# MIT Technology Review explains how to tailor résumés for AI hiring tools [Canonical reading](https://escapemeridian.com/readings/mit-technology-review-explains-how-to-tailor-resumes-for-ai-1020129a) MIT Technology Review published this article on August 4, 2021, offering job seekers advice for applications screened by artificial intelligence. ZipRecruiter cofounder Ian Siegel recommends simple résumés with short descriptions, clearly listed skills, and relevant qualifications, while New York University’s Career Center interim executive director Gracy Sarkissian suggests keeping a separate version designed for human readers. The article also describes tailoring résumés to job postings and using résumé-checking and interview-practice tools. These are practical suggestions from named experts and descriptions of available products, not evidence that the tools reliably predict job fit or improve hiring outcomes. The article notes that some job seekers feel misunderstood by hiring technologies and that advice about preparing for AI-powered assessments may vary in quality and accuracy. How well do résumé-screening and interview tools assess candidates’ abilities and qualifications across different applicants? 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 MIT Technology Review · Article Original source date: Aug 4, 2021 (2021-08-04T11:00:00Z). Date basis: Date from the publisher’s own records, through its API. Added to Escape Meridian: 2026-10-29T16:38:21.305Z. First observed: 2026-10-25T18:15:44.434Z. Retrieved: 2026-10-25T18:33:35.469Z. - [Looking for work? Here’s how to write a résumé that an AI will love.](https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/) ## Limits Text as retrieved on October 25, 2026; originally published August 4, 2021. The article presents expert recommendations and product descriptions, but the retrieved text does not establish whether the advice or tools improve hiring outcomes. The article says the quality and accuracy of user-generated advice about AI-powered games and interviews may vary. ## Open question How well do résumé-screening and interview tools assess candidates’ abilities and qualifications across different applicants? ## Source-stated Ian Siegel advises job seekers to make résumés straightforward and easy for automated systems to interpret. > You want the simplest, most boring résumé template you can find. You want to write like a caveman in the shortest, crispest words you can. - [Supporting source](https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/) ## Source-stated Gracy Sarkissian recommends maintaining a separate résumé version for human review. > So prepare another version for human review, says Gracy Sarkissian, the interim executive director of New York University’s Career Center. - [Supporting source](https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/) ## Source-stated The article describes résumé-checking and interview-practice tools as options for job seekers preparing for AI-influenced hiring. > Several companies, including VMock, offer tools to help job seekers prepare for virtual interviews. - [Supporting source](https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/) ## Source-stated The article reports concerns that job seekers can feel misunderstood by hiring technologies. > But some job seekers feel frustrated and misunderstood by these technologies. - [Supporting source](https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/) ## Source and contributor context MIT Technology Review · 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. ## Editorial provenance Version 1. Publication ID: 6af2b3ae-bfe3-bb62-ca98-1aff139be2db. Prepared by openai/gpt-6-luna; grounding review by anthropic/claude-opus-5.5. Source check: passed by anthropic/claude-opus-5.5 on 2026-10-29T16:36:42.033Z. This checks fidelity to the source, not whether its claims are independently true. Editorial selection: accept; reasons: bridge\_admitted\_by\_model. Observation: 0cde0c2ea1a58c33058c0c4aec892f6b2f147edf0fd73be01ebb19d04ef2a536. Source text hash: 56e1a81f8ca9f83d5805b7f4aaf3ad90fa2a1e20dbde7704de6ccdfe6e9446f9. ## Revision and source-check history ### Version 1 — 2026-10-29T16:38:21.305Z MIT Technology Review published this article on August 4, 2021, offering job seekers advice for applications screened by artificial intelligence. ZipRecruiter cofounder Ian Siegel recommends simple résumés with short descriptions, clearly listed skills, and relevant qualifications, while New York University’s Career Center interim executive director Gracy Sarkissian suggests keeping a separate version designed for human readers. The article also describes tailoring résumés to job postings and using résumé-checking and interview-practice tools. These are practical suggestions from named experts and descriptions of available products, not evidence that the tools reliably predict job fit or improve hiring outcomes. The article notes that some job seekers feel misunderstood by hiring technologies and that advice about preparing for AI-powered assessments may vary in quality and accuracy. How well do résumé-screening and interview