{
  "schema": "https://miscsubjects.com/schemas/jarticle.json",
  "status": "published",
  "slug": "fn-src-email-1980e37fe9b42fa8",
  "title": "AI Résumé Screening: Innovation or a New Barrier to Talent?",
  "type": "article",
  "kind": "source_email",
  "body": [
    "# Email",
    "## Attachments",
    "No attachments.",
    "## Message",
    "From: Dominique Shelton Leipzig <dominique@globaldatainnovation.com>  \nTo: massoumi.cyrus@gmail.com  \nReply to: dominique+reply-0njb99c258xv9b9vwrnxpszy-9be2d030-1730204419887@reply.globaldatainnovation.com  \nSubject: AI Résumé Screening: Innovation or a New Barrier to Talent?  \nSent: Tue, 15 Jul 2025 13:13:27 +0000 (GMT)  \nSent (UTC): 2025-07-15T13:13:27.000Z  \nSent (America/Los_Angeles): 2025-07-15T06:13:27.000-07:00  \nAccount: 62ca724fdabf40deba435e42eb88ef18  \nGmail message: 1980e37fe9b42fa8  \nThread: 1980e37fe9b42fa8  \nMessage-ID: 1752585207311.8b138b78d0e18137b3f15619d2db47d0-0njb99c258xv9b9vwrnxpszy@globaldatainnovation.com  \nBody coverage: full  \nBody format: markdown  ",
    "## Body",
    "Email",
    " ![](https://cdp1.tracking.e360.salesforce.com/open?jwt=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJ0ZW5hbnRfaWQiOiJhMzYwL3Byb2QvNTIxMjY2MWFkNzU0NDNkOTk2NzA1YzUyMGUxNzczMGIiLCJjcmVhdGlvbl90aW1lIjoxNzUyNTg1MjA3LCJtZXNzYWdlX2lkIjoiMG5qYjk5YnZ0eHNjNnN5aGZzc2R3MHptIzBuamI5OWMyNTh4djliOXZ3cm54cHN6eSIsImNoYW5uZWxfdHlwZSI6ImVtYWlsIiwiZXhwIjoxNzg0MTIxMjA3LCJyZWRpcmVjdF91cmwiOiJvcGVuVXJsIiwiaW5kaXZpZHVhbF9pZCI6IjAwUVZvMDAwMDBPTklFWk1BNSJ9.svqGUZ_gK4xy_f5TWIqxZvkuQIC_bzdBKfO5y7lzc8Y)",
    "| |",
    " Dear Cyrus,",
    " **Topline:**",
    " Recruiters are increasingly relying on AI to process applicants, but candidates report being filtered out by the system unfairly. This underscores the need for Boards to ensure that hiring tools are properly triaged as ‘high-risk’ and operate under the TRUST Framework.",
    " **What’s at Stake for Boards and CEOs:**",
    " AI hiring systems that lack right data or uninterrupted monitoring can reinforce bias, undermine companies’ talent strategies, and expose organizations to legal and reputational risks.",
    " Employment-related AI systems are categorized as high-risk in laws around the world, and leaders should ensure that their company triages those use cases accordingly.",
    " **The Story So Far:**",
    " The Wall Street Journal reports that major employers are turning to AI résumé screeners to manage the influx of applications. These systems often reject candidates due to formatting issues or gaps that don’t reflect job-relevant skills. Candidates with matching credentials are sometimes excluded without explanation, and employers themselves admit they don't always understand how the AI makes its decisions.",
