{"id":"1020129a1b14b20a43098b9fe82bad44ffd294d56142b2dc1e2dea662758bf5b","title":"MIT Technology Review explains how to tailor résumés for AI hiring tools","argument":"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.\n\nThe 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.\n\nHow well do résumé-screening and interview tools assess candidates’ abilities and qualifications across different applicants?","topicIds":["work-and-business--jobs-and-occupations","job-displacement-and-creation"],"domain":"other","claimType":"attributed reading","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.","speaker":{"name":"MIT Technology Review","roleAtSource":"Publisher"},"source":{"title":"Looking for work? Here’s how to write a résumé that an AI will love.","publisher":"MIT Technology Review","format":"Article","url":"https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/","publishedAt":"2021-08-04T11:00:00Z","dateBasis":"Date from the publisher’s own records, through its API."},"evidence":[{"text":"Ian Siegel advises job seekers to make résumés straightforward and easy for automated systems to interpret.","excerpt":"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.","url":"https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/","relationship":"Source-stated"},{"text":"Gracy Sarkissian recommends maintaining a separate résumé version for human review.","excerpt":"So prepare another version for human review, says Gracy Sarkissian, the interim executive director of New York University’s Career Center.","url":"https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/","relationship":"Source-stated"},{"text":"The article describes résumé-checking and interview-practice tools as options for job seekers preparing for AI-influenced hiring.","excerpt":"Several companies, including VMock, offer tools to help job seekers prepare for virtual interviews.","url":"https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/","relationship":"Source-stated"},{"text":"The article reports concerns that job seekers can feel misunderstood by hiring technologies.","excerpt":"But some job seekers feel frustrated and misunderstood by these technologies.","url":"https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/","relationship":"Source-stated"}],"sourceMedia":{"status":"unchecked","sourceUrl":"https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/","checkedAt":null,"items":[]},"assumptions":[],"openQuestion":{"attribution":"Open question","text":"How well do résumé-screening and interview tools assess candidates’ abilities and qualifications across different applicants?"},"whatWouldChangeView":{"attribution":"Change condition not recorded","text":""},"editorialComparisons":[],"live":{"title":"MIT Technology Review explains how to tailor résumés for AI hiring tools","summary":"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.\n\nThe 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.\n\nHow well do résumé-screening and interview tools assess candidates’ abilities and qualifications across different applicants?","question":"How well do résumé-screening and interview tools assess candidates’ abilities and qualifications across different applicants?","claims":[{"text":"Ian Siegel advises job seekers to make résumés straightforward and easy for automated systems to interpret.","excerpt":"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.","support":"source-stated"},{"text":"Gracy Sarkissian recommends maintaining a separate résumé version for human review.","excerpt":"So prepare another version for human review, says Gracy Sarkissian, the interim executive director of New York University’s Career Center.","support":"source-stated"},{"text":"The article describes résumé-checking and interview-practice tools as options for job seekers preparing for AI-influenced hiring.","excerpt":"Several companies, including VMock, offer tools to help job seekers prepare for virtual interviews.","support":"source-stated"},{"text":"The article reports concerns that job seekers can feel misunderstood by hiring technologies.","excerpt":"But some job seekers feel frustrated and misunderstood by these technologies.","support":"source-stated"}],"limitations":["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."],"mediaId":null,"correctionReason":null,"id":"1020129a1b14b20a43098b9fe82bad44ffd294d56142b2dc1e2dea662758bf5b","publicationId":"6af2b3ae-bfe3-bb62-ca98-1aff139be2db","version":1,"sourceUrl":"https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/","sourceTitle":"Looking for work? Here’s how to write a résumé that an AI will love.","publisher":"MIT Technology