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Fonteum ResearchFonteum Research Snapshots
Fonteum Research · First-party · Fonteum Research (research surfaces only)
Fonteum Research Snapshots are first-party studies built on top of the source graph (CMS NPPES, CMS Care Compare, BLS OEWS, HRSA HPSA, U.S. Census, Fonteum indexed dataset). Each study ships with a published date, a temporal-coverage string, an executive summary, a limitations panel, and downloadable CSV/JSON.
How this source shows up on Fonteum.
Hosting Fonteum's own research deliverables: state-level CMS Care Compare snapshots, healthcare specialty supply studies (dermatology, chiropractor, NPPES specialty factory), and provider-supply benchmarks. Renders on /research and /press; never overwrites federal source attribution on a per-field basis.
What this source does NOT mean
First-party research is Fonteum's own analysis of public-record sources. It is not federal data, not a government rating, and not a market census. Every study links back to its underlying sources and ships its own limitations panel.
Research and data questions this source supports.
- Retrieve a cryptographically attested snapshot of any Fonteum research dataset — the SHA-256 hash, witness signature, and methodology version in a single API call.
- Build a pipeline that tracks provenance across multiple Fonteum research studies using the snapshot chain as the integrity anchor.
- Validate that a Fonteum data export you received matches the published snapshot hash before ingesting it downstream.
- Access the full citation provenance for any Fonteum research study — source dataset, snapshot date, methodology version, and attestation signature.
- Integrate Fonteum research snapshots into a RAG retrieval system that requires verifiable citation lineage for healthcare data.
Dataset size: Growing snapshot chain — see fonteum.com/chain for current count
What we can’t infer from this source.
- First-party research is Fonteum's own work. It is not a substitute for the federal sources it builds on.
- Each study has its own limitations panel — the master limitation list is per-study, not source-wide.
- Datasets ship as static CSV/JSON. A query API is on the roadmap but not yet available.
- Tier — first-party research; never overwrites federal source attribution on per-field provenance.
Authority, license, refresh cadence.
Authority
Fonteum Research
Tier
First-party · Fonteum Research (research surfaces only)
Refresh cadence
Per-study — each snapshot has its own publication and update cadence; the master /research index lists every dated study.
License
Free to cite with attribution. Fonteum's published research snapshots, methodology, and downloadable datasets.
Official URL
Attribution requirement
Fonteum Research, "{Study title}," published {YYYY-MM-DD}. https://fonteum.com/research/{study-slug}
What the source allows.
Free to cite with attribution and a link back to the canonical study URL (fonteum.com/research/{slug}). Datasets ship as CSV/JSON downloads — please reference the per-study limitations panel when summarizing. /press carries the canonical citation template.
What a single field looks like in the graph.
A worked example. Every field surfaced from this source carries this shape of provenance line — source · last checked · display rule · confidence (when applicable).
Field
Per-study published-date + temporal coverage
Sample value
Nursing-home quality by state — published 2026-04-15, temporal coverage Q1 2026
Provenance line
Source: Fonteum Research · Published 2026-04-15 · Built from CMS Care Compare (NH Provider Info, dataset 4pq5-n9py) snapshot 2026-04-15
Official API, bulk download, and Fonteum endpoints.
Official API / download
Bulk download
Fonteum surface
Common questions about Fonteum Research.
- What are Fonteum research snapshots?
- Fonteum research snapshots are cryptographically attested records of the dataset state underlying each published research study. Each snapshot captures: source dataset (e.g., CMS Care Compare NH Deficiencies), snapshot date, methodology version, SHA-256 hash of the underlying data file, and an Ed25519 witness co-signature. This chain makes Fonteum's research findings independently auditable.
- How does the cryptographic attestation chain work?
- Each Fonteum research snapshot is attested using an Ed25519 signing key. The SHA-256 hash of the underlying data file is signed and stored in the snapshot_witness_signatures table. The chain index at fonteum.com/chain shows the full attestation history. Each subsequent snapshot links to prior snapshot hashes, creating a tamper-evident audit trail.
- What is an in-toto witness signature?
- An in-toto witness signature is a supply-chain integrity primitive that certifies a transformation step (ingestion, normalization, publication) in a software supply chain. Fonteum applies Ed25519 in-toto co-signatures to each research snapshot to certify that the published dataset is the authentic output of the documented ingest pipeline — not a post-hoc modification.
- Where can I access Fonteum's snapshot audit chain?
- The full snapshot chain index is available at fonteum.com/chain. Each entry shows the source, snapshot date, SHA-256 hash, and witness signature. The public key for signature attestation is published at fonteum.com/chain-public-key.json. Per-snapshot API access is available at the /api/v1/ snapshots endpoint.
- What research studies does Fonteum publish?
- Fonteum publishes federal-data research studies including: Nursing Home Deficiency and Harm Rate (418,148 citations, 14,635 facilities), MIPS Score Distribution by Specialty 2023 (477,137 clinician scores), Hospital Margin Gap, NSA Compliance Scoring, REAL Act Compliance, and Provider Directory Accuracy Index (51 states). All studies are at fonteum.com/research.
Where this source already shows up.
Research studies citing this source
- Nursing Home Quality by State 2026 — CMS Care Compare State-Level Snapshot →
- Home Health Quality by State 2026 — CMS Care Compare State-Level Snapshot →
- Dermatology Access and Practice Density Report 2026 — Indexed Practice Coverage Across the United States →
Related sources in the graph
- /sources → The full source library — every dataset Fonteum cites.
- /data-provenance → The provider graph — pipeline diagram, source-family clusters, field-level provenance examples, display rules.
- /methodology → Network-wide sourcing, refresh cadence, and corrections policy.
- /editorial-policy → Independence, sourcing, conflicts, corrections, retractions.