Claim LD12-HQ-C05 (v1.0)

In the 2025 IAPP/Credo AI survey, 77% of surveyed organizations reported working on AI governance and only 10 of 671 expected to need no additional AI-governance staff within a year.

Provenance and status

Claim type: ESTIMATE (as printed: “ESTIMATE”)
Publication status: ELIGIBLE (SOURCE_POSITION) (as printed: “ELIGIBLE WITH SOURCE-POSITION QUALIFIER”)
Verification state: CONTENT_VERIFIED_PRIMARY (as printed: “CONTENT VERIFIED”; verified by: UNKNOWN)
Does not license: Effectiveness, harm reduction or population representativeness
Source (field 6, as printed): IAPP/Credo AI, AI Governance Profession Report 2025
Source type (field 7): PROFESSIONAL_ASSOCIATION, SURVEY (as printed: “Professional-association survey”)
Institutional position: Professional association + vendor
Maturity (claim evidence / publication maturity): EMERGING (as printed: “EMERGING”)
Recorded date: 2026-09-25
Currentness / correction: This is the current version. No correction or concern relation is recorded on its Sources.

Version

Current version v1.0, resolved through the explicit current pointer CLAIM--LD12-HQ-C05.

Versions:v1.0 · current

Pinned Sources (field 6, version-specific)

“IAPP/Credo AI, AI Governance Profession Report 2025” → SRC-LD12-IAPP-CREDO-2025--v1.0 — IAPP/Credo AI, AI Governance Profession Report 2025; class PROFESSIONAL_ASSOCIATION, SURVEY (explicit public provenance pin)

Read the originals

SRC-LD12-IAPP-CREDO-2025: open the original

All 25 canonical Claim fields (raw values and normalized values)

#	Canonical field	Canonical value (verbatim)	Normalized (Claim Value Vocabulary v1.0.2)
1	CLAIM ID	LD12-HQ-C05	—
2	PUBLIC-FACING CLAIM	In the 2025 IAPP/Credo AI survey, 77% of surveyed organizations reported working on AI governance and only 10 of 671 expected to need no additional AI-governance staff within a year.	—
3	CLAIM TYPE	ESTIMATE	base_types: ESTIMATE
4	RESEARCH STRAND	B — Compliance organisation	—
5	MATURITY	EMERGING	states: EMERGING
6	SOURCE	IAPP/Credo AI, AI Governance Profession Report 2025	source_ids: SRC-LD12-IAPP-CREDO-2025
7	SOURCE TYPE	Professional-association survey	classes: PROFESSIONAL_ASSOCIATION, SURVEY
8	INSTITUTIONAL POSITION	Professional association + vendor	—
9	SCOPE	671 respondents from 45 countries/territories	—
10	DESIGN	Non-probability survey	—
11	SAMPLE / DATASET	671 organizations/respondents	—
12	MODEL / TOOL / VERSION	n.a.	—
13	COMPARATOR	AI users vs non-users	—
14	MAIN RESULT	77% working on AI governance; near 90% among AI users; 10/671 expected no additional staff need.	—
15	INFERENTIAL TARGET	Organizational build-out of compliance/governance functions	—
16	DOES NOT LICENSE	Effectiveness, harm reduction or population representativeness	—
17	VERIFICATION STATE	CONTENT VERIFIED	state: CONTENT_VERIFIED_PRIMARY · verified_by: UNKNOWN
18	LIMITATIONS	Selection bias and institutional interest in profession growth	—
19	CONTRADICTORY / SUPPORTING SOURCES	Case studies and IAPP materials support organizationalization	—
20	GEOGRAPHY / LANGUAGE	Global, North Atlantic skew / English	—
21	DISTRIBUTIONAL LEDGER	Professional-jurisdiction and staffing benefits; SME access effects unmeasured	—
22	R01 / FIELD-MAP LINKS	D6.2, D2, D3, Layer 0	—
23	WHAT WOULD CHANGE THIS CLAIM?	Probability-sample staffing data or administrative evidence	—
24	PUBLICATION STATUS	ELIGIBLE WITH SOURCE-POSITION QUALIFIER	state: ELIGIBLE · qualifiers: SOURCE_POSITION
25	RECORDED DATE	2026-09-25	—