Review","publishedAt":"2021-08-04T11:00:00Z","originalPublished":{"value":"2021-08-04T11:00:00Z","precision":"instant","basis":"backfill:api_published"},"firstObservedAt":"2026-10-25T18:15:44.434Z","createdAt":"2026-10-29T16:38:21.305Z","historical":true,"entityIds":[],"topicIds":["work-and-business--jobs-and-occupations","job-displacement-and-creation"],"media":[],"sourceMedia":{"status":"unchecked","sourceUrl":"https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/","checkedAt":null,"items":[]},"editorialDecision":{"outcome":"accept","mediaId":null,"inputHash":"7d6d0ad879a5c228a75c18818327799e58427e84f14e1c0fde0899ead0eaa080","rubricVersion":"unrecorded","provider":"vercel","model":"typesafe-ai/jev","reasonCodes":["bridge_admitted_by_model"],"confidence":0.54,"decidedAt":"2026-10-25T18:15:43.487Z"},"provenance":{"textHash":"56e1a81f8ca9f83d5805b7f4aaf3ad90fa2a1e20dbde7704de6ccdfe6e9446f9","observationId":"0cde0c2ea1a58c33058c0c4aec892f6b2f147edf0fd73be01ebb19d04ef2a536","retrievedAt":"2026-10-25T18:33:35.469Z","kind":"publisher-page","preparer":{"model":"openai/gpt-6-luna","runId":"75ea1ad3-984c-4cc1-0801-4ad33f890b01"},"reviewer":{"model":"anthropic/claude-opus-5.5","runId":"51f9c52c-db30-b594-e7a6-f4e9b5e56059"}},"audit":{"status":"passed","reviewedAt":"2026-10-29T16:36:42.033Z","model":"anthropic/claude-opus-5.5"}},"canonicalUrl":"https://escapemeridian.com/readings/mit-technology-review-explains-how-to-tailor-resumes-for-ai-1020129a","formats":{"html":"/readings/mit-technology-review-explains-how-to-tailor-resumes-for-ai-1020129a","markdown":"/readings/mit-technology-review-explains-how-to-tailor-resumes-for-ai-1020129a.md","json":"/readings/mit-technology-review-explains-how-to-tailor-resumes-for-ai-1020129a.json"},"attribution":"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.","readerContext":{"version":"reader-context-v1","attribution":"Reference context selected by Escape Meridian; separate from source evidence. Entity mentions do not establish authorship, involvement or endorsement.","terms":[],"entities":[]},"researchQuestions":[],"withdrawn":false,"references":{"schemaVersion":1,"target":{"type":"reading","id":"1020129a1b14b20a43098b9fe82bad44ffd294d56142b2dc1e2dea662758bf5b","revision":"6af2b3ae-bfe3-bb62-ca98-1aff139be2db","revisionKind":"publication-id","title":"MIT Technology Review explains how to tailor résumés for AI hiring tools","url":"https://escapemeridian.com/readings/mit-technology-review-explains-how-to-tailor-resumes-for-ai-1020129a"},"source":{"type":"source","id":"https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/","revision":"56e1a81f8ca9f83d5805b7f4aaf3ad90fa2a1e20dbde7704de6ccdfe6e9446f9","revisionKind":"sha256-source-text","title":"Looking for work? Here’s how to write a résumé that an AI will love.","url":"https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/"},"status":"available","items":[],"next":null,"scope":"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."},"revisions":[{"id":"1020129a1b14b20a43098b9fe82bad44ffd294d56142b2dc1e2dea662758bf5b","title":"MIT Technology Review explains how to tailor résumés for AI hiring tools","argument":"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.\n\nThe 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.\n\nHow well do résumé-screening and interview tools assess candidates’ abilities and qualifications across different applicants?","topicIds":["work-and-business--jobs-and-occupations","job-displacement-and-creation"],"domain":"other","claimType":"attributed reading","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.","speaker":{"name":"MIT Technology Review","roleAtSource":"Publisher"},"source":{"title":"Looking for work? Here’s how to write a résumé that an AI will love.","publisher":"MIT Technology Review","format":"Article","url":"https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/","publishedAt":"2021-08-04T11:00:00Z","dateBasis":"Date from the publisher’s own records, through its API."},"evidence":[{"text":"Ian Siegel advises job seekers to make résumés straightforward and easy for automated systems to interpret.","excerpt":"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.","url":"https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/","relationship":"Source-stated"},{"text":"Gracy Sarkissian recommends maintaining a separate résumé version for human review.","excerpt":"So prepare another version for human review, says Gracy Sarkissian, the interim executive director of New York University’s Career Center.","url":"https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/","relationship":"Source-stated"},{"text":"The article describes résumé-checking and interview-practice tools as options for job seekers preparing for AI-influenced hiring.","excerpt":"Several companies, including VMock, offer tools to help job seekers prepare for virtual interviews.","url":"https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/","relationship":"Source-stated"},{"text":"The article reports concerns that job seekers can feel misunderstood by hiring technologies.","excerpt":"But some job seekers feel frustrated and misunderstood by these technologies.","url":"https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/","relationship":"Source-stated"}],"sourceMedia":{"status":"unchecked","sourceUrl":"https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/","checkedAt":null,"items":[]},"assumptions":[],"openQuestion":{"attribution":"Open question","text":"How well do résumé-screening and interview tools assess candidates’ abilities and qualifications across different applicants?"