# Sneha Puri argues in Indeed Hiring Lab that the labor market may be settling into a new normal [Canonical reading](https://escapemeridian.com/readings/sneha-puri-argues-in-indeed-hiring-lab-that-the-labor-market-7b8267d9) On September 1, 2026, Sneha Puri argues in Indeed Hiring Lab’s JOLTS report that the labor market’s low-hire, low-fire pattern is starting to look less like a phase and more like a new normal. The report describes little change in job openings, alongside declines in the hires rate, quits and layoffs. Puri says sector trends differ: Retail Trade and Manufacturing had the largest year-over-year increases in openings, while Leisure & Hospitality had the largest drop. She points to artificial intelligence as the force most likely to break the ongoing pattern, but says AI exposure should be treated as a map of where work is changing, not a forecast of where jobs are going. Her reason for caution is that the relationship between AI exposure and job openings has already shifted: AI-exposed occupations led a decline in postings, then led a rebound. The report does not say whether that rebound will last or what changing work will mean for particular 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 Indeed Hiring Lab · Article Original source date: Sep 1, 2026 (2026-09-01). Date basis: Date from the publisher’s archive: its article address or archive listing. Added to Escape Meridian: 2026-11-06T05:08:23.512Z. First observed: 2026-10-30T23:14:01.088Z. Retrieved: 2026-10-30T23:15:57.358Z. - [July 2026 JOLTS Report: Little Changed. Again.](https://hiringlab.indeed.com/2026/09/01/july-2026-jolts-report-little-changed-again/) ## Limits Text as retrieved on October 30, 2026; originally published September 1, 2026. ## Open question Will the rebound in job postings for AI-exposed occupations last, and how will changes in work affect jobs? ## Source-stated Sneha Puri argues that the labor market’s low-hire, low-fire pattern is starting to look less like a phase and more like a new normal. > The labor market remains low-hire and low-fire, and at this point, it’s starting to look less like a phase and more like the new normal. - [Supporting source](https://hiringlab.indeed.com/2026/09/01/july-2026-jolts-report-little-changed-again/) ## Source-stated The report says job openings were little changed, while the hires rate fell to 3.2%, quits ticked down to 1.9%, and layoffs dropped slightly to 1%. > Job openings were little changed at 7.3 million, up from a downwardly revised 7.2 million in June. The hires rate fell to 3.2%, quits ticked down to 1.9%, and layoffs dropped slightly to 1%. - [Supporting source](https://hiringlab.indeed.com/2026/09/01/july-2026-jolts-report-little-changed-again/) ## Source-stated Puri says AI exposure should be treated as a map of where work is changing, not a forecast of where jobs are going; she notes that AI-exposed occupations led a decline in postings and then a rebound. > AI-exposed occupations led the decline in postings from 2022 to 2026, then led the rebound over the past year. Even in these still-early days, AI is showing its transformative power, and that means going forward, we should treat exposure as a map of where work is changing, not a forecast of where - [Supporting source](https://hiringlab.indeed.com/2026/09/01/july-2026-jolts-report-little-changed-again/) ## Source and contributor context Indeed Hiring Lab · 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. ## AI exposure In labor economics, how much of a job's tasks an AI system could in principle perform; it is not a forecast of job loss. - [Definition reference](https://arxiv.org/abs/2303.10130) ## Indeed Hiring Lab Indeed Hiring Lab is the economic research arm of the job site Indeed, publishing analyses of job postings, wages and hiring trends. - [Explore this context](/entities/indeed-hiring-lab) - [Reference](https://www.hiringlab.org/) - [Reference](https://www.hiringlab.org/feed/) ## Editorial provenance Version 1. Publication ID: b84eb5c7-db42-423b-644c-0efc60421891. Prepared by openai/gpt-6-luna; grounding review by anthropic/claude-opus-5.5. Source check: uncertain by anthropic/claude-opus-5.5 on 2026-11-06T05:04:28.563Z. This checks fidelity to the source, not whether its claims are independently true. Editorial selection: accept; reasons: bridge\_admitted\_by\_model. Observation: 320676dcbab2b594bbc052fc840c474ab9143d133d138d71c60f520e24de9217. Source text hash: 49ea5c7c8ed62a3a6fc3799adc8559347ff12a40d65f1c65ddcb210dc5c478e7. ## Revision and source-check history ### Version 1 — 2026-11-06T05:08:23.512Z On September 1, 2026, Sneha Puri argues in Indeed Hiring Lab’s JOLTS report that the labor market’s low-hire, low-fire pattern is starting to look less like a phase and more like a new normal. The report describes little change in job openings, alongside declines in the hires rate, quits and layoffs. Puri says sector trends differ: Retail Trade and Manufacturing had the largest year-over-year increases in openings, while Leisure & Hospitality had the largest drop. She points to artificial intelligence as the force most likely to break the ongoing pattern, but says AI exposure should be treated as a map of where work is changing, not a forecast of where jobs are going. Her reason for caution is that the relationship between AI exposure and job openings has already shifted: AI-exposed occupations led a decline in postings, then led a rebound. The report does not say whether that rebound will last or what changing work will mean for particular jobs. ## Original source Indeed Hiring Lab · Article Original source date: Sep 1, 2026 (2026-09-01). Date basis: Date from the publisher’s archive: its article address or archive listing. Added to Escape Meridian: 2026-11-06T05:08:23.512Z. First observed: 2026-10-30T23:14:01.088Z. Retrieved: 2026-10-30T23:15:57.358Z. - [July 2026 JOLTS Report: Little Changed. Again.](https://hiringlab.indeed.com/2026/09/01/july-2026-jolts-report-little-changed-again/) ## Limits Text as retrieved on October 30, 2026; originally published September 1, 2026. ## Open question Will the rebound in job postings for AI-exposed occupations last, and how will changes in work affect jobs? ## Source-stated Sneha Puri argues that the labor market’s low-hire, low-fire pattern is starting to look less like a phase and more like a new normal. > The labor market remains low-hire and low-fire, and at this point, it’s starting to look less like a phase and more like the new normal. - [Supporting source](https://hiringlab.indeed.com/2026/09/01/july-2026-jolts-report-little-changed-again/) ## Source-stated The report says job openings were little changed, while the hires rate fell to 3.2%, quits ticked down to 1.9%, and layoffs dropped slightly to 1%. > Job openings were little changed at 7.3 million, up from a downwardly revised 7.2 million in June. The hires rate fell to 3.2%, quits ticked down to 1.9%, and layoffs dropped slightly to 1%. - [Supporting source](https://hiringlab.indeed.com/2026/09/01/july-2026-jolts-report-little-changed-again/) ## Source-stated Puri says AI exposure should be treated as a map of where work is changing, not a forecast of where jobs are going; she notes that AI-exposed occupations led a decline in postings and then a rebound. > AI-exposed occupations led the decline in postings from 2022 to 2026, then led the rebound over the past year. Even in these still-early days, AI is showing its transformative power, and that means going forward, we should treat exposure as a map of where work is changing, not a forecast of where - [Supporting source](https://hiringlab.indeed.com/2026/09/01/july-2026-jolts-report-little-changed-again/) ## Source and contributor context Indeed Hiring Lab · 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. ## AI exposure In labor economics, how much of a job's tasks an AI system could in principle perform; it is not a forecast of job loss. - [Definition reference](https://arxiv.org/abs/2303.10130) ## Indeed Hiring Lab Indeed Hiring Lab is the economic research arm of the job site Indeed, publishing analyses of job postings, wages and hiring trends. - [Explore this context](/entities/indeed-hiring-lab) - [Reference](https://www.hiringlab.org/) - [Reference](https://www.hiringlab.org/feed/) ## Editorial provenance Version 1. Publication ID: b84eb5c7-db42-423b-644c-0efc60421891. Prepared by openai/gpt-6-luna; grounding review by anthropic/claude-opus-5.5. Source check: uncertain by anthropic/claude-opus-5.5 on 2026-11-06T05:04:28.563Z. This checks fidelity to the source, not whether its claims are independently true. Editorial selection: accept; reasons: bridge\_admitted\_by\_model. Observation: 320676dcbab2b594bbc052fc840c474ab9143d133d138d71c60f520e24de9217. Source text hash: 49ea5c7c8ed62a3a6fc3799adc8559347ff12a40d65f1c65ddcb210dc5c478e7. ### uncertain — 2026-11-06T05:04:28.563Z — anthropic/claude-opus-5.5 Publication: b84eb5c7-db42-423b-644c-0efc60421891 attribution — pass: The reading correctly attributes the argument to Sneha Puri at Indeed Hiring Lab. It keeps the job data attributed to the report, which cites the BLS. This is a single analytical piece, not a listing. > By Sneha Puri summary — uncertain: The summary is faithful, but it calls this a 'JOLTS report' without saying that JOLTS is the Bureau of Labor Statistics' Job Openings and Labor Turnover Survey, the government data the article analyzes. Terms like 'hires rate' and 'quits' are also left unexplained. JOLTS is not in the definitions, so a non-specialist may not know what the data source is. Smallest repair: add a brief plain-language gloss of JOLTS as the BLS job openings and turnover survey, or add a term-library entry. The summary also omits that the BLS had just published a new measure of AI exposure by occupation, which is helpful context for the AI section. > using data from the Job Openings and Labor Turnover Survey date — pass: September 1, 2026 matches the article dateline and originalPublished at day precision. The retrieval date is disclosed. The reading presents nothing after publication and uses no hindsight framing. The sidebar carousel items are not used. > September 1, 2026 support — pass: Each claim matches the source: the new-normal argument, the openings, hires, quits and layoffs figures, the sector changes, AI as the likely force, the map-not-forecast framing, and the decline-then-rebound flip. The question about whether the rebound lasts follows from the evidence and is not a leading claim. 'Reason for caution' is a light characterization but consistent with the source's reasoning. > AI-exposed occupations led the decline in postings from 2022 to 2026, then led the rebound over the past year. 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. No public references recorded here yet. [Reference data (JSON)](/readings/7b8267d9a1adfe38079a02e611dc82fef01984e3b10990557454efbc06daab9d/references.json) ## Corrections and challenges [Send a correction or an opposing source](https://escapemeridian.com/corrections/) [JSON record](https://escapemeridian.com/readings/sneha-puri-argues-in-indeed-hiring-lab-that-the-labor-market-7b8267d9.json)