· Mar 20, 2025
Allison Shrivastava argues in Indeed Hiring Lab that closing the gender pay gap requires more than one fix
Markdown · JSON · Original source
Published March 20, 2025, Allison Shrivastava argues in that the gender pay gap has stalled and reflects intersecting differences in work, pay, and caregiving. The analysis compares median earnings among full- workers aged 25–54, and says women’s earnings relative to men’s have remained unchanged since 2019. Shrivastava describes differences across race, education, and occupations, and notes that the gap is not wholly explained by men working more hours. She connects unequal caregiving responsibilities with earnings: mothers tend to work fewer hours and are more likely to step away from careers, while lower pay for women can make taking on childcare more financially feasible. Shrivastava presents pay transparency, flexible work, and paid parental leave as ways employers may help. She argues these steps cannot address the issue on their own: narrowing the gap requires tackling its individual factors and how they intersect. The piece concludes that incremental changes giving women more access to opportunity and economic and workplace power can help move toward closing the gap. How much these proposed measures would narrow the gap is not established by the evidence presented.
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
· Article
Source details
Original source date: Mar 20, 2025 (2025-03-20).
Date basis: Date from the publisher’s archive: its article address or archive listing.
Added to Escape Meridian: 2026-11-15T01:28:23.682Z. First observed: 2026-10-30T18:04:08.846Z. Retrieved: 2026-10-30T18:05:46.875Z.
Referenced by
Recorded citations and public file attachments. A reference alone does not establish agreement or influence.
No public references recorded here yet.
Limits
Text as retrieved on October 30, 2026; originally published March 20, 2025. The analysis describes associations and proposed measures; it does not establish how much any particular measure would narrow the gender pay gap. The source gives survey methods for its remote-work findings, but does not provide an evaluation of the effects of the proposed measures.
Open question
How much would pay transparency, flexible work, and paid parental leave each contribute to narrowing the gender pay gap?
Source-stated
Allison Shrivastava says the gender pay gap has shown little change in recent years, using median earnings among full-time workers aged 25–54 as the basis for the analysis.
This analysis is based on the median earnings of male and female full-time, prime-aged workers aged 25-54.
Source-stated
Shrivastava says the earnings gap appears across race, education, and occupations, and is not wholly attributable to differences in hours worked.
And the gap is not wholly attributable to men working more hours than women
Source-stated
Shrivastava links unequal caregiving responsibilities with differences in work hours and career interruptions, and says lower pay for women can make taking on childcare more financially feasible.
When women are paid less than men, it becomes more financially feasible for them to forgo wages in favor of childcare duties.
Source-stated
Shrivastava presents pay transparency, flexible work, and paid parental leave as measures that can help, while arguing that progress requires addressing intersecting factors.
It will require tackling each individual factor both on its own, and in consideration of how it intersects with others.
Source-stated
Shrivastava says incremental changes that expand women’s opportunities and economic and workplace power can help move toward closing the gap.
incremental changes that empower women to access more opportunities and gain economic and workplace power can help move us closer to closing the gap.
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.
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.
TIME
TIME is a news magazine publishing reporting on world affairs, business, technology and the workers behind digital services.
Editorial provenance
Version 1. Publication ID: 62dd3b71-a666-7c92-f952-26245bb80cc0.
Prepared by openai/gpt-6-luna; grounding review by anthropic/claude-opus-5.5.
Source check: uncertain by anthropic/claude-opus-5.5 on 2026-11-15T01:23:26.147Z. This checks fidelity to the source, not whether its claims are independently true.
Editorial selection: accept; reasons: bridge_admitted_by_model.
Observation: 8caef77902c755d6d95ccb2e2903c3822fc13e54e4bef2e7201d6435a6dddab3. Source text hash: 03a0013060863ffeec4802b92a6eb5d80c5766704ae9c3333701abf559aaa559.
Revision and source-check history
Version 1 · 2026-11-15T01:28:23.682Z
Allison Shrivastava argues in Indeed Hiring Lab that closing the gender pay gap requires more than one fix
Published March 20, 2025, Allison Shrivastava argues in that the gender pay gap has stalled and reflects intersecting differences in work, pay, and caregiving. The analysis compares median earnings among full- workers aged 25–54, and says women’s earnings relative to men’s have remained unchanged since 2019. Shrivastava describes differences across race, education, and occupations, and notes that the gap is not wholly explained by men working more hours. She connects unequal caregiving responsibilities with earnings: mothers tend to work fewer hours and are more likely to step away from careers, while lower pay for women can make taking on childcare more financially feasible. Shrivastava presents pay transparency, flexible work, and paid parental leave as ways employers may help. She argues these steps cannot address the issue on their own: narrowing the gap requires tackling its individual factors and how they intersect. The piece concludes that incremental changes giving women more access to opportunity and economic and workplace power can help move toward closing the gap. How much these proposed measures would narrow the gap is not established by the evidence presented.
Original source
· Article
Source details
Original source date: Mar 20, 2025 (2025-03-20).
Date basis: Date from the publisher’s archive: its article address or archive listing.
Added to Escape Meridian: 2026-11-15T01:28:23.682Z. First observed: 2026-10-30T18:04:08.846Z. Retrieved: 2026-10-30T18:05:46.875Z.
