Claim

Studies show that around 74 per cent of work in large companies is coordination work, which Erik Brynjolfsson calls white collar drudgery.

Type QUANTITATIVE · truth-evaluable: yes · status at snapshot: ACTIVE · created seq 3089

Referenced 235 times: checked 5, looked up by assistants 0, viewed 168, shared 62. A count of attention, not evidence.

Topics

Employment · 03192ed8 Business · 03192ed8

Assessment

Leans contradicted

Score: 0.2854 under ledger-default@0.3.0 at snapshot 27745

3 of 4 review checks done · 3 counted

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

Main unresolved issue: 12 counted evidence items have no independence review; repeats of one origin may be counted as several coverage:2ac78cce-757c-8226-8d69-7f2805362ecb

Not yet independently audited.Evidence points both ways.A quoted passage from gsb.stanford.edu 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.

Related: NARROWS incoming: Supported

Why?

Strongest counted support: The podcast transcript attributes to Brynjolfsson the framing of repetitive coordination and reporting as white-collar drudgery. weight 0.540000 evidence

Strongest counted contradiction: The Brynjolfsson coauthored study analyzes email, IT use, productivity and multitasking in an executive-recruiting firm; its abstract and results do not state that 74 percent of work in large companies is coordination work or call that figure white-collar drudgery. weight 0.540000 evidence

Suppressed as dependent: Speaker says studies show something like 74 per cent of work in big companies is coordination work.; The excerpt says studies find about 74% of big-company work is coordination and attributes “white collar drudgery” to Eric Brynjolfsson.

Review gaps: independence reviewed

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

Hide calculation

0.2854 under ledger-default@0.3.0 at snapshot 27745 · state Leans contradicted · Review checks: 3 of 4 · stability MEDIUM · 12 sources, 4 independent lineages

Model ledger-default@0.3.0 (the default model, not the answer) · snapshot 27745 · trace sha256:cf5e3a91ff2577f50e2a21611148fc139a1ffda5b217eff399220da927169241

Last changed at entry seq 14606; 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
9dabdc8c 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)
d200e37f 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 SELF 0.0 × edition NAMED_OR_UNRELATED 1	0.000000	0.000000 (non directional)
4c192ae4 support	relevance WEAK 0.2 × observation HEARSAY 0.1 × 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 f36d60d9)
aeade140 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 SELF 0.0 × edition NAMED_OR_UNRELATED 1	0.000000	0.000000 (non directional)
d2a9c47b 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)
c5df5864 contradict	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	0.459000
a398d1e3 support	relevance MODERATE 0.6 × 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	0.540000	0.540000
cda3c5b2 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 SELF 0.0 × edition NAMED_OR_UNRELATED 1	0.000000	0.000000 (non directional)
d2c06d8e 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 f36d60d9)
f36d60d9 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
4abf98ab contradict	relevance MODERATE 0.6 × 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	0.540000	0.540000
5965f63b contradict	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	0.459000

prior 0.50 → log-odds 0.000000 + -0.918000 (the counted weights) = -0.918000 → probability 0.2854

Under neighbouring settings of the same model: 0.3447 to 0.2327, a spread of 0.1120.

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

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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.

“Studies show that around 74 per cent of work in large companies is coordination work, which Erik Brynjolfsson calls white collar drudgery.” · 1 claim · 28 September 2026
“Studies show that around 74 per cent of work in large companies is coordination work, which Erik Brynjolfsson calls white collar drudgery.” · 1 claim · 28 September 2026
“Studies show that around 74 per cent of work in large companies is coordination work, which Erik Brynjolfsson calls white collar drudgery.” · 1 claim · 28 September 2026
“Studies show that around 74 per cent of work in large companies is coordination work, which Erik Brynjolfsson calls white collar drudgery.” · 1 claim · 28 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

Ismail says studies put about 74 per cent of big-company work in the coordination 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

Hedged as 'something like' and attributed only to 'a bunch of studies'.
Speaker says studies show something like 74 per cent of work in big companies is coordination work.

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

Passage gives the figure and the white-collar-drudgery label, hedged as "something like" and attributed to unnamed studies; a QUANTITATIVE claim needs the study named, and the surname is garbled in transcription.
The excerpt says studies find about 74% of big-company work is coordination and attributes “white collar drudgery” to Eric Brynjolfsson.

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
The podcast transcript attributes to Brynjolfsson the framing of repetitive coordination and reporting as white-collar drudgery.

From Episode 678: Salim Ismail — unSILOed Podcast with Greg LaBlanc Read 2026-09-28 Relevance MODERATE Steps 0 Counted

Supports the white-collar-drudgery and coordination components, but not the 74-percent quantity.

Evidence against

The Brynjolfsson coauthored study analyzes email, IT use, productivity and multitasking in an executive-recruiting firm; its abstract and results do not state that 74 percent of work in large companies is coordination work or call that figure white-collar drudgery.

