Data provenance · The data graph
provenance fields
Every displayed field needs a source, a date, and a display rule. This page is the public map of how Fonteum turns federal and state public records into source-cited provider data — with the limitations CMS itself documents.
Read the research →Today the graph carries registered sources, per-business source matches, and field-level provenance rows.
Every fact Fonteum shows traces back through these seven stages. If a stage is missing — no source, no manifest, no ingestion run, no match, no provenance row, no display permission — the fact does not render.
An official, public-record dataset published by a federal or state agency: NPPES, CMS PECOS, CMS Care Compare, BLS, HRSA, US Census.
data.cms.gov · npiregistry.cms.hhs.gov · hrsa.govA typed manifest for each public source. Names the slug, tier, allowed verticals + states, fetch method, ToS notes, refresh cadence, and field-level display rules.
src/lib/data-ingestion/source-packs/*.tsA dated execution of a pilot script that downloads or queries the source. Records fetch method (rest-api / bulk-file / manual-csv), record count, and run notes.
ingestion_runsPer-business link from a source record to a platform business via name + city + state + phone + ZIP jaccard scoring. Confidence ≥ 0.75 to write; ambiguous cases logged but not displayed.
provider_source_matches · entity_match_logOne row per (business, source, field). Carries the source value, normalized value, last-checked date, ingestion-run pointer, and the display_allowed flag from the manifest.
provider_field_provenanceWe organize Fonteum by the public datasets that back it — not by a flat list of provider category pages. Every cluster ships with a registered source, an ingestion runner, and a published research asset.
NPPES + CMS PECOS link providers to the federal NPI registry and Medicare-billing-active records. The taxonomy + enrollment surface that source-backs every active hero vertical.
Each card shows the field as it would render on the relevant Fonteum surface, sourced verbatim from the public dataset, with the “what it means” and “what it does not mean” framing CMS itself documents.
The same data that flows through stage 5 (field provenance) does not automatically flow through to stage 7 (display). Four rules govern which fields render, and where.
Aggregate datasets (BLS Occupational Employment & Wage Statistics, BEA Regional Income, HRSA Health Professional Shortage Areas, US Census state population) describe markets, not individuals. Attaching a state-mean wage figure to one practitioner's listing would imply a per-business signal the data doesn't carry. They render only on /research aggregate pages.
Each match between a public-record row and an Fonteum business is scored by name + city + state + phone + ZIP jaccard similarity. Confidence below 0.75 is logged in entity_match_log but never written to provider_field_provenance. Ambiguous matches (top-2 within 0.05 + both ≥ 0.75) are suppressed too — when CMS lists two providers under similar names in the same city and we can't disambiguate, no row is written for either.
Every field on every page maps to one of three source classes. The class determines storage rights, refresh cadence, and what attribution must appear next to the value.
Public record (federal / state)
Sourced from federal or state public-record datasets. No copyright restriction. Safe to store and display indefinitely with attribution. Backs every Tier-2 source-pack.
Examples: CMS NPPES NPI registry, CMS PECOS Medicare enrollment, CMS Care Compare star ratings, CMS Nursing Home deficiency citations, OIG LEIE exclusions.
Research aggregate (Tier-1)
Sourced from federal aggregate datasets that describe markets, not individuals. Renders only on /research surfaces — never attached to per-provider profiles.
Examples: BLS Occupational Employment & Wage Statistics (OEWS), BLS QCEW, BEA Regional, HRSA HPSA, US Census state population.
Owned by Fonteum
Generated or assigned by Fonteum's own systems. Full rights to store and display indefinitely.
Examples: Record identifiers, slugs, snapshot timestamps, methodology-version tags.
