Goldseam

Read a person's transcripts into their evidence package: each file's text and status, its courses and exams as rows, and the items will_my_credits_transfer takes (courses as { unitid or school, code }; exams with a score, in the exam programmes this build holds). Ask the person for each transcript and the school it came from. Several transcripts are read side by side. A school several schools' names fit is answered with the candidates, and nothing is read. Nothing is stored: the answer returns the package for the agent to keep.

Read a person's resume, LinkedIn export, certificates, military records and apprenticeship records into their evidence package: each file's text and status, and the credential signals the certificate, military and apprenticeship documents carry. Ask the person for each file. This assembles; the Selfie is my_selfie_ksa_view. Nothing is stored: the answer returns the package for the agent to keep.

Record what a person says they have done outside school and work (family, clubs, sports, faith, travel, self-taught projects, challenges) in their evidence package, each placed in a Selfie dimension by the KSA classifier or left unresolved, never defaulted. These are the person's own statements, kept apart from formal education. Nothing is stored: the answer returns the package for the agent to keep.

What certifications serve this occupation? SOC-keyed lookup (dashed SOC accepted with or without the O*NET .00 suffix).

Broad academic cross-reference by instructional program (CIP). A deliberately broader, lower-precision question than an occupation lookup — never its peer (contract § 4).

How far along am I in a program at a school I am considering? One checklist at any target school, chosen by its name or title (or its checklist_id), line by line against what a person holds. Each held item is compared through comparable_map - every source, published and inferred - and each landing joined to the checklist's lines; a GoldRibbon package, when given, adds the lines its prior learning may meet. Each line is met (a published rule lands a held item on it), reached_by_inference (only an inferred landing reaches it: shown with its path of published links, never counted as met), may_be_met_by_prior_learning, or open, with every way it is reached. Each group gives its lines by state beside the choice rule it prints. Last, what does not count: each held item that reaches no line, with its reason (no rule, below the score, or landing on a course this checklist does not require). A case to show the school, not a verdict; recognition is the school's act. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

Which checklists require this course? Each requirement item that resolved to it, with its checklist id, award and group heading. Items that did not resolve to a course are never guessed into this list. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

Where does a whole list of courses and exams land at ONE receiving school? One item in, one stated answer out, in the order asked: the rules this build holds for each - the school's own catalog, a transfer agreement, and CourseAtlas's rules as ingested, which carry their CourseAtlas ids. CourseAtlas is not read live per item here; a caller that reads it live merges on those shared ids, where the two sources agreeing is corroboration. CourseShelf and CourseAtlas are equal reference sources: neither outranks the other. An item whose school or course is not held says so and the other items still answer. An exam is read by its exam node, whatever its wording; an exam that fits none, or more than one, answers its `candidates` to choose from, never a guess. Comparable, never equivalent. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

Where does this course land at other schools, and what lands on it (exams included)? The published transfer rules for one course: the rules CourseShelf holds first (a school's own catalog, CourseAtlas), then CourseAtlas's direct rules read live. Each rule names its source authority, source_url and band; comparable, never equivalent. What lands on a course is answered from the held rules only. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

What is one thing I hold comparable to at a school I am considering? One learning unit of any kind - a course at the school it was taken at, an exam at a score, a learning unit by id, or a certification - compared with any target school, every source asked in turn and each step said as it ran: CourseShelf's published rules held for the target; CourseShelf's inferred landings, read from stored inferred rows when held, else by walking the published links of every kind (a published rule one way; an exam at a shared score, a common course number, or an agreement's or state's course both ways), crossing kinds, up to `depth` links; CourseAtlas's published equivalencies, live; and CourseAtlas's inferred chain (GetIndirectTargets), live. Each step says found, none, not held, error or skipped, with its time in ms. A published rule decides where the unit lands; an inferred landing names its path of published links and is shown as inferred, never as published, withdrawn where a published rule holds. An exam is read by its exam node and judged at the held score. Recognition is the target school's act. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

Line up 2 to 6 destination occupations side by side from one occupation: the bridge size (credential only, or the program bridges' awards as published), O*NET demand (median wage, outlook, bright outlook) and the evidence classes of the roads. Each cell is copied or counted, never scored.

