Claim

Roughly one million professional positions in the United States are now classified as AI jobs.

Type QUANTITATIVE · truth-evaluable: yes · status at snapshot: ACTIVE · created seq 3065

Referenced 206 times: checked 7, looked up by assistants 0, viewed 116, shared 83. A count of attention, not evidence.

Topics

Employment · 03192ed8 AI · 03192ed8

Assessment

Supported

Score: 0.9526 under ledger-default@0.3.0 at snapshot 27745

3 of 4 review checks done · 3 counted

3 independent evidence lineages · review checks 3 of 4 · stability HIGH

Main unresolved issue: 10 counted evidence items have no independence review; repeats of one origin may be counted as several coverage:59b89574-a03e-828c-8b4e-1124b4f5175d

Not yet independently audited.A quoted passage from comptia.org, cset.georgetown.edu, news.linkedin.com, and warpnews.org was not found on the page when Galedra fetched it.A quoted passage is in something this server does not read, such as a PDF or a recording, so it has not been checked here.

Why?

Strongest counted support: An Economist estimate summarized by Warp News puts the number of U.S. AI jobs at around one million; the estimate uses a broad definition of AI jobs and differs from narrower technical-workforce counts. weight 1.800000 evidence

Suppressed as dependent: The transcription says roughly one million professional positions are now classified as AI jobs.

Review gaps: independence reviewed

What would most change this: One independent, direct measurement that contradicts this claim would move it from Supported to Leans supported.

Hide calculation

0.9526 under ledger-default@0.3.0 at snapshot 27745 · state Supported · Review checks: 3 of 4 · stability HIGH · 11 sources, 3 independent lineages

Model ledger-default@0.3.0 (the default model, not the answer) · snapshot 27745 · trace sha256:3251ef30ba11f79010c078f2a28cfebd3a3bddc700762c4f2bf646aeff8332d8

Last changed at entry seq 15274; nothing logged since has borne on this claim.

How the number was reached

Each counted link is weighed by multiplying the factors the model declares; a factor it does not declare is not shown. Every factor name below links to what that number means.

Link	Working	Weight	Counted as
b5adeb1f support	relevance DIRECT 2.0 × observation DIRECT_TEXT 0.9 × interpretation 1 step, 1 − 0.15 × 1 0.850000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance SELF 0.0 × edition NAMED_OR_UNRELATED 1	0.000000	0.000000
8c884f3e support	relevance DIRECT 2.0 × observation DIRECT_TEXT 0.9 × interpretation 1 step, 1 − 0.15 × 1 0.850000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance SELF 0.0 × edition NAMED_OR_UNRELATED 1	0.000000	0.000000 (dependent strongest only, kept b5adeb1f)
b9a90134 support	relevance WEAK 0.2 × observation HEARSAY 0.1 × interpretation 2 steps, 1 − 0.15 × 2 0.700000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance SELF 0.0 × edition NAMED_OR_UNRELATED 1	0.000000	0.000000
20b93bd4 support	relevance DIRECT 2.0 × observation DIRECT_TEXT 0.9 × interpretation 0 steps, 1 − 0.15 × 0 1.000000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1	1.800000	1.800000
2db08f45 support	relevance DIRECT 2.0 × observation EXPERT_ANALYSIS 0.3 × interpretation 0 steps, 1 − 0.15 × 0 1.000000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1	0.600000	0.600000
d7f57d07 qualify	relevance MODERATE 0.6 × observation DIRECT_TEXT 0.9 × interpretation 1 step, 1 − 0.15 × 1 0.850000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1	0.459000	0.000000 (non directional)
db1d57cb qualify	relevance MODERATE 0.6 × observation DIRECT_TEXT 0.9 × interpretation 1 step, 1 − 0.15 × 1 0.850000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1	0.459000	0.000000 (non directional)
629d72b4 qualify	relevance DIRECT 2.0 × observation DIRECT_TEXT 0.9 × interpretation 0 steps, 1 − 0.15 × 0 1.000000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1	1.800000	0.000000 (non directional)
a0d9ce57 qualify	relevance STRONG 1.2 × observation DIRECT_TEXT 0.9 × interpretation 0 steps, 1 − 0.15 × 0 1.000000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1	1.080000	0.000000 (non directional)
bb4d33ed support	relevance DIRECT 2.0 × observation EXPERT_ANALYSIS 0.3 × interpretation 0 steps, 1 − 0.15 × 0 1.000000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1	0.600000	0.600000
0387d163 qualify	relevance DIRECT 2.0 × observation DIRECT_TEXT 0.9 × interpretation 0 steps, 1 − 0.15 × 0 1.000000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1	1.800000	0.000000 (non directional)

prior 0.50 → log-odds 0.000000 + 3.000000 (the counted weights) = 3.000000 → probability 0.9526

Under neighbouring settings of the same model: 0.8909 to 0.9802, a spread of 0.0893.

