demog-topic-selection — independently scanned and version-tracked by SaferSkills.
SaferSkills independently audited demog-topic-selection (Agent Skill) and scored it 100/100 (green). The audit ran 55 deterministic rules across Security, Supply Chain, Maintenance, Transparency, and Community; it found 0 high-severity and 0 lower-severity findings. The full rule-by-rule trace and per-finding evidence are below. Free, methodology-open.
Findings & checks · 0 flagged
Every scanned point with the score it earned and what moved between them.
First recorded scan — no prior version to compare against.
The primary manifest — the file an agent reads to learn what this artifact does.
Demography publishes research "of general interest to demographers" on how populations change, the measurement of population composition and change, and their components — fertility, mortality, and migration — plus the causes and consequences of those changes. The bar is not "I used census data"; it is "this advances population science." Use this skill to pressure-test fit before you invest.
A strong Demography paper usually clears all four:
composition, or change in fertility, mortality, migration, family, health/aging, or population structure — not a topic that merely happens to use a demographic dataset.
scholar reading a migration paper) should see why it matters for population science broadly.
a decomposition that isolates what drives a trend, or a mechanism that explains why.
~4,000 (Note).
| Home domain | Reach population science by… |
|---|---|
| Fertility | connect tempo/quantum or parity dynamics to broader population change |
| Mortality | tie cause/age patterns to life expectancy, lifespan inequality, or compression |
| Migration | frame flows/stocks as components of population redistribution and growth |
| Family / households | link union, parity, or living arrangements to demographic outcomes |
| Health & aging | connect morbidity/disability to mortality, life tables, or population aging |
| Formal demography | show what substantive population questions the method newly answers |
decomposition), <= 4,000 words. Do not pad it into an Article.
Demography, the Population Association of America flagship at Duke University Press, runs a pre-review that can desk-reject a paper as off-fit. The usual triggers and the reframe that rescues fit:
| Desk-reject pattern | Why it fails the population-science test | Reframe toward fit |
|---|---|---|
| "Uses Census/DHS data" but the outcome is a clinical or program endpoint | The dataset is demographic; the question is not | Recast around a rate, composition, or component of population change |
| A pure regression of Y on X with demographic controls | No demographic process is the object of study | Make the demographic quantity (e0, TFR, net migration) the dependent object |
| A method paper with no substantive payoff | Demography wants the population question the method answers | Show which contested trend or estimate the method newly resolves |
| Single-country narrative with no general-interest hook | A mortality reader sees nothing for them | Connect to comparative population theory or a cross-component implication |
A researcher has linked administrative records showing that internal migrants change jobs more often than non-migrants. Run the four-part test:
as a component of population redistribution and ask how selective out-migration reshapes the age-skill composition of sending regions (illustrative).
compositional shifts vs. natural increase is a genuine demographic move.
Verdict: off-fit as drafted, strong as a redistribution-and-composition paper.
【Question】one sentence (a population-change question)
【General interest】which demographers outside the sub-area care, and why
【Contribution type】estimate / measurement / decomposition / mechanism / method
【Type】Research Article / Research Note / Commentary
【Fit verdict】strong / needs reframing / off-fit (why)
【Next】demog-literature-positioning../../resources/external_tools.md — population data sources by domain../../resources/official-source-map.md — Demography aims, scope, and article types~30 seconds. Free. No account. Every finding cites a rule and a line of evidence.