End-to-End Production

Articles begin with a question a specific reader is asking. An editor identifies the primary sources that answer it, archives those sources at the point of retrieval, and drafts a brief that names every quantitative and named claim the article will make. A writer produces the draft against that brief. A research desk verifies every claim against the archived sources. The draft goes through a fact-checking and clarity review. A human editor approves publication.

Every one of these steps is logged with a timestamp and an operator. When a reader asks “how do we know this?”, the answer is reconstructable step by step.

Primary Sources

For Undiscovered America — Hidden Places, Local Culture & Place-Based Finance, our sources of record are:

• Federal and state primary sources cited inline in each article.

When we reference a number from one of these sources, the source is linked inline and archived at the time of publication so readers can verify the original context even if the upstream page later changes.

Calculation Methodology

When an article translates a primary-source figure into an applied estimate, we state the assumption set, cite the underlying rule, and show the intermediate steps. We do not present the output of a calculation as a published figure; we label estimates as estimates.

Dataset Sources and Update Frequency

Rules, rates, and eligibility thresholds that anchor our reporting are checked against their primary sources on a Rates, rules, and figures are refreshed on the publication calendar of the underlying agency. basis, with accelerated checks triggered by known publication events: annual Cost-of-Living Adjustment, new fiscal-year allotment tables, agency rulemaking, and material-risk events. When an upstream source changes, we update affected articles and record the change in our corrections log when the revision materially alters prior guidance.

AI-Assistance Disclosure

Undiscovered America TV uses AI tools in the editorial workflow. Drafts are generated with AI assistance and reviewed by our editorial team against primary sources. No article is published without human review. No factual claim enters an article without a primary-source citation. AI does not choose sources, invent figures, or publish on its own. Every article carries an inline disclosure block linking back to this page — see the Transparency block in any published article for the per-article declaration.

Limitations and Caveats

We report rules; we do not give advice. A Undiscovered America TV article about Undiscovered America — Hidden Places, Local Culture & Place-Based Finance describes what the rule says, not what you should do about your specific situation. Eligibility determinations, benefit calculations, and decisions to file, appeal, or rely on a published figure are the reader’s to make, ideally with a qualified professional when money or health consequences attach.

Numbers reported in a Undiscovered America TV article are accurate as of the article’s publication or update date. Upstream sources change. When we discover a change material to an article’s claims, we update the article and log the change. When a reader flags a change we have missed, we treat that as a correction report.