The canonical keys that identify a provider or facility. Every record in the graph is anchored on at least one federal identifier — there is no Fonteum-invented identity.
| Field | Source | Retention | Refresh |
|---|---|---|---|
| NPI | CMS NPPES | Indefinite, with refresh | Weekly |
| CCN (CMS Certification Number) | CMS Care Compare | Indefinite, with refresh | Quarterly |
| PAC ID | CMS PECOS | Indefinite, with refresh | Monthly |
Per-provider descriptive fields. Each maps to a row in provider_field_provenance carrying source + last-checked date + display permission.
| Field | Source | Retention | Refresh |
|---|---|---|---|
| Taxonomy code | CMS NPPES | Indefinite | Weekly |
| Medicare enrollment | CMS PECOS | Indefinite | Monthly per CMS publish cadence |
| MIPS score | CMS QPP | Indefinite | Annual |
CMS-published quality signals for Medicare-certified facilities. Fonteum republishes the CMS value with attribution; it does not independently rate.
| Field | Source | Retention | Refresh |
|---|---|---|---|
| Overall star rating | CMS Care Compare | Indefinite | Quarterly |
| Deficiency citations | CMS Nursing Home Deficiency file | Indefinite | Monthly |
Federal program-exclusion records. Surfaced as a sourced compliance flag, never as a Fonteum judgement about a provider.
| Field | Source | Retention | Refresh |
|---|---|---|---|
| Exclusion flag | OIG LEIE | Indefinite | Monthly |
| Exclusion type | OIG LEIE | Indefinite | Monthly |
| Statutory authority | OIG LEIE | Indefinite | Monthly |
Every disclaimer in the homepage “What Fonteum does NOT claim” block applies on every /data-provenance, /research, and per-business surface. Fonteum does not independently rate, inspect, verify, endorse, or guarantee any provider — we cite the CMS, NPPES, OIG LEIE, and other federal public-record sources that already measure them.
These counters reflect the live state of the Fonteum Supabase schema. Each one is a real select count(*) on the named table — no invented numbers, no marketing inflation.
Field-level gate on the manifest. display_allowed:false fields are captured to provenance for traceability but never rendered. Some are write-locked pending operator copy review.
manifest.fields[].display_allowedPer-business displays on the listing detail page (Tier-2) or state-level aggregates on the /research hub (Tier-1). Aggregates never attach to individual profiles.
src/app/v/* · /research/* · research_snapshotsThe pipeline lives in code. Source-pack manifests at src/lib/data-ingestion/source-packs/; framework helpers at src/lib/data-ingestion/; pilot scripts at scripts/research/.
CMS Care Compare publishes facility-quality data for nursing homes, home health, hospice, and dialysis. Four research artifacts live; first Tier-2 vertical (home health) is staged.
BLS OEWS, BEA Regional, HRSA HPSA, and US Census state population. Tier-1 research-only sources that contextualize every Tier-2 vertical with employment, income, shortage-area, and per-capita data.
Fields with high brand-risk (Special Focus Facility status, fines, payment denials, abuse-icon flags, individual quality measures, risk-standardized readmission rates) are captured to provider_field_provenance for traceability — every cell is preserved — but their display_allowed flag stays false until operator copy review approves a renderable framing. The field exists in our database; it does not yet exist on a profile page.
If the source dataset doesn't carry a value, we don't infer one. CMS NPPES doesn't publish a phone number for every NPI. CMS Care Compare leaves 35.8% of home-health agencies unrated. CMS Hospice General Information has no overall star rating. In every case the public surface shows the explicit absence — not a model-imputed guess — and the methodology page documents why.
The data graph · one second
Eleven public-record sources flow through five contracted stages into four output surfaces. Drop any stage and the field doesn’t render.
Sources
11 registered · grouped by family
Healthcare graph
Provider identity + Medicare enrollment
Care quality
CMS facility quality data
Trades graph
State contractor licenses
Federal context
Tier-1 aggregates (research only)
Pipeline
5 contracted stages · all enforced in code
Source pack
Typed manifest + display rules
Ingestion run
Dated execution · record count
Entity match
Confidence ≥ 0.75 · ambiguous suppressed
Field provenance
1 row per (entity × source × field)
Display permission
Field-level gate from manifest
26
Sources registered
1,322,946
Nurse-staffing records (CMS PBJ)
36
Research snapshots
5
Source families
Legend
Source nodes link to /sources · pipeline detail at seven-stage breakdown.