, and treat the delusion score as a conversation starter, not a diagnosis.

US Census Bureau (ACS, CPS) CDC NHANES / NHIS Bureau of Labor Statistics Private, in-browser calculation

Frequently asked questions

Is the dating standards calculator free?

Yes. The calculator is free, needs no account, and runs entirely in your browser. There is nothing to install and nothing to pay.

How accurate are the numbers?

The estimates use published US government datasets: Census ACS for age and education, CDC NHANES for height and obesity, and Census CPS plus BLS for income. Results are statistical estimates for the US adult population, not a headcount of real dating profiles.

What is a delusion score?

The delusion score is a 1 to 10 rating of how statistically rare your combined standards are. A low score means your preferences match a large share of people; a high score means the specific mix you want is uncommon.

Does the tool work for same-sex preferences?

Yes. You choose whether you are looking for men, women, or either, and the calculator uses the matching population and gender-specific distributions for height, income, and the rest.

Will my answers be shared or sold?

Never. The calculation happens on your device. Your inputs are not transmitted, saved, or sold, so there is nothing to share.

Ready to see your real numbers?

It takes about a minute. No sign-up, nothing stored, just the data behind your standards.