# Abdelwahed, Simon and Wheeler argue in Revelio Labs that US hiring is uneven

[Canonical reading](https://escapemeridian.com/readings/abdelwahed-simon-and-wheeler-argue-in-revelio-labs-that-us-4b0b1e33)

Revelio Labs’ report by L. Abdelwahed, L. K. Simon and J. Wheeler, published January 8, 2026, says its estimates show employment grew in December, with November’s figure revised upward. The authors describe a divided labor market: white-collar industries remained relatively strong while blue-collar jobs declined, apart from an uptick in Construction. Health and Education, Information, and Professional and Business Services led job gains; Retail Trade and Leisure and Hospitality had the largest declines.

The report also says layoff notices and the number of employees notified of layoffs fell in December. Hiring increased, led by Information and Financial Activities, while attrition rose less; the authors say the combination contributed to job gains and welcome greater labor-market dynamism. But they warn that active job postings declined, with decreases across almost all industries, and say weakening demand bodes ill for job creation in the new year. New-posting salaries also edged down, though some sectors saw increases.

The report’s picture is therefore mixed: hiring improved alongside job gains, but the authors see weak postings as a warning about future job creation. The data presented do not establish whether that weakening demand will persist or translate into fewer jobs.

Headline and summary by Escape Meridian, prepared by Luna from the attributed source. A source check is not independent confirmation of the source’s claims.

## Original source

Revelio Labs · Article

Original source date: Jan 8, 2026 (2026-01-08T14:46:00.000Z).

Date basis: Date stated on the publisher’s page.

Added to Escape Meridian: 2026-11-09T08:28:24.750Z. First observed: 2026-10-31T18:29:54.578Z. Retrieved: 2026-10-31T18:31:50.356Z.

- [January 2026 US Jobs Report: US Economy added 71k jobs in line with expectations](https://www.reveliolabs.com/news/rpls/rpls-jan2026-release)

## Limits

Text as retrieved on October 31, 2026; originally published January 8, 2026. These are Revelio Labs’ estimates and reported indicators; the text does not establish whether the decline in job postings will persist or what effect it will have on future job creation.


## Open question

Will the decline in active job postings persist, and how will it affect job creation?


## Source-stated

Revelio Labs’ report estimates employment increased in December and says it revised November’s employment growth upward.

> jobs report shows that the US economy added approximately 71k jobs in December. November employment growth was revised from -9k jobs to +32k.

- [Supporting source](https://www.reveliolabs.com/news/rpls/rpls-jan2026-release)

## Source-stated

The report describes relatively strong white-collar employment alongside declining blue-collar jobs, with an exception for Construction.

> With the exception of the uptick in Construction, this month’s employment numbers continue the stark K-shaped trends from last month, where more white-collar industries see relative strength, while blue-collar jobs are in stark decline.

- [Supporting source](https://www.reveliolabs.com/news/rpls/rpls-jan2026-release)

## Source-stated

The report says hiring increased while attrition also rose, but less, contributing to December’s job gains.

> Attrition also ticked up along with hiring, but not as much, leading to the relatively strong job gains posted in December.

- [Supporting source](https://www.reveliolabs.com/news/rpls/rpls-jan2026-release)

## Source-stated

The authors say active job postings declined and warn that weakening demand bodes ill for job creation in the new year.

> Active job postings ticked down 1.4% from November to December, with almost all industries showing decreases month over month and year over year.

- [Supporting source](https://www.reveliolabs.com/news/rpls/rpls-jan2026-release)

## Source-stated

The report says salaries from new job postings fell slightly in December, while some sectors recorded increases.

> Salaries from new job postings ticked down slightly in December, falling -0.5% from November 2025. Sectors driving the decrease are Education and Health, Agriculture, and Leisure and Hospitality. Salaries increased for Transportation and Warehousing, as well as in the Financial Sector.

- [Supporting source](https://www.reveliolabs.com/news/rpls/rpls-jan2026-release)

## Source and contributor context

Revelio Labs · Publisher

The publisher is identified here. No individual author has been inferred.


## Source media

Media retrieval status: unchecked.


## Terms and references

Reference context selected by Escape Meridian; separate from source evidence. Entity mentions do not establish authorship, involvement or endorsement.


## Revelio Labs

Revelio Labs is a workforce analytics firm publishing labor market analysis on employment, occupations and industry trends.

