The workflow is designed to reduce two recurring risks: stale licensure facts and pages that look long only because the same planning language is repeated under different headings.
State education departments, professional standards boards, credential commissions, and official certification portals are preferred for state-specific rules. For salary-lane questions, the controlling source may instead be a district policy, salary schedule, collective-bargaining document, or local approval process.
License renewal, credential advancement, district professional development, salary-lane credit, reimbursement, reciprocity, and transcript processing are treated as different decisions. A course can be acceptable in one system and unusable in another.
A guide should explain what must be verified, which record proves it, who has authority, and what can go wrong. Generic recordkeeping advice is removed when it merely repeats language already used elsewhere on the page.
Cross-guide n-gram similarity is measured, but that score is not treated as sufficient. Repeated headings, stock scenarios, boilerplate FAQs, reusable sentence skeletons, and repeated passages inside a single article are also reviewed because a low similarity score can still hide mass-produced structure.
When a fee, form, portal, credit rule, credential category, or official instruction changes, the affected passage and source are revised. Dates are not staggered or changed merely to make a bulk publication look older or fresher.
Recommendations about buffers, personal copies, provider vetting, or salary strategy are presented as practical planning. They are not described as state requirements unless a controlling source supports that claim.
For state requirements, the preferred order is: issuing agency or licensing board; official credential portal; statute, regulation, or official FAQ; school-district or local-committee guidance when that body has approval power; then reputable secondary explanations for context. A secondary page is not used to override a contradictory current primary source.
Some topics do not have one national rule. Those pages explicitly say so. They point readers to the issuing state and, where relevant, to the institution, registrar, district, salary office, or certification body that actually controls the decision rather than presenting a national directory as if it were the rule itself.
A correction can be triggered by a changed official source, a reader-supplied primary source, a broken agency link, a new credential category, a fee or date change, or an internal QA finding. Corrections should change the substance when needed, not merely the displayed review date.