# Revelio Labs reviews its alternative labor-market data [Canonical reading](https://escapemeridian.com/readings/revelio-labs-reviews-its-alternative-labor-market-data-68487538) Revelio Labs published this retrospective on September 8, 2026, one year after launching Revelio Public Labor Statistics (RPLS). The publisher argues that RPLS should complement, not replace, official statistics. It reports that RPLS monthly employment changes correlate with the Bureau of Labor Statistics (BLS), while noting that RPLS can understate the largest swings, particularly those tied to post-pandemic recalls. Revelio Labs says RPLS tends to give a more moderate estimate than BLS or ADP, and that smoothing monthly changes brings the series into closer alignment. The publisher also argues that differences between datasets can reflect what they measure: RPLS tracks permanent moves captured in professional profiles, while JOLTS includes broader payroll flows. RPLS postings and JOLTS openings use different definitions, though Revelio Labs says its postings provide a labor-demand read about a month ahead of JOLTS. The retrospective distinguishes advertised salaries for new roles from BLS measures of pay for workers already on payrolls. Revelio Labs presents declining survey response rates as one reason complementary measures may be useful, while calling official statistics the benchmark. This is the publisher’s evaluation of its own data product; it does not establish performance beyond the comparisons discussed. 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: Sep 8, 2026 (2026-09-08T11:57:00.000Z). Date basis: Date stated on the publisher’s page. Added to Escape Meridian: 2026-11-05T22:33:23.755Z. First observed: 2026-11-01T04:43:52.507Z. Retrieved: 2026-11-01T04:45:29.385Z. - [How Accurate Is RPLS? One Year of Jobs Data vs BLS](https://www.reveliolabs.com/news/macro/one-year-of-revelio-public-labor-statistics-a-retrospective) ## Limits Text as retrieved on November 1, 2026; originally published September 8, 2026. This is Revelio Labs’ evaluation of its own data product. The evidence does not independently validate its comparisons or establish performance beyond the periods discussed. The page was edited after publication; the retrieved text may include later additions, which are not treated here as part of the original account. ## Open question How well will RPLS track labor-market changes beyond the periods and comparisons assessed in this retrospective? ## Source-stated Revelio Labs says RPLS is intended to complement, not replace, official statistics. > RPLS was built in that spirit: Not as a substitute for public statistics, but as another lens through which to understand them. - [Supporting source](https://www.reveliolabs.com/news/macro/one-year-of-revelio-public-labor-statistics-a-retrospective) ## Source-stated Revelio Labs reports a 0.77 correlation between monthly RPLS and BLS changes across the history back to January 2022. > The two series post a Pearson correlation of 0.77 across the full history back to January 2022. - [Supporting source](https://www.reveliolabs.com/news/macro/one-year-of-revelio-public-labor-statistics-a-retrospective) ## Source-stated Revelio Labs says RPLS can understate the largest monthly employment swings, particularly those associated with post-pandemic recalls. > RPLS understates some of the largest monthly swings, particularly those associated with post-pandemic recalls - [Supporting source](https://www.reveliolabs.com/news/macro/one-year-of-revelio-public-labor-statistics-a-retrospective) ## Source-stated Revelio Labs says RPLS postings and JOLTS openings use different definitions, and that RPLS is released about a month ahead of JOLTS. > RPLS is released a full month ahead of JOLTS, providing a much timelier read on labor demand. - [Supporting source](https://www.reveliolabs.com/news/macro/one-year-of-revelio-public-labor-statistics-a-retrospective) ## Source-stated Revelio Labs distinguishes advertised salaries in new job postings from BLS average hourly earnings for workers already on payrolls. > RPLS measures the price of new talent: advertised annual salaries in new job postings, a flow of what employers are offering for open roles. BLS average hourly earnings measure the pay of the existing workforce: what workers already on payrolls earn - [Supporting source](https://www.reveliolabs.com/news/macro/one-year-of-revelio-public-labor-statistics-a-retrospective) ## 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. ## Benchmark A defined set of tests used to compare systems. Results depend on the tasks and measures selected. - [Definition reference](https://arxiv.org/abs/2211.09110) ## 