How do these majors differ? Two to five majors at one level, side by side: definition, the schools offering it, the jobs and their outlook from O*NET, and earnings at 1 and 5 years with debt — given as the LOWEST-TO-HIGHEST RANGE across the schools that publish them, with the number of schools stated. A range of school figures, never a median computed from them. A six-digit major's earnings come from its four-digit series and every such figure is labelled series-level. Every column is complete, or it says which figure is not published.

Which of these schools is better for me? Two to five schools, one major and a level, side by side: program and award, credits required verbatim, requirements compared line by line, and — when the person offers their courses and exam scores — what each school's own published rules would count them for, with GoldCheck's states and reasons carried through unchanged. Credits left is reduced only by items a school's own rules cover; an unknown item, or an inference, never reduces it. Cost, earnings, debt with its 10-year monthly payment beside it, and payback in months where both inputs are published; where either is missing, payback is not computed and the missing input is named. The comparison never ranks: no score is invented to decide for the person.

Compare what a program takes at several institutions: for each IPEDS UNITID, that institution's published checklist for the program (requirement groups, items, published credit strings — the work effort) beside its published tuition and fee policy (the cost). Schedule is stated not held. Nothing is summed or computed by the service; an institution, checklist, or cost the catalogs do not hold is stated as such. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

What does this code cross to? Auto-detects the family — dotted CIP (52.0201) or dashed SOC (11-1021, O*NET .00 suffix accepted) — and answers the other family's codes and titles from the federal CIP-SOC crosswalk.

Draft the credit claims a person's evidence supports, from their package (after my_selfie_ksa_view): each claim quotes the document it rests on. They are drafts for the person to keep, affirm or decline (set each claim's confidence to ratified, affirmed or declined in the package); the AI never affirms a claim. Give the school they are thinking of as `school` so its catalog is made ready for suggest_credit_for_my_learning. Nothing is stored: the answer returns the package for the agent to keep.

What is this word, upward? Walks the WordNet is-a (hypernym) chain meaning to parent meaning, from the word's KSA-mapped sense toward its broader categories, so every step stays in the sense it started in. Each step carries its definition (gloss) and synonyms.

Which articulation or transfer agreements are held? Optional title words, or an institution's UNITID as a party. Answers none held when the build holds none. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

Which published catalog editions are held for this institution? Each catalog's edition year, format and source. Answers none held when the build holds none. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

Which checklists — the generic itinerary of requirements for an award — does this institution publish? Optional award words or a program id narrow them; pass one to get_checklist. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

Which comparability bundles (published transfer rules) are held? Optional receiving institution UNITID, agreement id, a learning unit that appears as a source or substitute, bundle type, exam programme, or exam code. Answers none held when the build holds none. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

Which institution is this? A name fragment or an IPEDS UNITID answers with the institution's identity, sector, identifiers with their sources, and how many programs, checklists, and learning units its published catalog holds here. A state lists that state's institutions by name; with no name and no state, the answer is the states that hold institutions, each with its count. A web address answers the institution that publishes it, so a school named by its own site is identified without an IPEDS number in hand. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

What's my best way there? For a goal — a major or a job — and what the person brings (courses, exams, their Competency Selfie, work and life experience), the paths to it, each saying WHY it ranks where it does and naming the figures that moved it. The steps appear only where an agreement or pathway document states them, never assembled from award levels alone. Every item the person brought is marked counted, not counted or needs review and appears in the answer: nothing is dropped silently. A path missing an input is ranked with that gap named rather than penalised invisibly.

What should I study? For a person's own words — an interest, a subject or a job — or a job code (SOC), the majors that answer. Each major carries its plain definition (NCES verbatim), the award levels it is conferred at (IPEDS AWLEVEL, each completers flag in its own field and never summed), how many schools offer it nationally, the jobs it leads to through the federal CIP-SOC crosswalk, and its related majors — same series, same family, or sharing a named occupation. Words resolve through the KSA Dictionary, never by spelling match; words that match nothing are told so with the closest words the Dictionary holds. The count for a person's own state is stated not held: the per-school IPEDS rows are not in this publish.

Where can I study this? A match-up, not a dump: for a major and a level, the schools that award it, ranked by how many of the person's own criteria each one meets, with met, not met and not testable kept as three different results — a school that does not publish a fact is not testable on it, never failed. Each criterion names the source that decided it, each school carries its own program, award, credits required, cost, earnings, debt and whether it can be done online, and a filter only ever excludes on a fact we hold. The answer states its ranking rule and never recommends a school. TODAY the candidate set is the schools CourseShelf has captured a program for, not yet every school IPEDS lists, and every answer opens by saying so.