Limits
Text as retrieved on October 30, 2026; originally published March 20, 2025. The analysis describes associations and proposed measures; it does not establish how much any particular measure would narrow the gender pay gap. The source gives survey methods for its remote-work findings, but does not provide an evaluation of the effects of the proposed measures.
Open question
How much would pay transparency, flexible work, and paid parental leave each contribute to narrowing the gender pay gap?
Source-stated
Allison Shrivastava says the gender pay gap has shown little change in recent years, using median earnings among full-time workers aged 25–54 as the basis for the analysis.
This analysis is based on the median earnings of male and female full-time, prime-aged workers aged 25-54.
Source-stated
Shrivastava says the earnings gap appears across race, education, and occupations, and is not wholly attributable to differences in hours worked.
And the gap is not wholly attributable to men working more hours than women
Source-stated
Shrivastava links unequal caregiving responsibilities with differences in work hours and career interruptions, and says lower pay for women can make taking on childcare more financially feasible.
When women are paid less than men, it becomes more financially feasible for them to forgo wages in favor of childcare duties.
Source-stated
Shrivastava presents pay transparency, flexible work, and paid parental leave as measures that can help, while arguing that progress requires addressing intersecting factors.
It will require tackling each individual factor both on its own, and in consideration of how it intersects with others.
Source-stated
Shrivastava says incremental changes that expand women’s opportunities and economic and workplace power can help move toward closing the gap.
incremental changes that empower women to access more opportunities and gain economic and workplace power can help move us closer to closing the gap.
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.
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.
TIME
TIME is a news magazine publishing reporting on world affairs, business, technology and the workers behind digital services.
Editorial provenance
Version 1. Publication ID: 62dd3b71-a666-7c92-f952-26245bb80cc0.
Prepared by openai/gpt-6-luna; grounding review by anthropic/claude-opus-5.5.
Source check: uncertain by anthropic/claude-opus-5.5 on 2026-11-15T01:23:26.147Z. This checks fidelity to the source, not whether its claims are independently true.
Editorial selection: accept; reasons: bridge_admitted_by_model.
Observation: 8caef77902c755d6d95ccb2e2903c3822fc13e54e4bef2e7201d6435a6dddab3. Source text hash: 03a0013060863ffeec4802b92a6eb5d80c5766704ae9c3333701abf559aaa559.
uncertain · 2026-11-15T01:23:26.147Z · anthropic/claude-opus-5.5
Publication: 62dd3b71-a666-7c92-f952-26245bb80cc0
attribution — pass: The reading attributes the analysis to Allison Shrivastava at Indeed Hiring Lab, which matches the byline and publisher. The page is a single article with its own argument, not a listing. The related-story carousel at the end is not used.
By Allison Shrivastava
summary — uncertain: The summary is otherwise faithful: it covers the stall since 2019, intersecting factors, caregiving, the three measures, and the conclusion that policy alone is insufficient. However, it never says the data are for the US. The pay figures come from the Bureau of Labor Statistics, and the postings data are US Indeed postings. A general reader could take the stalled gap as global. Smallest repair: in the first sentence, say the analysis covers US full-time workers aged 25–54, using Bureau of Labor Statistics data. Optionally, keep the source's stronger wording that these measures are 'essential'.
Women between the ages of 25-54 earned $217/week less than their male counterparts in 2024, according to the Bureau of Labor Statistics
date — pass: The reading's March 20, 2025 matches originalPublished and the article's dateline, at day precision. The page was edited after publication (dateModified 2025-08-01). The cited passages are core article text and plainly part of the original. The later carousel titles are not used. Nothing is framed with hindsight, and the kind is publisher-page, so no archive disclosure is needed.
March 20, 2025
support — pass: Each claim is source-stated and its excerpt is exact. The caregiving-feedback claim, the point that hours do not fully explain the gap, and the incremental-change conclusion match the text. The source says both that the gap is 'highest since 2019' and that the ratio has 'remained' at 83 cents since 2019; the reading's 'unchanged since 2019' follows the latter and is supported. The question and limitations correctly note that the source gives no effect sizes for the measures.
rising to 80 cents by 2003 and slowly improving to 83 cents by 2019, where it has remained since
media — pass: No media is selected, and no verified source media candidates were supplied. A null selection is appropriate.
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Send a correction or an opposing source with this reading’s URL. Disagreement and uncertainty can remain unresolved.
Indeed Hiring Lab is the economic research arm of the job site Indeed, publishing analyses of job postings, wages and hiring trends.
Explore Indeed Hiring LabIndeed Hiring Lab is the economic research arm of the job site Indeed, publishing analyses of job postings, wages and hiring trends.
Explore Indeed Hiring LabTIME is a news magazine publishing reporting on world affairs, business, technology and the workers behind digital services.
Explore TIMEIndeed Hiring Lab is the economic research arm of the job site Indeed, publishing analyses of job postings, wages and hiring trends.
Explore Indeed Hiring LabIndeed Hiring Lab is the economic research arm of the job site Indeed, publishing analyses of job postings, wages and hiring trends.
Explore Indeed Hiring LabTIME is a news magazine publishing reporting on world affairs, business, technology and the workers behind digital services.
Explore TIMEIndeed Hiring Lab is the economic research arm of the job site Indeed, publishing analyses of job postings, wages and hiring trends.
Explore Indeed Hiring Lab