- [Explore this context](/entities/revelio-labs)
- [Reference](https://www.reveliolabs.com/)

## Figure

Figure develops humanoid robots and publishes its own tests of how they perform physical tasks.

- [Explore this context](/entities/figure)
- [Reference](https://www.figure.ai/news)
- [Reference](https://www.figure.ai/news/helix-2-5-zero-shot-30-home-generalization)

## Editorial provenance

Version 1. Publication ID: 6df7d40d-74a5-856c-6110-1ba13e902823.

Prepared by openai/gpt-6-luna; grounding review by anthropic/claude-opus-5.5.

Source check: uncertain by anthropic/claude-opus-5.5 on 2026-11-09T08:24:53.401Z. This checks fidelity to the source, not whether its claims are independently true.

Editorial selection: accept; reasons: bridge\_admitted\_by\_model.

Observation: ba81f18a251635ae1819e71d7cd983cf36f9a9f9d55102fa76ff6808917c4915. Source text hash: f240f3d4d987057089ee021e06a98d5fae1603597cd00f41c357683e1586e62d.


## Revision and source-check history

### Version 1 — 2026-11-09T08:28:24.750Z

Revelio Labs’ report by L. Abdelwahed, L. K. Simon and J. Wheeler, published January 8, 2026, says its estimates show employment grew in December, with November’s figure revised upward. The authors describe a divided labor market: white-collar industries remained relatively strong while blue-collar jobs declined, apart from an uptick in Construction. Health and Education, Information, and Professional and Business Services led job gains; Retail Trade and Leisure and Hospitality had the largest declines.

The report also says layoff notices and the number of employees notified of layoffs fell in December. Hiring increased, led by Information and Financial Activities, while attrition rose less; the authors say the combination contributed to job gains and welcome greater labor-market dynamism. But they warn that active job postings declined, with decreases across almost all industries, and say weakening demand bodes ill for job creation in the new year. New-posting salaries also edged down, though some sectors saw increases.

The report’s picture is therefore mixed: hiring improved alongside job gains, but the authors see weak postings as a warning about future job creation. The data presented do not establish whether that weakening demand will persist or translate into fewer jobs.

## Original source

Revelio Labs · Article

Original source date: Jan 8, 2026 (2026-01-08T14:46:00.000Z).

Date basis: Date stated on the publisher’s page.

Added to Escape Meridian: 2026-11-09T08:28:24.750Z. First observed: 2026-10-31T18:29:54.578Z. Retrieved: 2026-10-31T18:31:50.356Z.

- [January 2026 US Jobs Report: US Economy added 71k jobs in line with expectations](https://www.reveliolabs.com/news/rpls/rpls-jan2026-release)

## Limits

Text as retrieved on October 31, 2026; originally published January 8, 2026. These are Revelio Labs’ estimates and reported indicators; the text does not establish whether the decline in job postings will persist or what effect it will have on future job creation.


## Open question

Will the decline in active job postings persist, and how will it affect job creation?


## Source-stated

Revelio Labs’ report estimates employment increased in December and says it revised November’s employment growth upward.

> jobs report shows that the US economy added approximately 71k jobs in December. November employment growth was revised from -9k jobs to +32k.

- [Supporting source](https://www.reveliolabs.com/news/rpls/rpls-jan2026-release)

## Source-stated

The report describes relatively strong white-collar employment alongside declining blue-collar jobs, with an exception for Construction.

> With the exception of the uptick in Construction, this month’s employment numbers continue the stark K-shaped trends from last month, where more white-collar industries see relative strength, while blue-collar jobs are in stark decline.

- [Supporting source](https://www.reveliolabs.com/news/rpls/rpls-jan2026-release)

## Source-stated

The report says hiring increased while attrition also rose, but less, contributing to December’s job gains.

> Attrition also ticked up along with hiring, but not as much, leading to the relatively strong job gains posted in December.

- [Supporting source](https://www.reveliolabs.com/news/rpls/rpls-jan2026-release)

## Source-stated

The authors say active job postings declined and warn that weakening demand bodes ill for job creation in the new year.

> Active job postings ticked down 1.4% from November to December, with almost all industries showing decreases month over month and year over year.