Which pathways are held? Optional title words, an agreement id, or a checklist id. Answers none held when the build holds none. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

Which academic policies does this institution publish (transfer credit, prior learning, tuition and fees …)? Optional words narrow them. Answers none held when the build holds none. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

Which programs match these words, across institutions? Program or award words (optionally one institution's UNITID) answer with each program's award, CIP, published credit figure verbatim, edition, source page and institution. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

Which statewide or compact transfer frameworks are held? Optional name or jurisdiction words. Answers none held when the build holds none. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

Where can this occupation lead? For a SOC code: destination occupations, each with its typed roads (published by O*NET or by a credential serving both; mapped through the CIP-SOC crosswalk), each road with its source, basis and its class's karat; the bridges (credentials with their exam, education and experience conditions, and programs with checklists nearest the state given); and demand as O*NET publishes it. Roads only, no person data.

One agreement: its row, its parties (organizations resolved), and the pathways, comparability bundles and checklists that cite it. Signatories name people and are not served. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

One catalog edition: its row, the institutions that use it (and whom it is shared from), and how many programs it holds. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

Everything held about one certification: issuer and issuer domain, occupations served, exam and renewal requirements, education-or-experience routes, Credential Engine registry identity where held, and the basis and source URL for the claim.

What does this award require? One checklist: its requirement groups (every header and full item count), each group's items with published credit strings, alternatives, and — where an item resolved to a course — that course's own code, title, and published credits, attributed to the course. Items come in pages across the groups; the answer states items_total and next_item_offset. Every row names the captured page it came from. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

One comparability bundle: its row (credits awarded published beside any parse), the receiving institution, and its source and substitute courses, each resolved or stated unresolved. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

How did calls to the CourseShelf box perform? From the box's call log: each call that reached the box, newest first, with its time (at), tool, outcome (answered; stopped by a budget; busy, queue full or wait expired; invalid_params; error; not_pinned), ms from the slot being taken to the answer, the build that answered, and the stated cause where there is one; per tool, the count of each outcome; and the log files read. Also returns effective INI settings and the pinned database's page size, page count and free-list pages. Request storage_details for the largest table/index objects from SQLite dbstat, within the query budget. These are storage measures, not compaction-savings estimates or RAM measurements. Arguments are logged for the catalog services only. An empty log window is said so.

What does CourseShelf hold? From the records published with the build, read as published and never computed: per catalog area, how many institutions have loaded content and how many records were loaded; every table's row count; organizations by sector; the census of the whole index with its verdicts; and per-state counts and per-school verdicts where the build publishes them. Anything not published for this build is said so. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

What does the KSA Dictionary hold? The words and meanings it places, the governed terms, the O*NET content-model elements, the link words and the CIP-SOC crosswalk, each with its own version and build date where the layer publishes one, and an honest not held where it does not. Read as published at boot, never computed at request time, and never a word lookup: for one word use resolve_term. The words it holds are those it places; it is not all of WordNet, and the answer says so.

Everything held about one institution: its identity row, identifiers, addresses, websites, accreditations, relationships, identity history, published costs and calendar dates, each table under its own name, with counts of its programs, courses, checklists, catalogs, policies and agreements and the service that lists each. Contacts name people and are not served. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

One course whole: its row, prerequisites and corequisites, aliases, terms offered, articulation statements and comparable members — each linked course resolved or stated unresolved, never guessed — plus the transfer frameworks it maps to. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

One pathway: its row and the checklist and agreement it links. Contacts name people and are not served. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

One example persona's transcript, parsed now by assemble_my_formal_education: `held` (the course list will_my_credits_transfer, checklist_map and comparable_map take, unchanged), `courses` (each course as read: school and IPEDS UNITID where it resolved, code, title, credits, grade and term; exams with their scores) and `package` (for suggest_credit_for_my_learning). Official and unofficial read the same transcript, labelled: official stands in for a transcript vendor request, unofficial for importing unofficial coursework. `vendor_delay_ms`, official only, waits that long first to show an official request may not come back at once; the wait counts against the call's time. The answer says plainly it is an example persona transcript, and carries its steps: the persona file, any vendor wait, and the parse, each with its outcome, count, elapsed ms and files.

