Claim LD02-HQ-C18 (v1.0)

As of September 2026, Budget Lab monitoring finds no clear broad US employment, unemployment or occupational-mix footprint attributable to AI, while explicitly warning that effects concentrated in narrow subgroups may be missed by broad CPS measures.

Provenance and status

Claim type: ESTIMATE (DESCRIPTIVE, MONITORING) (as printed: “ESTIMATE (DESCRIPTIVE / MONITORING)”)
Publication status: ELIGIBLE (MONITORING, BROAD_SCOPE) (as printed: “ELIGIBLE WITH BROAD-MONITORING QUALIFIER”)
Verification state: CONTENT_VERIFIED_PRIMARY (as printed: “CONTENT VERIFIED”; verified by: UNKNOWN)
Does not license: No entry-level effect; no future effect; proof that US AI has no employment consequences
Source (field 6, as printed): The Budget Lab at Yale, “Tracking the Impact of AI on the Labor Market,” updated 15 September 2026; methods/update material May 2026
Source type (field 7): POLICY_RESEARCH_OR_MONITORING (as printed: “Independent think-tank / academic monitoring”)
Institutional position: Independent non-partisan research group
Maturity (claim evidence / publication maturity): RAPIDLY_MATURING (as printed: “RAPIDLY MATURING”)
Recorded date: 2026-09-25
Currentness / correction: This is the current version. No correction or concern relation is recorded on its Sources.

Version

Pinned version v1.0 (entry LD02-HQ-C18--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)

“The Budget Lab at Yale, “Tracking the Impact of AI on the Labor Market,” updated 15 September 2026” → SRC-LD02-YALE-BUDGET-LAB-TRACKER-2026-09-15--v1.0 — The Budget Lab at Yale, “Tracking the Impact of AI on the Labor Market,” updated 15 September 2026; class POLICY_RESEARCH_OR_MONITORING (explicit public provenance pin)
“methods/update material May 2026” → SRC-LD02-YALE-BUDGET-LAB-METHODS-2026-05-07--v1.0 — The Budget Lab at Yale, “What We Do and Don’t Know About How AI is Affecting the Labor Market,” 7 May 2026; class POLICY_RESEARCH_OR_MONITORING (explicit public provenance pin)

Read the originals

SRC-LD02-YALE-BUDGET-LAB-TRACKER-2026-09-15: open the original
SRC-LD02-YALE-BUDGET-LAB-METHODS-2026-05-07: 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	LD02-HQ-C18	—
2	PUBLIC-FACING CLAIM	As of September 2026, Budget Lab monitoring finds no clear broad US employment, unemployment or occupational-mix footprint attributable to AI, while explicitly warning that effects concentrated in narrow subgroups may be missed by broad CPS measures.	—
3	CLAIM TYPE	ESTIMATE (DESCRIPTIVE / MONITORING)	base_types: ESTIMATE · qualifiers: DESCRIPTIVE, MONITORING
4	RESEARCH STRAND	E — Wages, hours, employment and transitions	—
5	MATURITY	RAPIDLY MATURING	states: RAPIDLY_MATURING
6	SOURCE	The Budget Lab at Yale, “Tracking the Impact of AI on the Labor Market,” updated 15 September 2026; methods/update material May 2026	source_ids: SRC-LD02-YALE-BUDGET-LAB-TRACKER-2026-09-15, SRC-LD02-YALE-BUDGET-LAB-METHODS-2026-05-07
7	SOURCE TYPE	Independent think-tank / academic monitoring	classes: POLICY_RESEARCH_OR_MONITORING
8	INSTITUTIONAL POSITION	Independent non-partisan research group	—
9	SCOPE	US broad labour market through September 2026	—
10	DESIGN	Occupational-mix tracking and synthetic difference-in-differences using exposure/use measures	—
11	SAMPLE / DATASET	Current Population Survey and related exposure/use inputs	—
12	MODEL / TOOL / VERSION	Multiple AI exposure/use measures	—
13	COMPARATOR	Pre-AI occupational trends / exposure groups	—
14	MAIN RESULT	No clear broad labour-market footprint yet; narrow recent-graduate/cohort effects may be below CPS resolution	—
15	INFERENTIAL TARGET	Broad economy-wide observable labour-market disruption	—
16	DOES NOT LICENSE	No entry-level effect; no future effect; proof that US AI has no employment consequences	—
17	VERIFICATION STATE	CONTENT VERIFIED	state: CONTENT_VERIFIED_PRIMARY · verified_by: UNKNOWN
18	LIMITATIONS	CPS power for narrow groups; exposure measurement; remote-work/cyclical confounds	—
19	CONTRADICTORY / SUPPORTING SOURCES	Compatible with Canaries/Tucker if effects are narrow entry margins	—
20	GEOGRAPHY / LANGUAGE	US / English	—
21	DISTRIBUTIONAL LEDGER	Broad aggregates may conceal cohort-specific divergence	—
22	R01 / FIELD-MAP LINKS	D2, L-A, L-B, R-1	—
23	WHAT WOULD CHANGE THIS CLAIM?	Broad employment/unemployment/occupational-mix changes become statistically aligned with AI exposure/use	—
24	PUBLICATION STATUS	ELIGIBLE WITH BROAD-MONITORING QUALIFIER	state: ELIGIBLE · qualifiers: MONITORING, BROAD_SCOPE
25	RECORDED DATE	2026-09-25	—