},"whatWouldChangeView":{"attribution":"Change condition not recorded","text":""},"editorialComparisons":[],"live":{"title":"MIT Technology Review explains how to tailor résumés for AI hiring tools","summary":"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.\n\nThe 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.\n\nHow well do résumé-screening and interview tools assess candidates’ abilities and qualifications across different applicants?","question":"How well do résumé-screening and interview tools assess candidates’ abilities and qualifications across different applicants?","claims":[{"text":"Ian Siegel advises job seekers to make résumés straightforward and easy for automated systems to interpret.","excerpt":"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.","support":"source-stated"},{"text":"Gracy Sarkissian recommends maintaining a separate résumé version for human review.","excerpt":"So prepare another version for human review, says Gracy Sarkissian, the interim executive director of New York University’s Career Center.","support":"source-stated"},{"text":"The article describes résumé-checking and interview-practice tools as options for job seekers preparing for AI-influenced hiring.","excerpt":"Several companies, including VMock, offer tools to help job seekers prepare for virtual interviews.","support":"source-stated"},{"text":"The article reports concerns that job seekers can feel misunderstood by hiring technologies.","excerpt":"But some job seekers feel frustrated and misunderstood by these technologies.","support":"source-stated"}],"limitations":["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."],"mediaId":null,"correctionReason":null,"id":"1020129a1b14b20a43098b9fe82bad44ffd294d56142b2dc1e2dea662758bf5b","publicationId":"6af2b3ae-bfe3-bb62-ca98-1aff139be2db","version":1,"sourceUrl":"https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/","sourceTitle":"Looking for work? Here’s how to write a résumé that an AI will love.","publisher":"MIT Technology Review","publishedAt":"2021-08-04T11:00:00Z","originalPublished":{"value":"2021-08-04T11:00:00Z","precision":"instant","basis":"backfill:api_published"},"firstObservedAt":"2026-10-25T18:15:44.434Z","createdAt":"2026-10-29T16:38:21.305Z","historical":true,"entityIds":[],"topicIds":["work-and-business--jobs-and-occupations","job-displacement-and-creation"],"media":[],"sourceMedia":{"status":"unchecked","sourceUrl":"https://www.technologyreview.com/2021/08/04/1030509/job-search-how-write-resume-ai-artificial-intelligence/","checkedAt":null,"items":[]},"editorialDecision":{"outcome":"accept","mediaId":null,"inputHash":"7d6d0ad879a5c228a75c18818327799e58427e84f14e1c0fde0899ead0eaa080","rubricVersion":"unrecorded","provider":"vercel","model":"typesafe-ai/jev","reasonCodes":["bridge_admitted_by_model"],"confidence":0.54,"decidedAt":"2026-10-25T18:15:43.487Z"},"provenance":{"textHash":"56e1a81f8ca9f83d5805b7f4aaf3ad90fa2a1e20dbde7704de6ccdfe6e9446f9","observationId":"0cde0c2ea1a58c33058c0c4aec892f6b2f147edf0fd73be01ebb19d04ef2a536","retrievedAt":"2026-10-25T18:33:35.469Z","kind":"publisher-page","preparer":{"model":"openai/gpt-6-luna","runId":"75ea1ad3-984c-4cc1-0801-4ad33f890b01"},"reviewer":{"model":"anthropic/claude-opus-5.5","runId":"51f9c52c-db30-b594-e7a6-f4e9b5e56059"}},"audit":{"status":"passed","reviewedAt":"2026-10-29T16:36:42.033Z","model":"anthropic/claude-opus-5.5"}}}],"audits":[{"publicationId":"6af2b3ae-bfe3-bb62-ca98-1aff139be2db","verdict":"passed","findings":[{"dimension":"attribution","status":"pass","explanation":"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.","excerpt":"says Ian Siegel, cofounder and CEO of ZipRecruiter"},{"dimension":"summary","status":"pass","explanation":"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.","excerpt":"though the quality and accuracy of this advice may vary"},{"dimension":"date","status":"pass","explanation":"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.","excerpt":null},{"dimension":"support","status":"pass","explanation":"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.","excerpt":"So prepare another version for human review, says Gracy Sarkissian"},{"dimension":"media","status":"pass","explanation":"No media was selected, and no verified media candidates were supplied, so there is nothing to check for identity or relevance.","excerpt":null}],"createdAt":"2026-10-29T16:36:42.033Z","model":"anthropic/claude-opus-5.5"}],"correctionUrl":"https://escapemeridian.com/corrections/"}