One published academic policy: its section, verbatim text, page, edition and source. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

One program whole: its row, identifiers, offerings (campus resolved), its institution, and the checklists that lead to its award — pass one to get_checklist. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

One transfer framework: its row, authority, codes with their meanings, and the courses mapped to it (resolved). Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

What courses does this institution publish? Filter by subject abbreviation, course code (spaces and case ignored), or title words; each course carries its published credit string verbatim (ranges stay ranges), edition, and the captured page. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

The issuing organizations, optionally filtered by a name query.

The example personas whose transcripts can be used in a demonstration: each persona_id, display name and description, the schools its transcript comes from, and the transcript types it offers (official, unofficial). These are example persona transcripts of made-up people, not real students. Every answer carries its steps: the source files read, the outcome, count and elapsed ms.

The person's Selfie from their evidence package: the seven dimensions (skills, knowledge, abilities and more) as the evidence shows them, each item citing the file, the occupation O*NET describes, or the life experience it came from, plus what could not be placed. It mirrors, for the person to confirm, refine or reject; it is never a grade or a credit decision. The person's placements and dismissals in the package's selfie.learner_decisions are honored. Nothing is stored: the answer returns the package with the Selfie for the agent to keep.

What occupations does this certification serve?

What programs does this institution publish? Award, credential class, CIP, the published credit figure verbatim, catalog edition, the captured page each came from, and the checklist ids to pass to get_checklist. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

What else serves the same occupation? Traverses on SOC only — a certification sharing solely an instructional program (CIP) is not related (contract § 4).

Where does a word place in the KSA model? The KSA Dictionary is the shared vocabulary that defines the terms a learner uses to assert what they know, do, and are — and the terms a learning offering uses to express what it comprises — so both sides resolve to the same identifiers, never spelling matches. Answers from three linked layers (governed lexicon, O*NET content model, WordNet-derived index), each placement attributed to its layer with provenance; the WordNet placement carries the word's definition (gloss) and synonyms.

Which certification is this prose name? Start here for any plain question — a trade, field, job, skill, or company in everyday words. Returns candidates with ids, issuers, and source basis — candidates rather than a single guess when the name is ambiguous; the ids feed the other certification tools.

Which programs or courses match, and where? Words, a subject (CIP family, or unknown), a course subject prefix, a credential class, an award as published, and a school's state, city, type or UNITID answer with product cards (name, award, length and college when held, school and city, subject, checklist size, and what the program leads to through the CIP-SOC crosswalk) and the counts to refine by. Courses across every school need words of 3 or more characters; words held by very many courses need a state, city or school. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.

Where is a person in the program they are aiming for, and what may their learning meet? Name the program with `checklist_id` (find it with find_programs at that school) and the answer is that program's checklist line by line: the lines their claims may meet, each with the claim, how well it is corroborated and every link cited; the lines a transfer answer in their package already covers; and the lines still needed. Learning no line matches stands as block credit. Without a program, no course is suggested and the claims stand as block credit. Each suggestion is a case to put to the school's prior learning review, never a promise: say may, never will. Nothing is stored: the answer returns the package with the suggestions for the agent to keep.

Will my prior credits apply as credit at my target school? For each thing a person holds (an exam and its score, in any exam programme this build holds, or a course taken at a school) the target school's own published transfer rules (CourseAtlas) and CollegeBoard's reported AP policy, in three states: covered (a rule carries it to a course at the target), missing (the target's own rule needs a higher score), unknown (no rule held; never a guess). Each covered item names the course it lands as, every rule with its minimum score and dates, how many rules agree, and the target's programs whose checklists require that course. An exam is identified by its exam node (its programme and code), whatever its wording: a matched exam names its `exam_node`, and an exam that fits none, or more than one, comes back unknown with `candidates` to choose from, never a guess. A case to argue, not a verdict; recognition is the school's act. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds more than one form or more than one source also carries version_count, source_count, first_edition_seen and last_edition_seen, and one sentence saying so in words; a record with one form and one source carries none of them and reads exactly as it always has. The forms themselves, each with its own content and its own sources, come from the one-record get, never from a list. A record last seen in an older edition says so, because the Union keeps a record no current catalog prints.