Field 22 references resolved against Field Map v0.2: D6.2 (SUB_AREA); D2 (DOMAIN); D3 (DOMAIN); Layer 0 (LAYER)

Cited by Living Debate versions

LD-12 v0.1 — HQ placement: SC-LD12-R04; facets: instrument_function=COMPLIANCE_INFRASTRUCTURE, source_position=INTERESTED_ACTOR, source_class=PROFESSIONAL_ASSOCIATION_SURVEY, implementing_institution=ORGANIZATIONAL_AI_GOVERNANCE_FUNCTION, institutional_position=PROFESSIONAL_ASSOCIATION_PLUS_VENDOR

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 1657a0b8b9f7453330fb6f081cc307804f5619f9dcc67effc79024ccf0066f56.

Frozen Drive-derived inputs

R08 — LD-12 Canonical Claim Ledger v1.0 — LOCKED (v1.0) — Drive ID 1sdIAYxbpV_VV6_xzqmFgCPwej0RadgAopFLRC9iZH5Y; revision: NOT_EXPOSED_BY_DRIVE_TEXT_EXPORT; Drive modified 2026-09-26T06:41:13.718Z; block “ENTRY 05 — LD12-HQ-C05” SHA-256 ac12b9d4da2e69d6b0dcc9412d59b8b9f0abb223b175f60d84fed21b863c8471; SocioLens — Programme Status & Authority Register v0.6 status “CURRENT.”; frozen fixture fixtures/frozen/r08-ld12-claim-ledger-v1.0.
SocioLens — Proof Source Registry v0.4 (v0.4) — Drive ID 1_-GLmj6PfetWDQH2KldMv-61vmSmzdAyyxgZZZCFnbE; revision: NOT_EXPOSED_BY_DRIVE_TEXT_EXPORT; Drive modified 2026-09-27T19:04:00.374Z; block “REGISTRY ENTRY SRC-LD12-IAPP-CREDO-2025” SHA-256 62740fb8d0d015f70680a4f16e64b2601f927bc0d01750274dd40c1357c30d2f; SocioLens — Programme Status & Authority Register v0.6 status “CURRENT PROOF SOURCE REGISTRY.”; frozen fixture fixtures/frozen/proof-source-registry-v0.4.

Builder decisions (not Drive data)

VERSION = v1.0 — basis: Claim version taken from the canonical ledger artifact version (R08 — LD-12 Canonical Claim Ledger v1.0); Implementation Architecture Selection §5 logical_id/version convention.
CURRENT_POINTER = true — basis: SocioLens — Programme Status & Authority Register v0.6 status for "R08 — LD-12 Canonical Claim Ledger v1.0 — LOCKED": "CURRENT."
FIELD_6_SOURCE_REFERENCE = SRC-LD12-IAPP-CREDO-2025--v1.0 — basis: field 6 of ENTRY 05 — LD12-HQ-C05 cites "IAPP/Credo AI, AI Governance Profession Report 2025"; Builder identification: the cited work is Proof Source Registry v0.4 identity SRC-LD12-IAPP-CREDO-2025 (canonical label "IAPP/Credo AI, AI Governance Profession Report 2025"), Registry-linked to this logical Claim; SocioLens record v1.0 is its sole record.
SOURCE_PROVENANCE_PIN = SRC-LD12-IAPP-CREDO-2025--v1.0 — basis: Issue #5 proof rendering (Architecture Proof Protocol v0.1 AP-08 / Amendment v1.2 §6): explicit version-pinned public provenance of this ClaimVersion — the pinned field-6 Source record.