- [Supporting source](https://www.reveliolabs.com/news/rpls/rpls-jan2026-release)

## Source-stated

The report says salaries from new job postings fell slightly in December, while some sectors recorded increases.

> Salaries from new job postings ticked down slightly in December, falling -0.5% from November 2025. Sectors driving the decrease are Education and Health, Agriculture, and Leisure and Hospitality. Salaries increased for Transportation and Warehousing, as well as in the Financial Sector.

- [Supporting source](https://www.reveliolabs.com/news/rpls/rpls-jan2026-release)

## Source and contributor context

Revelio Labs · Publisher

The publisher is identified here. No individual author has been inferred.


## Source media

Media retrieval status: unchecked.


## Terms and references

Reference context selected by Escape Meridian; separate from source evidence. Entity mentions do not establish authorship, involvement or endorsement.


## Revelio Labs

Revelio Labs is a workforce analytics firm publishing labor market analysis on employment, occupations and industry trends.

- [Explore this context](/entities/revelio-labs)
- [Reference](https://www.reveliolabs.com/)

## Figure

Figure develops humanoid robots and publishes its own tests of how they perform physical tasks.

- [Explore this context](/entities/figure)
- [Reference](https://www.figure.ai/news)
- [Reference](https://www.figure.ai/news/helix-2-5-zero-shot-30-home-generalization)

## Editorial provenance

Version 1. Publication ID: 6df7d40d-74a5-856c-6110-1ba13e902823.

Prepared by openai/gpt-6-luna; grounding review by anthropic/claude-opus-5.5.

Source check: uncertain by anthropic/claude-opus-5.5 on 2026-11-09T08:24:53.401Z. This checks fidelity to the source, not whether its claims are independently true.

Editorial selection: accept; reasons: bridge\_admitted\_by\_model.

Observation: ba81f18a251635ae1819e71d7cd983cf36f9a9f9d55102fa76ff6808917c4915. Source text hash: f240f3d4d987057089ee021e06a98d5fae1603597cd00f41c357683e1586e62d.


### uncertain — 2026-11-09T08:24:53.401Z — anthropic/claude-opus-5.5

Publication: 6df7d40d-74a5-856c-6110-1ba13e902823

attribution — pass: The reading attributes the report to Revelio Labs and to the authors named in the page's academic citation (Abdelwahed, Simon and Wheeler). Its findings are kept as the report's estimates and statements. This is a single report, not a listing.

> Abdelwahed, L., Simon, L. K., & Wheeler, J. (2026, January 8). RPLS US Jobs Report

summary — pass: The reading faithfully conveys the report's mixed picture: December job gains, an upward revision for November, and a K-shaped split between white-collar and blue-collar work. It also covers falling layoff notices, a rise in hiring with smaller attrition, declining postings with a warning about future job creation, and slightly lower posting salaries. The title and question follow from the evidence. 'Attrition' is not defined, but the meaning stays readable in context. The question is a genuine open issue raised by the report's warning about postings.

> Job postings data continues to show weakening demand, which bodes ill for job creation moving into the new year.

date — uncertain: The stated date, January 8, 2026, matches the UTC day of originalPublished and the page's citation date. This is a publisher page, so no archive disclosure is needed, and the reading uses no hindsight framing. However, evidence.editedAfterPublication is true: the page was modified on 2026-10-22 according to its JSON-LD dateModified. It is therefore not certain that the retrieved text is the original January text.

> Revelio Labs, "RPLS US Jobs Report: US Economy added 71k jobs in line with expectations," January 8, 2026.

support — uncertain: Each claim matches its excerpt, and the reading frames the warning about postings as the authors' outlook, not an outcome. The closing statement that the data do not establish persistence is suitably conditional. Because the page was edited after publication (modified 2026-10-22), the cited figures and statements cannot be confirmed as part of the original piece, so support is marked uncertain rather than pass.

> Attrition also ticked up along with hiring, but not as much, leading to the relatively strong job gains posted in December.

media — pass: No media was selected, and no verified media candidates were supplied, so nothing is misidentified.

## Recorded references

Explicit citations in public readings and public file attachments to this reading. Shared topics are not citations. Other artifact types need an explicit reference adapter.

Some references could not be checked. Reload to try again.


[Reference data (JSON)](/readings/4b0b1e330ec08e6d212b03ca424fb29b9b707fde32975126cb7c0eb9e410954c/references.json)

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