    " [CEOs & Boards: Is your HR team’s AI use finding top talent or creating front\\-page risks?\nBook a call to learn how we help clients deploy AI for competitive advantage—not compliance headaches.](https://cdp1.tracking.e360.salesforce.com/click?jwt=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJ0ZW5hbnRfaWQiOiJhMzYwL3Byb2QvNTIxMjY2MWFkNzU0NDNkOTk2NzA1YzUyMGUxNzczMGIiLCJjcmVhdGlvbl90aW1lIjoxNzUyNTg1MjA3LCJjb21wb25lbnRfaWQiOiIxMTdiODIwMi1mZjRlLTRkOTQtYWUxYi02ZTQ1ZTE2NzhkOTAiLCJtZXNzYWdlX2lkIjoiMG5qYjk5YnZ0eHNjNnN5aGZzc2R3MHptIzBuamI5OWMyNTh4djliOXZ3cm54cHN6eSIsImNoYW5uZWxfdHlwZSI6ImVtYWlsIiwiZXhwIjoxNzg0MTIxMjA3LCJyZWRpcmVjdF91cmwiOiJodHRwczovL2NhbGVuZGx5LmNvbS9kb21pbmlxdWUtZ2xvYmFsZGF0YWlubm92YXRpb24vbmV3c2xldHRlci1mb2xsb3ctdXAiLCJpbmRpdmlkdWFsX2lkIjoiMDBRVm8wMDAwME9OSUVaTUE1In0.tQplN6uqVpg3YED73xdw57JXhx69qorIxTEUaz3oh3E)",
    " **Details and Context:**",
    " One job-seeker said his résumé was rejected dozens of times until he removed a volunteer experience, after which he received interviews. Experts cited in the article describe how AI tools sometimes eliminate candidates for arbitrary reasons—such as lacking keywords or formatting inconsistencies. This opaque process risks excluding qualified applicants while undermining the company’s goals of acquiring the best talent and long-term talent pipeline.",
    " **The Bottom Line for You:**",
    " Boards must triage AI hiring tools as high-risk systems and demand regular audits, clear documentation, and human oversight. Partnering with external reviewers to assess outcomes for fairness, explainability, and inclusiveness is key to sustaining stakeholder trust and attracting top talent.",
    " Together, we can ensure your data leadership and AI that works for you—and for those who rely on it. If you would like to discuss, please email me back or select a time on my Calendly.",
    " Wishing you my very best,",
    " **Dominique Shelton Leipzig**",
    " CEO, Global Data Innovation",
    " Source: [Wall Street Journal](https://cdp1.tracking.e360.salesforce.com/click?jwt=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJ0ZW5hbnRfaWQiOiJhMzYwL3Byb2QvNTIxMjY2MWFkNzU0NDNkOTk2NzA1YzUyMGUxNzczMGIiLCJjcmVhdGlvbl90aW1lIjoxNzUyNTg1MjA3LCJjb21wb25lbnRfaWQiOiIxMTdiODIwMi1mZjRlLTRkOTQtYWUxYi02ZTQ1ZTE2NzhkOTAiLCJtZXNzYWdlX2lkIjoiMG5qYjk5YnZ0eHNjNnN5aGZzc2R3MHptIzBuamI5OWMyNTh4djliOXZ3cm54cHN6eSIsImNoYW5uZWxfdHlwZSI6ImVtYWlsIiwiZXhwIjoxNzg0MTIxMjA3LCJyZWRpcmVjdF91cmwiOiJodHRwczovL3d3dy53c2ouY29tL2xpZmVzdHlsZS9jYXJlZXJzL2FpLXJlc3VtZS1zY3JlZW5pbmctaGlyaW5nLTY3NmE0NzAxIiwiaW5kaXZpZHVhbF9pZCI6IjAwUVZvMDAwMDBPTklFWk1BNSJ9.J20T8CFtcNMYRkX_HxYi3aS2PoA-8B3lsJLDUbZFHCQ)",
    "[https://cdp1.tracking.e360.salesforce.com/click?jwt=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJ0ZW5hbnRfaWQiOiJhMzYwL3Byb2QvNTIxMjY2MWFkNzU0NDNkOTk2NzA1YzUyMGUxNzczMGIiLCJjcmVhdGlvbl90aW1lIjoxNzUyNTg1MjA3LCJjb21wb25lbnRfaWQiOiIxMTdiODIwMi1mZjRlLTRkOTQtYWUxYi02ZTQ1ZTE2NzhkOTAiLCJtZXNzYWdlX2lkIjoiMG5qYjk5YnZ0eHNjNnN5aGZzc2R3MHptIzBuamI5OWMyNTh4djliOXZ3cm54cHN6eSIsImNoYW5uZWxfdHlwZSI6ImVtYWlsIiwiZXhwIjoxNzg0MTIxMjA3LCJyZWRpcmVjdF91cmwiOiJtYWlsdG86ZG9taW5pcXVlQGdsb2JhbGRhdGFpbm5vdmF0aW9uLmNvbSIsImluZGl2aWR1YWxfaWQiOiIwMFFWbzAwMDAwT05JRVpNQTUifQ.wHKQmi\\-PnBLPZa2XIGdlu0dXpnUDySQGhuwtwrHF82k](https://cdp1.tracking.e360.salesforce.com/click?jwt=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJ0ZW5hbnRfaWQiOiJhMzYwL3Byb2QvNTIxMjY2MWFkNzU0NDNkOTk2NzA1YzUyMGUxNzczMGIiLCJjcmVhdGlvbl90aW1lIjoxNzUyNTg1MjA3LCJjb21wb25lbnRfaWQiOiIxMTdiODIwMi1mZjRlLTRkOTQtYWUxYi02ZTQ1ZTE2NzhkOTAiLCJtZXNzYWdlX2lkIjoiMG5qYjk5YnZ0eHNjNnN5aGZzc2R3MHptIzBuamI5OWMyNTh4djliOXZ3cm54cHN6eSIsImNoYW5uZWxfdHlwZSI6ImVtYWlsIiwiZXhwIjoxNzg0MTIxMjA3LCJyZWRpcmVjdF91cmwiOiJtYWlsdG86ZG9taW5pcXVlQGdsb2JhbGRhdGFpbm5vdmF0aW9uLmNvbSIsImluZGl2aWR1YWxfaWQiOiIwMFFWbzAwMDAwT05JRVpNQTUifQ.wHKQmi-PnBLPZa2XIGdlu0dXpnUDySQGhuwtwrHF82k)",
    "| Global Data Innovation. 415 North Camden Drive, Suite 111 #1058, Beverly Hills, CA, 90201P+1 424.480.5662Unsubscribe |\n"
  ],
  "facts": {
    "platform": "Gmail",
    "source_id": "1980e37fe9b42fa8",
    "date_as_recorded": "Tue, 15 Jul 2025 13:13:27 +0000 (GMT)",
    "from": "Dominique Shelton Leipzig <dominique@globaldatainnovation.com>",
    "to": "<massoumi.cyrus@gmail.com>",
    "subject": "AI Résumé Screening: Innovation or a New Barrier to Talent?",
    "category": null,
    "body_status": "full text (agent capture)",
    "account": "massoumi.cyrus@gmail.com",
    "retrieval": "/home/hatch/workspace/email/gmail/9295d9eddac1d1dd72c82f541bd82e0004d1036dc37867076f3bf132e2196416.md"
  },
  "ontology": {
    "above": [
      "fn-index-emails"
    ],
    "below": [],
    "adjacent": [],
    "nested": []
  },
  "created": "2026-10-11T06:56:10.774Z",
  "updated": "2026-10-11T06:56:10.774Z",
  "version": 1,
  "hash": "0844c30114d7bd79d6dfbceacb614dba6eb13bfed564a5c733d137a735644541",
  "styling": {
    "scope": "shared",
    "how": "no value on the page is set by hand: each comes from this theme, and each theme value becomes the CSS variable named beside it. PATCH https://miscsubjects.com/api/jarticles/theme changes them.",
    "widget_style": {
      "what": "every widget may carry style: {…}; these are the only keys it reads",
      "rotate": "degrees, a number",
      "offset_x": "pixels, a number",
      "offset_y": "pixels, a number",
      "pulse": "true to pulse"
    },
    "theme": {
      "color": {
        "page_bg": "#f5f5f7",
        "sheet_bg": "#ffffff",
        "ink": "#1d1d1f",
        "soft": "#424245",
        "muted": "#6e6e73",
        "dim": "#86868b",
        "line": "#d2d2d7",
        "accent": "#0071e3",
        "accent_soft": "rgba(0,113,227,0.08)",
        "link": "#0066cc",
        "selection": "rgba(0,113,227,0.18)",
        "widget_bg": "#f5f5f7",
        "widget_border": "#d2d2d7",
        "card_bg": "#ffffff",
        "code_bg": "#f5f5f7",
        "json_bg": "#161b19",
        "json_ink": "#e6e1d4",
        "json_key": "#7fd3c3",
        "json_string": "#e9c46a",
        "json_number": "#f4a261",
        "json_bool": "#c792ea",
        "json_null": "#928d7e",
        "json_punct": "#6b6759",
        "json_bar": "#0e1512",
        "kind_badge_bg": "#0e6e60",
        "kind_badge_ink": "#ffffff"
      },
      "color_dark": {
        "page_bg": "#000000",
        "sheet_bg": "#1d1d1f",
        "ink": "#f5f5f7",
        "soft": "#d2d2d7",
        "muted": "#a1a1a6",
        "dim": "#86868b",
        "line": "#424245",
