Norwegian private-sector registers show near-zero employment differences between the most- and least-AI-exposed occupations since late 2022, and the young-worker gap across full exposure quintiles is an imprecise zero.

SocioLens project,

Claim LD02-HQ-C09 (v1.0)

Provenance and status

Claim type: Estimate (descriptive)
Publication status: Eligible for publication, with qualifiers: descriptive
Verification state: Checked against the primary source. Who checked this claim is not recorded for it; claim checks so far were AI-led, and no person has checked claims against their sources.
Does not license: No AI effect in every occupation; no future effect; exposure equals use
Limitations: Descriptive; exposure measures; occupation-specific declines can exist
Source (as cited): Hernæs & Kostøl, IZA Discussion Paper 18767, June 2026
Source type: Working paper (recorded as “Academic working paper”)
Institutional position: Independent academic
Maturity of the evidence: Emerging evidence
Recorded date: 25 September 2026
Currentness / correction: This is the current version. No correction or concern is recorded on its sources.

Sources this version cites

Hernæs & Kostøl, IZA Discussion Paper 18767, June 2026 (Working paper)
Read the original

Version

This page shows version v1.0. Its record never changes, even when newer evidence arrives; the site may add a note to the page or withhold a figure not cleared for public use.

This pinned version is also the current version.

Versions: v1.0 · current

Raw record: every recorded field, with its coded values

All 25 canonical Claim fields, verbatim, with the coded values derived from them. The plain-language labels above are read from these.

Claim type (coded): ESTIMATE (DESCRIPTIVE) (as printed: “ESTIMATE (DESCRIPTIVE)”)
Publication status (coded): ELIGIBLE (DESCRIPTIVE) (as printed: “ELIGIBLE WITH DESCRIPTIVE QUALIFIER”)
Verification state (coded): CONTENT_VERIFIED_PRIMARY
Source type (coded): WORKING_PAPER
Maturity (coded): EMERGING

#	Canonical field	Canonical value (verbatim)	Normalized (Claim Value Vocabulary v1.0.2)
1	CLAIM ID	LD02-HQ-C09	—
2	PUBLIC-FACING CLAIM	Norwegian private-sector registers show near-zero employment differences between the most- and least-AI-exposed occupations since late 2022, and the young-worker gap across full exposure quintiles is an imprecise zero.	—
3	CLAIM TYPE	ESTIMATE (DESCRIPTIVE)	base_types: ESTIMATE · qualifiers: DESCRIPTIVE
4	RESEARCH STRAND	E — Wages, hours, employment and transitions	—
5	MATURITY	EMERGING	states: EMERGING
6	SOURCE	Hernæs & Kostøl, IZA Discussion Paper 18767, June 2026	source_ids: SRC-LD02-HERNAES-KOSTOL-IZA-18767
7	SOURCE TYPE	Academic working paper	classes: WORKING_PAPER
8	INSTITUTIONAL POSITION	Independent academic	—
9	SCOPE	Universe of Norwegian private-sector employment; through February 2026	—
10	DESIGN	Register-based descriptive exposure comparison	—
11	SAMPLE / DATASET	A-ordningen / ARBLONN administrative registers	—
12	MODEL / TOOL / VERSION	Multiple occupational exposure indices	—
13	COMPARATOR	Most- vs least-exposed quintiles	—
14	MAIN RESULT	Most exposed +0.1% vs least exposed +0.3%; broad young-worker differential is imprecisely zero	—
15	INFERENTIAL TARGET	Cross-occupation/young-worker early employment divergence	—
16	DOES NOT LICENSE	No AI effect in every occupation; no future effect; exposure equals use	—
17	VERIFICATION STATE	CONTENT VERIFIED	state: CONTENT_VERIFIED_PRIMARY · verified_by: UNKNOWN
18	LIMITATIONS	Descriptive; exposure measures; occupation-specific declines can exist	—
19	CONTRADICTORY / SUPPORTING SOURCES	Important counterevidence to US/UK canary story	—
20	GEOGRAPHY / LANGUAGE	Norway / English	—
21	DISTRIBUTIONAL LEDGER	No broad young-worker loss identified across full quintiles	—
22	R01 / FIELD-MAP LINKS	D2, L-A, L-B, R-1	—
23	WHAT WOULD CHANGE THIS CLAIM?	Later dashboard/register data show widening exposed-occupation gap	—
24	PUBLICATION STATUS	ELIGIBLE WITH DESCRIPTIVE QUALIFIER	state: ELIGIBLE · qualifiers: DESCRIPTIVE
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)

The sources as recorded, with their record IDs and coded source types:

Pinned Sources (field 6, version-specific)

“Hernæs & Kostøl, IZA Discussion Paper 18767, June 2026” → Hernæs & Kostøl, IZA Discussion Paper 18767, June 2026 (SRC-LD02-HERNAES-KOSTOL-IZA-18767--v1.0) — Hernæs & Kostøl, IZA Discussion Paper 18767, June 2026; class WORKING_PAPER (explicit public provenance pin)

Cited by Living Debate versions

Cite this page

SocioLens project. (2026, September 25). Norwegian private-sector registers show near-zero employment differences between the most- and least-AI-exposed occupations since late 2022, and the young-worker gap across full exposure quintiles is an imprecise zero [Claim LD02-HQ-C09, version v1.0]. SocioLens. https://sociolens-web.pages.dev/claims/ld02-hq-c09/v1.0/

@misc{sociolens_ld02_hq_c09_v1_0,
  author = {{SocioLens project}},
  title = {Norwegian private-sector registers show near-zero employment differences between the most- and least-AI-exposed occupations since late 2022, and the young-worker gap across full exposure quintiles is an imprecise zero.},
  year = {2026},
  date = {2026-09-25},
  howpublished = {\url{https://sociolens-web.pages.dev/claims/ld02-hq-c09/v1.0/}},
  note = {Claim LD02-HQ-C09, version v1.0}
}

The link points to this version, whose record never changes. For a finding, cite the original study as well: SocioLens summarizes research and does not replace it.

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 4afa1079d5cb1180c9dcd3a81eb20a46083c59f62a5355a0f951c41c67bf7e40.

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 09 — LD02-HQ-C09” SHA-256 c68f614b27b45499bce742d7506a8117ede1cf2e533ddcaef19ee886b235853e; 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-HERNAES-KOSTOL-IZA-18767--v1.0 — basis: field 6 of ENTRY 09 — LD02-HQ-C09 cites "Hernæs & Kostøl, IZA Discussion Paper 18767, June 2026"; HQ-ESC-sociolens-ld02-t6-20261011T133040Z-01 ruling 5: this exact frozen field-6 citation segment selects SRC-LD02-HERNAES-KOSTOL-IZA-18767--v1.0 under ruling 4; identity established by B2 lines 244–271 and the pinned R05 ledger fields 6/7/8.
SOURCE_PROVENANCE_PIN = SRC-LD02-HERNAES-KOSTOL-IZA-18767--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-HERNAES-KOSTOL-IZA-18767--v1.0 for LD02-HQ-C09--v1.0. Preserve the canonical qualification and independently authorized Source metadata.