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Claim LD06-SL-C26 (v1.0)

In a 2022 field scan of algorithmic auditors (survey of 152 and 10 interviews), only 7% said their audit process used a standardized framework, 80% had recommended changes to AI systems that were not implemented, and half of third-party auditors reported lacking access, against none of the first-party auditors.

Provenance and status

Claim type
ESTIMATE (as printed: “ESTIMATE”)
Publication status
ELIGIBLE (VINTAGE) (as printed: “ELIGIBLE WITH VINTAGE QUALIFIER”)
Verification state
CONTENT_VERIFIED_PRIMARY (as printed: “CONTENT VERIFIED”; verified by: UNKNOWN)
Does not license
Current practice for frontier-model evaluation, which postdates the scan
Source (field 6, as printed)
Costanza-Chock, Harvey, Raji, Czernuszenko & Buolamwini, “Who Audits the Auditors? Recommendations from a field scan of the algorithmic auditing ecosystem,” FAccT 2022, arXiv:2310.02521
Source type (field 7)
PEER_REVIEWED_CONFERENCE_PAPER (as printed: “Peer-reviewed conference paper”)
Institutional position
Not checked
Maturity (claim evidence / publication maturity)
EMERGING (as printed: “EMERGING”)
Recorded date
2026-10-15
Currentness / correction
This is the current version. No correction or concern relation is recorded on its Sources.

Version

Pinned version v1.0 (entry LD06-SL-C26--v1.0) — this page never floats to newer evidence.

This pinned version is also the current version.

Versions:v1.0 · current

Pinned Sources (field 6, version-specific)

All 25 canonical Claim fields (raw values and normalized values)
#Canonical fieldCanonical value (verbatim)Normalized (Claim Value Vocabulary v1.0.2)
1CLAIM IDLD06-SL-C26—
2PUBLIC-FACING CLAIMIn a 2022 field scan of algorithmic auditors (survey of 152 and 10 interviews), only 7% said their audit process used a standardized framework, 80% had recommended changes to AI systems that were not implemented, and half of third-party auditors reported lacking access, against none of the first-party auditors.—
3CLAIM TYPEESTIMATEbase_types: ESTIMATE
4RESEARCH STRANDC — Evaluation in governance, audits and red-teaming—
5MATURITYEMERGINGstates: EMERGING
6SOURCECostanza-Chock, Harvey, Raji, Czernuszenko & Buolamwini, “Who Audits the Auditors? Recommendations from a field scan of the algorithmic auditing ecosystem,” FAccT 2022, arXiv:2310.02521source_ids: SRC-SL-COSTANZA-CHOCK-ET-AL-FACCT-2022
7SOURCE TYPEPeer-reviewed conference paperclasses: PEER_REVIEWED_CONFERENCE_PAPER
8INSTITUTIONAL POSITIONNot checked—
9SCOPEThe algorithmic auditing field, 2021–2022—
10DESIGNField scan: catalogue of auditors, anonymous survey and interviews—
11SAMPLE / DATASET438 individuals and 189 organizations catalogued; 152 survey respondents; 10 interviews—
12MODEL / TOOL / VERSIONNot applicable—
13COMPARATORFirst-, second- and third-party auditors—
14MAIN RESULT7% standardized framework; 80% recommendations not implemented; 65% say auditees will not commit to fix problems; access lacking for 58% of second-party and 50% of third-party auditors; 75% call audit regulation not or barely present; 95% favour mandated audits—
15INFERENTIAL TARGETWhether audits produce accountability—
16DOES NOT LICENSECurrent practice for frontier-model evaluation, which postdates the scan—
17VERIFICATION STATECONTENT VERIFIEDstate: CONTENT_VERIFIED_PRIMARY · verified_by: UNKNOWN
18LIMITATIONSSelf-selected respondents; before generative AI and the EU code; only 56 of the 152 respondents had worked on an audit (12 first-, 16 second- and 11 third-party; roles could overlap), so the access figures describe a handful of people (the third-party figure rests on 11 auditors)—
19CONTRADICTORY / SUPPORTING SOURCESConsistent with LD06-SL-C28—
20GEOGRAPHY / LANGUAGENot checked / English—
21DISTRIBUTIONAL LEDGERNot analysed in this claim—
22R01 / FIELD-MAP LINKSLD-06, D4b—
23WHAT WOULD CHANGE THIS CLAIM?A repeat scan under mandated audit regimes—
24PUBLICATION STATUSELIGIBLE WITH VINTAGE QUALIFIERstate: ELIGIBLE · qualifiers: VINTAGE
25RECORDED DATE2026-10-15—

Field 22 references resolved against Field Map v0.2: LD-06 (LIVING_DEBATE); D4b (SUB_AREA)

Cited by Living Debate versions

Research-of-record provenance

Materialized by sociolens-materializer 0.6.0 at 2026-09-28T20:00:00.000Z; normalization contract SocioLens — Claim Value Vocabulary v1.0.2 — Pre-Spike Materialization Contract (v1.0.2). Content seal SHA-256 217afc1b1553c203d86378876ca2591ca6da18f943f27142d2fa26114bea006e.

Repository-authored inputs (not Drive exports)

  • SocioLens claim — LD06-SL-C26 v1.0 (v1.0) — written in the SocioLens repository by Project Lead (Claude, AI) on 2026-10-15; no Drive identity exists. Authority: AGENTS.md "Authority" (the Project Lead decides research content within the research-integrity rules) and the Owner's choice in the SocioLens project chat on 15 October 2026 to build the LD-06 debate; a new Claim, first version, written from the project's LD-06 source notes, checked against full texts or official abstracts. Block “ENTRY 26 — LD06-SL-C26” SHA-256 740e17f1d5332e0c8f9951b9db7c7ba68b93e7ccf022254147de79f20c49d69b; fixture fixtures/authored/claims/LD06-SL-C26--v1.0.

Builder decisions (not Drive data)

  • VERSION = v1.0 — basis: Claim version taken from the repository-authored claim fixture version (SocioLens claim — LD06-SL-C26 v1.0); the first version of a new Claim of the LD-06 debate
  • CURRENT_POINTER = true — basis: repository-authored claim "SocioLens claim — LD06-SL-C26 v1.0" (Project Lead (Claude, AI), 2026-10-15); basis: AGENTS.md "Authority" (the Project Lead decides research content within the research-integrity rules) and the Owner's choice in the SocioLens project chat on 15 October 2026 to build the LD-06 debate; a new Claim, first version, written from the project's LD-06 source notes, checked against full texts or official abstracts
  • FIELD_6_SOURCE_REFERENCE = SRC-SL-COSTANZA-CHOCK-ET-AL-FACCT-2022--v1.0 — basis: field 6 of ENTRY 26 — LD06-SL-C26 cites "Costanza-Chock, Harvey, Raji, Czernuszenko & Buolamwini, “Who Audits the Auditors? Recommendations from a field scan of the algorithmic auditing ecosystem,” FAccT 2022, arXiv:2310.02521"; the only field-6 segment of this ClaimVersion's repository-authored ledger block.
  • SOURCE_PROVENANCE_PIN = SRC-SL-COSTANZA-CHOCK-ET-AL-FACCT-2022--v1.0 — basis: explicit version-pinned public provenance of this ClaimVersion (Amendment v1.2 §6): the pinned field-6 Source record "Costanza-Chock, Harvey, Raji, Czernuszenko & Buolamwini, “Who Audits the Auditors? Recommendations from a field scan of the algorithmic auditing ecosystem,” FAccT 2022, arXiv:2310.02521".