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/) ## U.S. Bureau of Labor Statistics The Bureau of Labor Statistics publishes US data on employment, pay, prices and productivity. - [Explore this context](/entities/us-bls) - [Reference](https://www.bls.gov/) ## Editorial provenance Version 1. Publication ID: 08687657-bffb-4089-80c1-a919a7c5bbf6. Prepared by openai/gpt-6-luna; grounding review by anthropic/claude-opus-5.5. Source check: uncertain by anthropic/claude-opus-5.5 on 2026-11-05T22:28:42.178Z. This checks fidelity to the source, not whether its claims are independently true. Editorial selection: accept; reasons: bridge\_admitted\_by\_model. Observation: a3cd6554b3ce1e6b649925b7b3ac620f7736727249f4dd0950eb8e0631df53c9. Source text hash: 580c72803a3632ac957e6ac764a0140ec05f012bd44ee0d2aef52b5e7c9acf31. ## Revision and source-check history ### Version 1 — 2026-11-05T22:33:23.755Z Revelio Labs published this retrospective on September 8, 2026, one year after launching Revelio Public Labor Statistics (RPLS). The publisher argues that RPLS should complement, not replace, official statistics. It reports that RPLS monthly employment changes correlate with the Bureau of Labor Statistics (BLS), while noting that RPLS can understate the largest swings, particularly those tied to post-pandemic recalls. Revelio Labs says RPLS tends to give a more moderate estimate than BLS or ADP, and that smoothing monthly changes brings the series into closer alignment. The publisher also argues that differences between datasets can reflect what they measure: RPLS tracks permanent moves captured in professional profiles, while JOLTS includes broader payroll flows. RPLS postings and JOLTS openings use different definitions, though Revelio Labs says its postings provide a labor-demand read about a month ahead of JOLTS. The retrospective distinguishes advertised salaries for new roles from BLS measures of pay for workers already on payrolls. Revelio Labs presents declining survey response rates as one reason complementary measures may be useful, while calling official statistics the benchmark. This is the publisher’s evaluation of its own data product; it does not establish performance beyond the comparisons discussed. ## Original source Revelio Labs · Article Original source date: Sep 8, 2026 (2026-09-08T11:57:00.000Z). Date basis: Date stated on the publisher’s page. Added to Escape Meridian: 2026-11-05T22:33:23.755Z. First observed: 2026-11-01T04:43:52.507Z. Retrieved: 2026-11-01T04:45:29.385Z. - [How Accurate Is RPLS? One Year of Jobs Data vs BLS](https://www.reveliolabs.com/news/macro/one-year-of-revelio-public-labor-statistics-a-retrospective) ## Limits Text as retrieved on November 1, 2026; originally published September 8, 2026. This is Revelio Labs’ evaluation of its own data product. The evidence does not independently validate its comparisons or establish performance beyond the periods discussed. The page was edited after publication; the retrieved text may include later additions, which are not treated here as part of the original account. ## Open question How well will RPLS track labor-market changes beyond the periods and comparisons assessed in this retrospective? ## Source-stated Revelio Labs says RPLS is intended to complement, not replace, official statistics. > RPLS was built in that spirit: Not as a substitute for public statistics, but as another lens through which to understand them. - [Supporting source](https://www.reveliolabs.com/news/macro/one-year-of-revelio-public-labor-statistics-a-retrospective) ## Source-stated Revelio Labs reports a 0.77 correlation between monthly RPLS and BLS changes across the history back to January 2022. > The two series post a Pearson correlation of 0.77 across the full history back to January 2022. - [Supporting source](https://www.reveliolabs.com/news/macro/one-year-of-revelio-public-labor-statistics-a-retrospective) ## Source-stated Revelio Labs says RPLS can understate the largest monthly employment swings, particularly those associated with post-pandemic recalls. > RPLS understates some of the largest monthly swings, particularly those associated with post-pandemic recalls - [Supporting source](https://www.reveliolabs.com/news/macro/one-year-of-revelio-public-labor-statistics-a-retrospective) ## Source-stated Revelio Labs says RPLS postings and JOLTS openings use different definitions, and that RPLS is released about a month ahead of JOLTS. > RPLS is released a full month ahead of JOLTS, providing a much timelier read on labor demand. - [Supporting source](https://www.reveliolabs.com/news/macro/one-year-of-revelio-public-labor-statistics-a-retrospective) ## Source-stated