Claim LD02-HQ-C16 (v1.0)

US work-use intensity differs sharply by measure: in Q2 2026 about 45.2% of employed adults reported current generative-AI use for work, 39.2% reported use in the last week and 13.7% reported use every workday.

Research opportunities this claim motivates

What this claim leaves open for research. Each is a hypothesis about a gap, not a finding.

Does the young-worker hiring gap hold up with survey-measured AI use instead of exposure?Representative survey data already measure US work use of generative AI, and intensity differs sharply by measure (current use, last week, every workday); the claim warns that such rates are not a causal treatment, so the design treats them as a better-targeted ranking, not as an experiment.

Provenance and status

Claim type: ESTIMATE (as printed: “ESTIMATE”)
Publication status: ELIGIBLE (DATE_OR_METRIC) (as printed: “ELIGIBLE WITH DATE/METRIC QUALIFIER”)
Verification state: CONTENT_VERIFIED_PRIMARY (as printed: “CONTENT VERIFIED”; verified by: UNKNOWN)
Does not license: Firm adoption rate; causal employment treatment; equal intensity among “users”
Source (field 6, as printed): Bick, Blandin & Deming Real-Time Population Survey / Federal Reserve FRED series, Q2 2026
Source type (field 7): SURVEY (as printed: “Survey / official statistical dissemination”)
Institutional position: Academic / Federal Reserve data dissemination
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

Current version v1.0, resolved through the explicit current pointer CLAIM--LD02-HQ-C16.

Versions:v1.0 · current

Pinned Sources (field 6, version-specific)

“Bick, Blandin & Deming Real-Time Population Survey / Federal Reserve FRED series, Q2 2026” → SRC-LD02-RPS-FRED-Q2-2026--v1.0 — Bick, Blandin & Deming Real-Time Population Survey / Federal Reserve FRED series, Q2 2026; class SURVEY (explicit public provenance pin)

Read the originals

SRC-LD02-RPS-FRED-Q2-2026: open one of the original documents

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-C16	—
2	PUBLIC-FACING CLAIM	US work-use intensity differs sharply by measure: in Q2 2026 about 45.2% of employed adults reported current generative-AI use for work, 39.2% reported use in the last week and 13.7% reported use every workday.	—
3	CLAIM TYPE	ESTIMATE	base_types: ESTIMATE
4	RESEARCH STRAND	A — Exposure, adoption and actual use	—
5	MATURITY	RAPIDLY MATURING	states: RAPIDLY_MATURING
6	SOURCE	Bick, Blandin & Deming Real-Time Population Survey / Federal Reserve FRED series, Q2 2026	source_ids: SRC-LD02-RPS-FRED-Q2-2026
7	SOURCE TYPE	Survey / official statistical dissemination	classes: SURVEY
8	INSTITUTIONAL POSITION	Academic / Federal Reserve data dissemination	—
9	SCOPE	US employed adults, Q2 2026	—
10	DESIGN	Repeated population survey	—
11	SAMPLE / DATASET	Real-Time Population Survey	—
12	MODEL / TOOL / VERSION	Generative AI tools broadly	—
13	COMPARATOR	Different use-intensity definitions	—
14	MAIN RESULT	~45.2% current work use; ~39.2% last-week work use; ~13.7% every-workday use	—
15	INFERENTIAL TARGET	Work-use prevalence/intensity	—
16	DOES NOT LICENSE	Firm adoption rate; causal employment treatment; equal intensity among “users”	—
17	VERIFICATION STATE	CONTENT VERIFIED	state: CONTENT_VERIFIED_PRIMARY · verified_by: UNKNOWN
18	LIMITATIONS	Self-report; rapidly changing measure; survey definition matters	—
19	CONTRADICTORY / SUPPORTING SOURCES	Complements Census firm/task-use distinction	—
20	GEOGRAPHY / LANGUAGE	US / English	—
21	DISTRIBUTIONAL LEDGER	Use varies by occupation/education; not adjudicated here as a public subgroup claim	—
22	R01 / FIELD-MAP LINKS	D2, L-C, R-1	—
23	WHAT WOULD CHANGE THIS CLAIM?	New quarterly survey vintage supersedes Q2 2026	—
24	PUBLICATION STATUS	ELIGIBLE WITH DATE/METRIC QUALIFIER	state: ELIGIBLE · qualifiers: DATE_OR_METRIC
25	RECORDED DATE	2026-09-25	—

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

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 9cb701b5dbf125de3d562437eed8a46f0df7031d1601c273214cd35709ba1741.

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 16 — LD02-HQ-C16” SHA-256 6f34cd5debe65fcbc83efa207fbf1bf43cbf3a6eb5d22a34c53df00f95aecd37; 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-RPS-FRED-Q2-2026--v1.0 — basis: field 6 of ENTRY 16 — LD02-HQ-C16 cites "Bick, Blandin & Deming Real-Time Population Survey / Federal Reserve FRED series, Q2 2026"; HQ-ESC-sociolens-ld02-t6-20261011T133040Z-01 ruling 5: this exact frozen field-6 citation segment selects SRC-LD02-RPS-FRED-Q2-2026--v1.0 under ruling 4; identity established by B3 lines 166–191 and the pinned R05 ledger fields 6/7/8.
SOURCE_PROVENANCE_PIN = SRC-LD02-RPS-FRED-Q2-2026--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-RPS-FRED-Q2-2026--v1.0 for LD02-HQ-C16--v1.0. Preserve the canonical qualification and independently authorized Source metadata.