Half-even rounding, six places for weights and four for the probability. The same inputs under the same model reproduce this exactly; that is what the trace hash above is for. How a score is worked out explains every factor, why it is there, and what the model sets it to.

Your view

Registered views

Nobody has registered a view yet.

Registered views are personal belief, not evidence: they never change Galedra's assessment. Affiliations are self-declared and shown only for groups of 5 or more.

Checked as part of

Statements this claim was broken out of. The claim is scored on its own; a statement's reading only counts its claims.

“Roughly one million professional positions in the United States are now classified as AI jobs.” · 1 claim · 29 September 2026
“Roughly one million professional positions in the United States are now classified as AI jobs.” · 1 claim · 28 September 2026
“Roughly one million professional positions in the United States are now classified as AI jobs.” · 1 claim · 28 September 2026
“Roughly one million professional positions in the United States are now classified as AI jobs.” · 1 claim · 28 September 2026
“Roughly one million professional positions in the United States are now classified as AI jobs.” · 1 claim · 28 September 2026
“Roughly one million professional positions in the United States are now classified as AI jobs.” · 1 claim · 20 September 2026
“The Navier–Stokes proof was produced by roughly 10,000 OpenAI agents working for about 88 hours.” · 26 claims · 20 September 2026

Evidence for

Diamandis cites labour data putting about a million US positions in the AI category.

From OpenAI Agents Hijack a German Website, Jensen Declares AGI Arrived, and OpenAI Solves Navier-Stokes Read 2026-09-20 Relevance WEAK Steps 2 Counted

No dataset or agency is named behind the classification.
The passage says roughly 1 million professional positions are now classified as AI jobs in the US.

From OpenAI Agents Hijack a German Website, Jensen Declares AGI Arrived, and OpenAI Solves Navier-Stokes Read 2026-09-20 Relevance DIRECT Steps 1 Counted

Verbatim.
The transcription says roughly one million professional positions are now classified as AI jobs.

From OpenAI Agents Hijack a German Website, Jensen Declares AGI Arrived, and OpenAI Solves Navier-Stokes Read 2026-09-20 Relevance DIRECT Steps 1 Counted
An Economist estimate summarized by Warp News puts the number of U.S. AI jobs at around one million; the estimate uses a broad definition of AI jobs and differs from narrower technical-workforce counts.

From AI has created a million new jobs in the US Read 2026-09-28 Relevance DIRECT Steps 0 Counted

This directly supports the approximate count while documenting that definitions and methodologies vary.
Tech Times reports a Burning Glass Institute estimate of roughly one million AI-specific professional jobs in America.

From AI Was Supposed to Destroy Jobs. Instead, 1 Million New US Roles Have Emerged: But Who Gets Them? Read 2026-09-28 Relevance DIRECT Steps 0 Counted
TBPN independently reports the estimate that roughly one percent of American professional jobs are AI-specific, totaling about one million.

From The Economist says AI has created 1M new jobs in America — fear of the apocalypse officially postponed Read 2026-09-28 Relevance DIRECT Steps 0 Counted

Evidence against

None.

Qualifications

The Economist reports AI has created about 1 million US jobs, net of roughly 200,000 layoffs.

From The jobs apocalypse is postponed. An AI jobs boom is here Read 2026-09-20 Relevance MODERATE Steps 1 Counted

The figure is jobs CREATED BY AI, net of roughly 200,000 layoffs and including data-centre construction and above-trend engineering and data roles. That is not the same as positions "classified as AI jobs", which is what the claim says. The University of Maryland/LinkUp tracker, which does classify postings requiring AI skills, put AI postings at only 1.13% of all US postings in 2025.
CSET estimates 519,000 U.S. AI-development workers and says broader AI-workforce counts include adopters and AI-exposed workers.