Revelio Labs distinguishes advertised salaries in new job postings from BLS average hourly earnings for workers already on payrolls. > RPLS measures the price of new talent: advertised annual salaries in new job postings, a flow of what employers are offering for open roles. BLS average hourly earnings measure the pay of the existing workforce: what workers already on payrolls earn - [Supporting source](https://www.reveliolabs.com/news/macro/one-year-of-revelio-public-labor-statistics-a-retrospective) ## 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. ## Benchmark A defined set of tests used to compare systems. Results depend on the tasks and measures selected. - [Definition reference](https://arxiv.org/abs/2211.09110) ## 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/) ## U.S. Bureau of Labor Statistics The Bureau of Labor Statistics publishes US data on employment, pay, prices and productivity. - [Explore this context](/entities/us-bls) - [Reference](https://www.bls.gov/) ## Editorial provenance Version 1. Publication ID: 08687657-bffb-4089-80c1-a919a7c5bbf6. Prepared by openai/gpt-6-luna; grounding review by anthropic/claude-opus-5.5. Source check: uncertain by anthropic/claude-opus-5.5 on 2026-11-05T22:28:42.178Z. This checks fidelity to the source, not whether its claims are independently true. Editorial selection: accept; reasons: bridge\_admitted\_by\_model. Observation: a3cd6554b3ce1e6b649925b7b3ac620f7736727249f4dd0950eb8e0631df53c9. Source text hash: 580c72803a3632ac957e6ac764a0140ec05f012bd44ee0d2aef52b5e7c9acf31. ### uncertain — 2026-11-05T22:28:42.178Z — anthropic/claude-opus-5.5 Publication: 08687657-bffb-4089-80c1-a919a7c5bbf6 attribution — pass: This is a single Revelio Labs retrospective, and the citation block names Revelio Labs as the author. The reading attributes RPLS's performance and interpretive claims to Revelio Labs or 'the publisher' throughout. It does not present them as established facts, and it notes that this is the company's evaluation of its own product. > Revelio Labs, "One Year of Revelio Public Labor Statistics: A Retrospective," September 8, 2026. summary — uncertain: RPLS and BLS are spelled out, but JOLTS appears three times without explanation. The source calls it a voluntary establishment survey of job openings. ADP is also named without saying it is a payroll company. Neither is in the definitions list. The only listed definition, 'Benchmark', uses an AI-testing sense that does not fit the source's meaning of official statistics as the reference standard. A general reader cannot follow the hiring and postings comparison. Smallest repair: add short glosses, e.g. JOLTS as the BLS job-openings survey and ADP as a payroll processor. The rest is faithful. > JOLTS is a voluntary establishment survey in which firms report openings as of the last business day of the month date — pass: The reading states September 8, 2026, which matches evidence.originalPublished and the source's own citation date. The page was edited after publication (dateModified 2026-10-28). However, the material the reading uses is body text that is plainly part of the original retrospective. The reading adds no later events or hindsight framing. It states the retrieval date and the later edit in its limitations. > Abdelwahed, L., Simon, L. K., Zweig, B., & Wheeler, J. (2026, September 8). support — pass: Each claim and summary statement matches the source: the 0.77 correlation, understatement of large swings tied to post-pandemic recalls, and the moderate middle estimate. The source also supports closer alignment after smoothing, the permanent-moves versus payroll-flows distinction, the month's lead over JOLTS, the salary flow-versus-stock distinction, and response rates as a rationale. Cited passages are core article text, not likely later additions. The question and limitation properly preserve the gap between self-evaluation and validation. > It has also tended to produce a more moderate estimate than either BLS or ADP when the three disagree. media — pass: No media was selected, and no verified media candidates were supplied. The source's figures are referenced in the text but not provided as candidates, so omitting media is appropriate. ## 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. No public references recorded here yet. [Reference data (JSON)](/readings/68487538992cb2933aa9b4bae8efc51ff7ba91a1ef7c92088dff2906c4b60674/references.json) ## Corrections and challenges [Send a correction or an opposing source](https://escapemeridian.com/corrections/) [JSON record](https://escapemeridian.com/readings/revelio-labs-reviews-its-alternative-labor-market-data-68487538.json)