        "accent": "#2997ff",
        "accent_soft": "rgba(41,151,255,0.12)",
        "link": "#2997ff",
        "selection": "rgba(41,151,255,0.25)",
        "widget_bg": "#2c2c2e",
        "widget_border": "#424245",
        "card_bg": "#1d1d1f",
        "code_bg": "#2c2c2e",
        "json_bg": "#0a0d0c",
        "json_ink": "#e6e1d4",
        "json_key": "#7fd3c3",
        "json_string": "#e9c46a",
        "json_number": "#f4a261",
        "json_bool": "#c792ea",
        "json_null": "#757062",
        "json_punct": "#5d665f",
        "json_bar": "#060807",
        "kind_badge_bg": "#4fc1ab",
        "kind_badge_ink": "#0b0f0d"
      },
      "font": {
        "display": "-apple-system,BlinkMacSystemFont,\"SF Pro Display\",\"SF Pro Text\",\"Helvetica Neue\",Helvetica,Arial,sans-serif",
        "body": "-apple-system,BlinkMacSystemFont,\"SF Pro Display\",\"SF Pro Text\",\"Helvetica Neue\",Helvetica,Arial,sans-serif",
        "mono": "ui-monospace,SFMono-Regular,\"SF Mono\",Menlo,Consolas,monospace",
        "google_fonts": ""
      },
      "size": {
        "body": "17px",
        "small": "17px",
        "eye": "17px",
        "lead": "17px",
        "h1": "52px",
        "h2": "34px",
        "h3": "22px",
        "byline": "17px",
        "h1_measure": "none",
        "code": "17px",
        "json": "17px",
        "widget_title": "17px"
      },
      "leading": {
        "body": "1.7",
        "head": "1.18",
        "lead": "1.5",
        "json": "1.6"
      },
      "weight": {
        "display": "700",
        "head": "700",
        "body": "400",
        "strong": "700",
        "eye": "700"
      },
      "tracking": {
        "eye": "0.14em",
        "display": "-0.03em",
        "body": "-0.006em",
        "badge": "0.08em"
      },
      "layout": {
        "sheet_width": "1000px",
        "text_width": "880px",
        "gutter": "16px",
        "sheet_padding": "56px 64px 64px",
        "sheet_padding_mobile": "24px 18px 40px",
        "sheet_margin": "28px auto 72px",
        "block_gap": "1.15em",
        "widget_gap": "28px",
        "grid_gap": "14px"
      },
      "border": {
        "sheet": "0px solid",
        "sheet_radius": "30px",
        "widget": "1px solid",
        "widget_radius": "24px",
        "card_radius": "24px",
        "badge_radius": "999px",
        "rule": "1px solid",
        "code_radius": "18px",
        "accent_bar": "3px"
      },
      "shadow": {
        "sheet": "0 1px 1px rgba(0,0,0,.02),0 6px 26px rgba(0,0,0,.05)",
        "widget": "none",
        "card_hover": "0 10px 28px -16px rgba(28,27,23,0.35)"
      },
      "motion": {
        "hover": "160ms ease"
      }
    }
  },
  "page": "https://miscsubjects.com/a/fn-src-email-1980e37fe9b42fa8",
  "json": "https://miscsubjects.com/a/fn-src-email-1980e37fe9b42fa8.json",
  "markdown": "https://miscsubjects.com/a/fn-src-email-1980e37fe9b42fa8.md",
  "theme": "https://miscsubjects.com/article-theme.json",
  "calls": [
    {
      "what": "this article as a page (no key)",
      "method": "GET",
