Claim LD08-SL-C17 (v1.0)
Anthropic’s first Economic Index report classified Claude conversations as 57% augmentation and 43% automation; the classifications were made by Claude and checked by the authors on 150 hand-validated conversations drawn from those for which users had submitted feedback, with 90.7% agreement on the augmentation–automation label and 86% to 95.3% acceptable task assignments by level of detail.
Research opportunities this claim motivates
What this claim leaves open for research. Each is a hypothesis about a gap, not a finding.
- Do developers' usage statistics hold up when someone else classifies the conversations?Classifications made by the developer's model and checked on 150 conversations chosen from those with user feedback.
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 (PREPRINT) (as printed: “CONTENT VERIFIED PREPRINT”; verified by: UNKNOWN)
- Does not license
- A description of AI use in general or on other platforms, which the authors say may differ
- Source (field 6, as printed)
- Handa, Tamkin, McCain, Huang, Durmus et al., “Which Economic Tasks are Performed with AI? Evidence from Millions of Claude Conversations,” arXiv:2503.04761, 2025
- Source type (field 7)
- PREPRINT (as printed: “Preprint”)
- Institutional position
- AI developer self-report (Anthropic, the developer of the model that drafted this debate)
- Maturity (claim evidence / publication maturity)
- EMERGING (as printed: “EMERGING”)
- Recorded date
- 2026-10-16
- 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--LD08-SL-C17.
Pinned Sources (field 6, version-specific)
- “Handa, Tamkin, McCain, Huang, Durmus et al., “Which Economic Tasks are Performed with AI? Evidence from Millions of Claude Conversations,” arXiv:2503.04761, 2025” → SRC-SL-HANDA-ET-AL-ARXIV-2503-04761--v1.0 — Handa, Tamkin, McCain, Huang, Durmus et al., “Which Economic Tasks are Performed with AI? Evidence from Millions of Claude Conversations,” arXiv:2503.04761, 2025; class PREPRINT (explicit public provenance pin)
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 | LD08-SL-C17 | — |
| 2 | PUBLIC-FACING CLAIM | Anthropic’s first Economic Index report classified Claude conversations as 57% augmentation and 43% automation; the classifications were made by Claude and checked by the authors on 150 hand-validated conversations drawn from those for which users had submitted feedback, with 90.7% agreement on the augmentation–automation label and 86% to 95.3% acceptable task assignments by level of detail. | — |
| 3 | CLAIM TYPE | ESTIMATE | base_types: ESTIMATE |
| 4 | RESEARCH STRAND | B — Data and access | — |
| 5 | MATURITY | EMERGING | states: EMERGING |
| 6 | SOURCE | Handa, Tamkin, McCain, Huang, Durmus et al., “Which Economic Tasks are Performed with AI? Evidence from Millions of Claude Conversations,” arXiv:2503.04761, 2025 | source_ids: SRC-SL-HANDA-ET-AL-ARXIV-2503-04761 |
| 7 | SOURCE TYPE | Preprint | classes: PREPRINT |
| 8 | INSTITUTIONAL POSITION | AI developer self-report (Anthropic, the developer of the model that drafted this debate) | — |
| 9 | SCOPE | Claude.ai Free and Pro conversations, December 2024 to January 2025 | — |
| 10 | DESIGN | Model-based mapping of conversations to occupational tasks (O*NET) and to modes of collaboration | — |
| 11 | SAMPLE / DATASET | Over 4 million conversations; 150 hand-validated examples per classification | — |
| 12 | MODEL / TOOL / VERSION | Claude models, via Clio | — |
| 13 | COMPARATOR | Not applicable | — |
| 14 | MAIN RESULT | 57% augmentation, 43% automation; about 36% of occupations use AI for at least a quarter of their tasks; validation 95.3% (top level), 91.3% (middle), 86% (task level); 90.7% for the automation–augmentation label | — |
