Claim LD02-HQ-C15 (v1.0)
Peer-reviewed online-platform evidence shows that freelancers in occupations highly exposed to generative AI experienced short-run declines in employment and earnings after model releases.
Provenance and status
- Claim type
- ESTIMATE (as printed: “ESTIMATE”)
- Publication status
- ELIGIBLE (DIRECTIONAL, PLATFORM) (as printed: “ELIGIBLE DIRECTIONALLY WITH PLATFORM QUALIFIER”)
- Verification state
- CONTENT_VERIFIED_PRIMARY (DIRECTIONAL) (as printed: “CONTENT VERIFIED DIRECTIONALLY”; verified by: UNKNOWN)
- Does not license
- Standard employment-market effect; economy-wide displacement; exact coefficient values not line-verified here
- Source (field 6, as printed)
- Hui, Reshef & Zhou, “The Short-Term Effects of Generative Artificial Intelligence on Employment,” Organization Science 35(6), 2024
- Source type (field 7)
- PEER_REVIEWED_JOURNAL_ARTICLE (as printed: “Peer-reviewed journal article”)
- Institutional position
- Independent academic
- 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-C15--v1.0) — this page never floats to newer evidence.
This pinned version is also the current version.
Pinned Sources (field 6, version-specific)
- “Hui, Reshef & Zhou, “The Short-Term Effects of Generative Artificial Intelligence on Employment,” Organization Science 35(6), 2024” → SRC-LD02-HUI-RESHEF-ZHOU-2024--v1.0 — Hui, Reshef & Zhou, “The Short-Term Effects of Generative Artificial Intelligence on Employment,” Organization Science 35(6), 2024; class PEER_REVIEWED_JOURNAL_ARTICLE (explicit public provenance pin)
Read the originals
- SRC-LD02-HUI-RESHEF-ZHOU-2024: 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-C15 | — |
| 2 | PUBLIC-FACING CLAIM | Peer-reviewed online-platform evidence shows that freelancers in occupations highly exposed to generative AI experienced short-run declines in employment and earnings after model releases. | — |
| 3 | CLAIM TYPE | ESTIMATE | base_types: ESTIMATE |
| 4 | RESEARCH STRAND | E — Wages, hours, employment and transitions | — |
| 5 | MATURITY | RAPIDLY MATURING | states: RAPIDLY_MATURING |
| 6 | SOURCE | Hui, Reshef & Zhou, “The Short-Term Effects of Generative Artificial Intelligence on Employment,” Organization Science 35(6), 2024 | source_ids: SRC-LD02-HUI-RESHEF-ZHOU-2024 |
| 7 | SOURCE TYPE | Peer-reviewed journal article | classes: PEER_REVIEWED_JOURNAL_ARTICLE |
| 8 | INSTITUTIONAL POSITION | Independent academic | — |
| 9 | SCOPE | Large global online freelance platform; writing/image-related occupations | — |
| 10 | DESIGN | Difference-in-differences around generative-model releases | — |
| 11 | SAMPLE / DATASET | Platform transactions / freelancer activity | — |
| 12 | MODEL / TOOL / VERSION | ChatGPT, DALL-E 2, Midjourney-era shocks | — |
| 13 | COMPARATOR | Less-affected freelance occupations | — |
| 14 | MAIN RESULT | Employment and earnings decline in highly affected occupations; high prior quality does not fully insulate workers | — |
| 15 | INFERENTIAL TARGET | Short-run platform-market substitution | — |
| 16 | DOES NOT LICENSE | Standard employment-market effect; economy-wide displacement; exact coefficient values not line-verified here | — |
| 17 | VERIFICATION STATE | CONTENT VERIFIED DIRECTIONALLY | state: CONTENT_VERIFIED_PRIMARY · qualifiers: DIRECTIONAL · verified_by: UNKNOWN |
| 18 | LIMITATIONS | Platform-specific; spot-market labour; exact −2% / −5.2% coefficients remain HOLD for public use | — |
| 19 | CONTRADICTORY / SUPPORTING SOURCES | Stronger substitution setting than incumbent firm studies | — |
| 20 | GEOGRAPHY / LANGUAGE | Global platform / English | — |
| 21 | DISTRIBUTIONAL LEDGER | Higher historical quality does not eliminate exposure; occupational effects vary | — |
| 22 | R01 / FIELD-MAP LINKS | D1, D2, L-A, L-B | — |
| 23 | WHAT WOULD CHANGE THIS CLAIM? | Longer panel or alternative platform data reverse the employment/earnings direction | — |
| 24 | PUBLICATION STATUS | ELIGIBLE DIRECTIONALLY WITH PLATFORM QUALIFIER | state: ELIGIBLE · qualifiers: DIRECTIONAL, PLATFORM |
| 25 | RECORDED DATE | 2026-09-25 | — |
Field 22 references resolved against Field Map v0.2: D1 (DOMAIN); D2 (DOMAIN); L-A (LENS); L-B (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 f09775d2eac5448c58eefde3305a3cb20d5d045d6ac59a5b14c7b55a6ef89f12.
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 15 — LD02-HQ-C15” SHA-25619b9195b5074c05d0ff41478c2422d5db3c2441daf0914fb1409e5b64762cd9d; SocioLens — Programme Status & Authority Register v0.6 status “CURRENT.”; frozen fixturefixtures/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-HUI-RESHEF-ZHOU-2024--v1.0 — basis: field 6 of ENTRY 15 — LD02-HQ-C15 cites "Hui, Reshef & Zhou, “The Short-Term Effects of Generative Artificial Intelligence on Employment,” Organization Science 35(6), 2024"; HQ-ESC-sociolens-ld02-t6-20261011T133040Z-01 ruling 5: this exact frozen field-6 citation segment selects SRC-LD02-HUI-RESHEF-ZHOU-2024--v1.0 under ruling 4; identity established by B3 lines 140–165 and the pinned R05 ledger fields 6/7/8.
- SOURCE_PROVENANCE_PIN = SRC-LD02-HUI-RESHEF-ZHOU-2024--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-HUI-RESHEF-ZHOU-2024--v1.0 for LD02-HQ-C15--v1.0. Preserve the canonical qualification and independently authorized Source metadata.