      "url": "https://miscsubjects.com/a/fn-src-email-1980e37fe9b42fa8",
      "headers": {}
    },
    {
      "what": "this article as its object (no key)",
      "method": "GET",
      "url": "https://miscsubjects.com/a/fn-src-email-1980e37fe9b42fa8.json",
      "headers": {}
    },
    {
      "what": "this article as Markdown (no key)",
      "method": "GET",
      "url": "https://miscsubjects.com/a/fn-src-email-1980e37fe9b42fa8.md",
      "headers": {}
    },
    {
      "what": "the object with its hash, drafts too",
      "method": "GET",
      "url": "https://miscsubjects.com/api/jarticles/fn-src-email-1980e37fe9b42fa8",
      "headers": {
        "x-sheets-key": "$(cat /Users/cyrusmassoumi/.misc-sheets-key)"
      }
    },
    {
      "what": "one piece and that piece’s hash",
      "method": "GET",
      "url": "https://miscsubjects.com/api/jarticles/fn-src-email-1980e37fe9b42fa8/at?path=facts",
      "headers": {
        "x-sheets-key": "$(cat /Users/cyrusmassoumi/.misc-sheets-key)"
      }
    },
    {
      "what": "grep: every key or value that matches, with the path to change it",
      "method": "GET",
      "url": "https://miscsubjects.com/api/jarticles/fn-src-email-1980e37fe9b42fa8/grep?q=owner",
      "headers": {
        "x-sheets-key": "$(cat /Users/cyrusmassoumi/.misc-sheets-key)"
      }
    },
    {
      "what": "change pieces (set, merge, delete, append, insert, move); if-match is the hash",
      "method": "PATCH",
      "url": "https://miscsubjects.com/api/jarticles/fn-src-email-1980e37fe9b42fa8",
      "headers": {
        "x-sheets-key": "$(cat /Users/cyrusmassoumi/.misc-sheets-key)",
        "content-type": "application/json",
        "if-match": "<hash from the read>"
      },
      "body": {
        "ops": [
          {
            "op": "set",
            "path": "facts.example",
            "value": 1
          }
        ]
      }
    },
    {
      "what": "replace the whole object",
      "method": "PUT",
      "url": "https://miscsubjects.com/api/jarticles/fn-src-email-1980e37fe9b42fa8",
      "headers": {
        "x-sheets-key": "$(cat /Users/cyrusmassoumi/.misc-sheets-key)",
        "content-type": "application/json",
        "if-match": "<hash>"
      },
      "body": {
        "slug": "fn-src-email-1980e37fe9b42fa8",
        "title": "…"
      }
    },
    {
      "what": "fetch every source, hash what came back and check the quote is in it",
      "method": "POST",
      "url": "https://miscsubjects.com/api/jarticles/fn-src-email-1980e37fe9b42fa8/verify",
      "headers": {
        "x-sheets-key": "$(cat /Users/cyrusmassoumi/.misc-sheets-key)",
        "content-type": "application/json"
      },
      "body": {}
    },
    {
      "what": "an Obsidian-style command",
      "method": "POST",
      "url": "https://miscsubjects.com/api/jarticles/cli",
      "headers": {
        "x-sheets-key": "$(cat /Users/cyrusmassoumi/.misc-sheets-key)",
        "content-type": "application/json"
      },
      "body": {
        "command": "backlinks",
        "file": "fn-src-email-1980e37fe9b42fa8"
      }
    }
  ]
}