| 15 | INFERENTIAL TARGET | What tasks people use one developer’s AI system for | — |
| 16 | DOES NOT LICENSE | A description of AI use in general or on other platforms, which the authors say may differ | — |
| 17 | VERIFICATION STATE | CONTENT VERIFIED PREPRINT | state: CONTENT_VERIFIED_PRIMARY · qualifiers: PREPRINT · verified_by: UNKNOWN |
| 18 | LIMITATIONS | Read in arXiv version 1; validation sample drawn from feedback conversations, which may not represent all use; data are 7-day snapshots; one platform; the authors say the true augmentation share may be even higher and list these limits themselves | — |
| 19 | CONTRADICTORY / SUPPORTING SOURCES | LD08-SL-C18; LD08-SL-C21 | — |
| 20 | GEOGRAPHY / LANGUAGE | Global platform / English | — |
| 21 | DISTRIBUTIONAL LEDGER | Occupational coverage is uneven; O*NET is US-centric | — |
| 22 | R01 / FIELD-MAP LINKS | LD-08, D3, D2 | — |
| 23 | WHAT WOULD CHANGE THIS CLAIM? | An independent re-classification of comparable conversation data | — |
| 24 | PUBLICATION STATUS | ELIGIBLE WITH SOURCE-POSITION QUALIFIER | state: ELIGIBLE · qualifiers: SOURCE_POSITION |
| 25 | RECORDED DATE | 2026-10-16 | — |
Field 22 references resolved against Field Map v0.2: LD-08 (LIVING_DEBATE); D3 (DOMAIN); D2 (DOMAIN)
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 769e196321944f0badbf6b24fe45b3d157fab479a06596e470aa860e0a07e98a.
Repository-authored inputs (not Drive exports)
- SocioLens claim — LD08-SL-C17 v1.0 (v1.0) — written in the SocioLens repository by Project Lead (Claude, AI) on 2026-10-16; no Drive identity exists. Authority: AGENTS.md "Authority" (the Project Lead decides research content within the research-integrity rules) and the Owner's choice in the SocioLens project chat on 16 October 2026 to build the LD-08 debate; a new Claim, first version, written from the project's LD-08 source notes, checked against full texts, official web pages or official abstracts. Block “ENTRY 17 — LD08-SL-C17” SHA-256
8fd5ec132c2b774aee790caf718c961366aec8ea783126230aed21ddb6dcbb60; fixturefixtures/authored/claims/LD08-SL-C17--v1.0.
Builder decisions (not Drive data)
- VERSION = v1.0 — basis: Claim version taken from the repository-authored claim fixture version (SocioLens claim — LD08-SL-C17 v1.0); the first version of a new Claim of the LD-08 debate
- CURRENT_POINTER = true — basis: repository-authored claim "SocioLens claim — LD08-SL-C17 v1.0" (Project Lead (Claude, AI), 2026-10-16); basis: AGENTS.md "Authority" (the Project Lead decides research content within the research-integrity rules) and the Owner's choice in the SocioLens project chat on 16 October 2026 to build the LD-08 debate; a new Claim, first version, written from the project's LD-08 source notes, checked against full texts, official web pages or official abstracts
- FIELD_6_SOURCE_REFERENCE = SRC-SL-HANDA-ET-AL-ARXIV-2503-04761--v1.0 — basis: field 6 of ENTRY 17 — LD08-SL-C17 cites "Handa, Tamkin, McCain, Huang, Durmus et al., “Which Economic Tasks are Performed with AI? Evidence from Millions of Claude Conversations,” arXiv:2503.04761, 2025"; the only field-6 segment of this ClaimVersion's repository-authored ledger block.
- SOURCE_PROVENANCE_PIN = SRC-SL-HANDA-ET-AL-ARXIV-2503-04761--v1.0 — basis: explicit version-pinned public provenance of this ClaimVersion (Amendment v1.2 §6): the pinned field-6 Source record "Handa, Tamkin, McCain, Huang, Durmus et al., “Which Economic Tasks are Performed with AI? Evidence from Millions of Claude Conversations,” arXiv:2503.04761, 2025".