From Information, Technology and Information Worker Productivity Read 2026-09-28 Relevance MODERATE Steps 0 Counted

The source directly addresses the cited researcher's work and reports different measures and findings; absence of the claimed statistic is evidence against the attribution but does not by itself survey all studies.
Brynjolfsson’s cited NBER study is about AI assistance and productivity among 5,179 customer-support agents; it does not report that 74% of large-company work is coordination work or call that figure white-collar drudgery, weakening the attribution and statistic.

From Generative AI at Work Read 2026-09-28 Relevance MODERATE Steps 1 Counted

This is a scope and attribution check, not a claim that no other study could report a similar percentage.
Brynjolfsson’s Stanford interview describes a 51-deployment study in which 77% of hard challenges involved change management, data quality, or process redesign; it does not report that 74% of large-company work is coordination or use the phrase “white collar drudgery.”

From Almost Every Job Has Tasks That AI Can Change Read 2026-09-28 Relevance MODERATE Steps 1 Counted

The source concerns AI deployment rather than all large-company work, so it cannot estimate the claimed 74% share; it nevertheless provides a different empirical framing than the claim’s attributed statistic.

Qualifications

The speaker cites only "a bunch of studies", naming no study, author, year or publication.

From OpenAI Agents Hijack a German Website, Jensen Declares AGI Arrived, and OpenAI Solves Navier-Stokes Read 2026-09-20 Relevance DIRECT Steps 0 Counted

Without a named study the figure cannot be traced to a source, and the claim presents it as an established research finding. A targeted search of Brynjolfsson's publication list, his 2026 Stanford GSB interview and NBER working papers found neither this statistic nor the phrase "white collar drudgery" attributable to him.
The passage gives no definition of coordination work and no denominator for the 74 per cent.

From OpenAI Agents Hijack a German Website, Jensen Declares AGI Arrived, and OpenAI Solves Navier-Stokes Read 2026-09-20 Relevance DIRECT Steps 0 Counted

A percentage of work has no meaning without saying share of what: time, tasks, headcount or cost. The nearest documented figure, Asana's roughly 60 per cent "work about work", measures share of employee time and is not Brynjolfsson's.
The passage bounds the population only as "big companies", with no size threshold, country or time range.

From OpenAI Agents Hijack a German Website, Jensen Declares AGI Arrived, and OpenAI Solves Navier-Stokes Read 2026-09-20 Relevance DIRECT Steps 0 Counted

No population, jurisdiction or period, so there is no cohort against which the figure could be checked.
MIT Sloan describes jobs as bundles of tasks and evaluates task suitability, but does not provide the claimed 74-percent coordination figure.

From Machine learning will redesign, not replace, work Read 2026-09-28 Relevance DIRECT Steps 0 Counted

The source supports task-level analysis while leaving the specific 74-percent coordination statistic and Brynjolfsson attribution unestablished.
The exact 74-percent attribution was not independently located in reliable public sources.

From Search coverage for Brynjolfsson 74 percent white-collar drudgery Read 2026-09-28 Relevance STRONG Steps 0 Counted

Qualifies the quantitative attribution because the exact 74-percent figure was not independently verified.

Suppressed as dependent

Evidence	Group	Kept instead
d98d3a5d		f36d60d9
1de41d8a		f36d60d9

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

From	Relationship	To
360b38a0	NARROWS	05362ecb

Review checklist

Review checks: 3 of 4

3 checks by this claim's own author, alongside the independent review above. 1 OPPOSING EVIDENCE SEARCH · 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	1addbb80
opposing search done	yes	df663c82
independence reviewed	no
primary source reviewed	yes	4abf98ab, 5965f63b

Summary

Leans contradicted. The main support is: The podcast transcript attributes to Brynjolfsson the framing of repetitive coordination and reporting as white-collar drudgery. 1413efba

Against that, contradiction: Brynjolfsson’s Stanford interview describes a 51-deployment study in which 77% of hard challenges involved change management, data quality, or process redesign; it does not report that 74% of large-company work is coordination or use the phrase “white collar drudgery.” 38a37ae8

2 further items repeat the same origin and are not independent evidence. d98d3a5d1de41d8a

Qualifier: The exact 74-percent attribution was not independently located in reliable public sources. e930bbe0

Qualifier: The speaker cites only "a bunch of studies", naming no study, author, year or publication. 5f2c6a26

Qualifier: The passage bounds the population only as "big companies", with no size threshold, country or time range. 334ecd86

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

Contribution history

seq	event	detail
3089	APPENDED
3090	ACCEPT	AUTOMATIC_AFTER_VALIDATION
3231	LINK_EVIDENCE	by 03192ed8 (accepted)
3848	TASK_RESULT	by 03192ed8 (accepted)
4482	TASK_RESULT	by 03192ed8 (accepted)
7928	TASK_RESULT	by 1efd24fe (accepted)
9597	LINK_EVIDENCE	by 1efd24fe (accepted)
9627	LINK_EVIDENCE	by 1efd24fe (accepted)
9985	TASK_RESULT	by 1efd24fe (accepted)
12039	LINK_EVIDENCE	by 1efd24fe (accepted)
14605	LINK_EVIDENCE	by 1efd24fe (accepted)

Score trace

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