Claim laboratory | World Equality Index

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Occupational workforce composition is strongly asymmetric.

Selected 2025 US occupations have sharply different reported female employment shares. This is a description of employment, not a measure of innate ability or service output.

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Evidence and rationale

BLS CPS annual table 11, selected occupation rows.

What remains unknown

Sampling uncertainty for the selected estimates
Unpaid work and secondary jobs

What would change the conclusion?

Reproduction from the same BLS release fails to recover the reported percentages.

Source records

CPS annual Table 11: Employed people by detailed occupation, sex, race, and Hispanic or Latino ethnicity ↗

Would the remaining male workforce sustain essential systems longer?

The owner's H7 is retained as a directional hypothesis. Workforce shares alone do not estimate the area under a civilization-function curve.

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Evidence and rationale

Observed concentration provides inputs for a future model.

What remains unknown

Task-level substitution and licensing
Buffers and infrastructure dependencies
Care spillovers and changing demand

What would change the conclusion?

Within the preregistered model and matched assumptions, a negative primary contrast with an uncertainty range wholly below zero would contradict H7's positive direction. An uncertainty range wholly inside a justified, prespecified equivalence region would count against a materially important advantage, not every arbitrarily small positive difference. An imprecise result is inconclusive.

Source records

CPS annual Table 11: Employed people by detailed occupation, sex, race, and Hispanic or Latino ethnicity ↗

Can value choices reverse an equality ranking?

The weight laboratory demonstrates rank reversal on explicitly fictional profiles. It establishes sensitivity of the calculation, not an empirical ranking of countries.

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Evidence and rationale

Reproducible weighted-sum arithmetic.

What remains unknown

Which dimensions and weights are appropriate for a particular real-world use

What would change the conclusion?

The documented profile values and weights do not reproduce the reversal.

Source records

How much of an observed group gap is explained by comparable circumstances?

A research question for a future study with explicit population categories and identification strategy. No causal estimate is currently reported.

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Evidence and rationale

What remains unknown

Dataset and population definition
Confounding and measurement
Identification assumptions

What would change the conclusion?

Any proposed causal explanation must specify observable evidence that would contradict it before confirmatory analysis.

Source records

Which regions contribute more to federal finances than they receive?

A future accounting study separating tax incidence, spending location and beneficiary residence.

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Evidence and rationale

What remains unknown

Fiscal year and geographic allocation rules
Treatment of federal borrowing and national public goods

What would change the conclusion?

The fiscal totals do not reconcile to the source accounts under the declared allocation method.

Source records

Do younger cohorts face worse access to housing at the same age?

A future age-cohort comparison accounting for location, household structure and real disposable income.

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Evidence and rationale

What remains unknown

Age, period and cohort identification
Quality-adjusted housing costs

What would change the conclusion?

Comparable cohort estimates show no deterioration under the preregistered affordability definition.

A claim is a starting point.

Occupational workforce composition is strongly asymmetric.

Evidence and rationale

What remains unknown

What would change the conclusion?

Source records

Would the remaining male workforce sustain essential systems longer?

Evidence and rationale

What remains unknown

What would change the conclusion?

Source records

Can value choices reverse an equality ranking?

Evidence and rationale

What remains unknown

What would change the conclusion?

Source records

How much of an observed group gap is explained by comparable circumstances?

Evidence and rationale

What remains unknown

What would change the conclusion?

Source records

Which regions contribute more to federal finances than they receive?

Evidence and rationale

What remains unknown

What would change the conclusion?

Source records

Do younger cohorts face worse access to housing at the same age?

Evidence and rationale

What remains unknown

What would change the conclusion?

Source records