tools assess candidates’ abilities and qualifications across different applicants? ## Original source MIT Technology Review · Article Original source date: Aug 4, 2021 (2021-08-04T11:00:00Z). Date basis: Date from the publisher’s own records, through its API. Added to Escape Meridian: 2026-10-29T16:38:21.305Z. First observed: 2026-10-25T18:15:44.434Z. Retrieved: 2026-10-25T18:33:35.469Z. - [Looking for work? Here’s how to write a résumé that an AI will love.](https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/) ## Limits Text as retrieved on October 25, 2026; originally published August 4, 2021. The article presents expert recommendations and product descriptions, but the retrieved text does not establish whether the advice or tools improve hiring outcomes. The article says the quality and accuracy of user-generated advice about AI-powered games and interviews may vary. ## Open question How well do résumé-screening and interview tools assess candidates’ abilities and qualifications across different applicants? ## Source-stated Ian Siegel advises job seekers to make résumés straightforward and easy for automated systems to interpret. > You want the simplest, most boring résumé template you can find. You want to write like a caveman in the shortest, crispest words you can. - [Supporting source](https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/) ## Source-stated Gracy Sarkissian recommends maintaining a separate résumé version for human review. > So prepare another version for human review, says Gracy Sarkissian, the interim executive director of New York University’s Career Center. - [Supporting source](https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/) ## Source-stated The article describes résumé-checking and interview-practice tools as options for job seekers preparing for AI-influenced hiring. > Several companies, including VMock, offer tools to help job seekers prepare for virtual interviews. - [Supporting source](https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/) ## Source-stated The article reports concerns that job seekers can feel misunderstood by hiring technologies. > But some job seekers feel frustrated and misunderstood by these technologies. - [Supporting source](https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/) ## Source and contributor context MIT Technology Review · 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. ## Editorial provenance Version 1. Publication ID: 6af2b3ae-bfe3-bb62-ca98-1aff139be2db. Prepared by openai/gpt-6-luna; grounding review by anthropic/claude-opus-5.5. Source check: passed by anthropic/claude-opus-5.5 on 2026-10-29T16:36:42.033Z. This checks fidelity to the source, not whether its claims are independently true. Editorial selection: accept; reasons: bridge\_admitted\_by\_model. Observation: 0cde0c2ea1a58c33058c0c4aec892f6b2f147edf0fd73be01ebb19d04ef2a536. Source text hash: 56e1a81f8ca9f83d5805b7f4aaf3ad90fa2a1e20dbde7704de6ccdfe6e9446f9. ### passed — 2026-10-29T16:36:42.033Z — anthropic/claude-opus-5.5 Publication: 6af2b3ae-bfe3-bb62-ca98-1aff139be2db attribution — pass: The draft correctly attributes the article to MIT Technology Review. It also correctly attributes the résumé advice to Ian Siegel (ZipRecruiter cofounder and CEO) and the separate human-review version to Gracy Sarkissian, interim executive director of NYU's Career Center. > says Ian Siegel, cofounder and CEO of ZipRecruiter summary — pass: The summary is readable without specialist background. It names the actors, explains that applications are screened by AI and presents the advice as expert recommendations. It also notes job seekers' frustration and the variable quality of preparation advice. The source limits that caveat to user-generated videos, and the draft's limitations state this precisely. The question is a genuine open issue that follows from the article. > though the quality and accuracy of this advice may vary date — pass: August 4, 2021 matches the UTC calendar day of originalPublished (2021-08-04T11:00Z). The page was modified later that same day. The sidebar refers to later events, such as ten years after AlphaGo, but the reading neither uses nor relies on them. Nothing is presented with hindsight. The kind is publisher-page, so no archive disclosure is needed. support — pass: Each claim is directly supported by its quoted excerpt. The draft avoids turning product descriptions into demonstrated benefits and explicitly says the article does not show improved hiring outcomes. It adds no unsupported claims about stakeholders or impacts. > So prepare another version for human review, says Gracy Sarkissian media — pass: No media was selected, and no verified media candidates were supplied, so there is nothing to check for identity or relevance. ## 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/1020129a1b14b20a43098b9fe82bad44ffd294d56142b2dc1e2dea662758bf5b/references.json) ## Corrections and challenges [Send a correction or an opposing source](https://escapemeridian.com/corrections/) [JSON record](https://escapemeridian.com/readings/mit-technology-review-explains-how-to-tailor-resumes-for-ai-1020129a.json)