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.

SocioLens project,

Claim LD08-SL-C17 (v1.0)

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
Publication status: Eligible for publication, with qualifiers: source position
Verification state: Checked against the primary source; the source is a preprint. 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: A description of AI use in general or on other platforms, which the authors say may differ
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
Source (as cited): 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: Preprint (recorded as “Preprint”)
Institutional position: AI developer self-report (Anthropic, the developer of the model that drafted this debate)
Maturity of the evidence: Emerging evidence
Recorded date: 16 October 2026
Currentness / correction: This is the current version. No correction or concern is recorded on its sources.

Sources this version 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 (Preprint)
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Version

This is the current version, v1.0. Earlier versions stay available, and their records never change.

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 (as printed: “ESTIMATE”)
Publication status (coded): ELIGIBLE (SOURCE_POSITION) (as printed: “ELIGIBLE WITH SOURCE-POSITION QUALIFIER”)
Verification state (coded): CONTENT_VERIFIED_PRIMARY (PREPRINT)
Source type (coded): PREPRINT
Maturity (coded): EMERGING

#	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)

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

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” → Handa et al. (2025), “Which Economic Tasks are Performed…” (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)

Cited by Living Debate versions

Who can know about AI? Epistemic dependence and jurisdiction over the field (v0.1) LD-08

Cite this page

SocioLens project. (2026, October 16). 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 [Claim LD08-SL-C17, version v1.0]. SocioLens. https://sociolens-web.pages.dev/claims/ld08-sl-c17/v1.0/

@misc{sociolens_ld08_sl_c17_v1_0,
  author = {{SocioLens project}},
  title = {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.},
  year = {2026},
  date = {2026-10-16},
  howpublished = {\url{https://sociolens-web.pages.dev/claims/ld08-sl-c17/v1.0/}},
  note = {Claim LD08-SL-C17, 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 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; fixture fixtures/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".