From Identifying the AI Development Workforce Read 2026-09-28 Relevance STRONG Steps 0 Counted

The claim’s million figure may use a broader definition than CSET’s technical AI-development definition; this source does not establish the broader figure.
BLS describes AI-related employment effects across selected occupations, with growth in some and declines in others, not one unified AI-jobs category.

From Artificial intelligence, information technology, and employment, 2024–34 Read 2026-09-28 Relevance DIRECT Steps 0 Counted

The official projection reports selected AI- and IT-related occupations and mixed growth effects, materially qualifying a single one-million classified-jobs figure.
CompTIA reports over 275,000 U.S. postings mentioning AI skills, including dedicated AI roles and broader jobs requiring AI fluency; this qualifies the broader one-million-position estimate.

From Key employment metrics, market insights and the impact of AI revealed in CompTIA State of Tech Workforce 2026 report Read 2026-09-28 Relevance DIRECT Steps 0 Counted

The source distinguishes dedicated AI positions from roles that merely require AI skills, so it does not independently establish one million classified AI jobs.
LinkedIn reports 1.3 million new AI-enabled jobs globally over two years, using job postings from 2023–2025; the report does not state that roughly one million professional AI positions currently exist in the United States.

From A New World of Work: Global Labor Market Rotates, Not Retreats Read 2026-09-29 Relevance MODERATE Steps 1 Counted

This qualifies the claim’s geography, time window, and metric: LinkedIn’s headline figure is global new postings, not a current U.S. stock of professional positions.

Suppressed as dependent

Evidence	Group	Kept instead
20b899c7		b5adeb1f

Inferences

Concluded from

None.

Used as a premise in

None.

An inference is interpretation, not evidence: it never changes the assessment of its conclusion. Each premise is a claim with its own evidence.

Threads

None. Threads are for disagreements about how a determination was made — a statement whose figures are not in the passage it rests on, two sources that may share an origin. Something about the world belongs in the evidence above.

Claim edges

None. Edges are stored and displayed; v0.1 does not propagate probability across them.

Review checklist

Review checks: 3 of 4

2 checks by this claim's own author, alongside the independent review above. 1 QUALIFIER CHECK · 1 EVIDENCE VERIFICATION. A check by the person who recorded a claim does not raise its review coverage.

Check	Done	By
qualifiers reviewed	yes	1f53500a
opposing search done	yes	8739c893
independence reviewed	no
primary source reviewed	yes	d7f57d07, 629d72b4, a0d9ce57

Summary

Supported. The main support is: An Economist estimate summarized by Warp News puts the number of U.S. AI jobs at around one million; the estimate uses a broad definition of AI jobs and differs from narrower technical-workforce counts. 7bbb0eac

1 further item repeats the same origin and is not independent evidence. 20b899c7

Qualifier: LinkedIn reports 1.3 million new AI-enabled jobs globally over two years, using job postings from 2023–2025; the report does not state that roughly one million professional AI positions currently exist in the United States. 8997ec61

Qualifier: The Economist reports AI has created about 1 million US jobs, net of roughly 200,000 layoffs. 00899264

Qualifier: BLS describes AI-related employment effects across selected occupations, with growth in some and declines in others, not one unified AI-jobs category. 9c390c26

Qualifier: CSET estimates 519,000 U.S. AI-development workers and says broader AI-workforce counts include adopters and AI-exposed workers. 9a06b47c

Generated by stub-v0.1; every sentence cites graph ids.

Contribution history

seq	event	detail
3065	APPENDED
3066	ACCEPT	AUTOMATIC_AFTER_VALIDATION
3219	LINK_EVIDENCE	by 03192ed8 (accepted)
4377	LINK_EVIDENCE	by 03192ed8 (accepted)
6600	TASK_RESULT	by 8b5e81bf (accepted)
8232	TASK_RESULT	by 1efd24fe (accepted)
9375	LINK_EVIDENCE	by 1efd24fe (accepted)
9473	LINK_EVIDENCE	by 1efd24fe (accepted)
9588	LINK_EVIDENCE	by 1efd24fe (accepted)
10678	TASK_RESULT	by 1efd24fe (accepted)
13273	LINK_EVIDENCE	by 1efd24fe (accepted)
15273	LINK_EVIDENCE	by 1efd24fe (accepted)

Score trace

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