Field 22 references resolved against Field Map v0.2: D2 (DOMAIN); L-A (LENS); L-B (LENS); R-1 (LENS)

Cited by Living Debate versions

LD-02 v0.1

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 ed955fbaed61fe1a482ae330cfe1d1e4f9d6f5e4b862a710c04d902cef6e1a7a.

Frozen Drive-derived inputs

R05 — LD-02 Canonical Claim Ledger v1.0 — LOCKED (v1.0) — Drive ID 1y7Iid5SaEnjKaPZ7ZsSSVj8dASVlSF8b; revision: NOT_EXPOSED_BY_DRIVE_TEXT_EXPORT; Drive modified ; block “ENTRY 18 — LD02-HQ-C18” SHA-256 0eebf38e56d1162e8385d8618dd9fabc61c9470973d8d39798b3786c8d5b71fe; SocioLens — Programme Status & Authority Register v0.6 status “CURRENT.”; frozen fixture fixtures/frozen/r05-ld02-claim-ledger-v1.0-canonical.

Builder decisions (not Drive data)

VERSION = v1.0 — basis: Claim version taken from the locked R05 canonical ledger v1.0; HQ-ESC-sociolens-ld02-t6-20261011T133040Z-01 ruling 1 authorizes completion of its existing canonical claim corpus. This is the first materialized version of this logical Claim, not a research update.
CURRENT_POINTER = true — basis: SocioLens — Programme Status & Authority Register v0.6 status for "R05 — LD-02 Canonical Claim Ledger v1.0 — LOCKED": "CURRENT."
FIELD_6_SOURCE_REFERENCE = SRC-LD02-YALE-BUDGET-LAB-TRACKER-2026-09-15--v1.0 — basis: field 6 of ENTRY 18 — LD02-HQ-C18 cites "The Budget Lab at Yale, “Tracking the Impact of AI on the Labor Market,” updated 15 September 2026"; HQ-ESC-sociolens-ld02-t6-20261011T133040Z-01 ruling 5: this exact frozen field-6 citation segment selects SRC-LD02-YALE-BUDGET-LAB-TRACKER-2026-09-15--v1.0 under ruling 4; identity established by B1 lines 158–186 and the pinned R05 ledger fields 6/7/8.
FIELD_6_SOURCE_REFERENCE = SRC-LD02-YALE-BUDGET-LAB-METHODS-2026-05-07--v1.0 — basis: field 6 of ENTRY 18 — LD02-HQ-C18 cites "methods/update material May 2026"; HQ-ESC-sociolens-ld02-t6-20261011T133040Z-01 ruling 5: this exact frozen field-6 citation segment selects SRC-LD02-YALE-BUDGET-LAB-METHODS-2026-05-07--v1.0 under ruling 4; identity established by B1 lines 158–186 and the pinned R05 ledger fields 6/7/8.
SOURCE_PROVENANCE_PIN = SRC-LD02-YALE-BUDGET-LAB-TRACKER-2026-09-15--v1.0 — basis: HQ-ESC-sociolens-ld02-t6-20261011T133040Z-01 ruling 5 / Publication System Amendment v1.2 §§4,6: explicit version-pinned public provenance selection of SRC-LD02-YALE-BUDGET-LAB-TRACKER-2026-09-15--v1.0 for LD02-HQ-C18--v1.0. Preserve the canonical qualification and independently authorized Source metadata.
SOURCE_PROVENANCE_PIN = SRC-LD02-YALE-BUDGET-LAB-METHODS-2026-05-07--v1.0 — basis: HQ-ESC-sociolens-ld02-t6-20261011T133040Z-01 ruling 5 / Publication System Amendment v1.2 §§4,6: explicit version-pinned public provenance selection of SRC-LD02-YALE-BUDGET-LAB-METHODS-2026-05-07--v1.0 for LD02-HQ-C18--v1.0. Preserve the canonical qualification and independently authorized Source metadata.