{
  "name": "The AIRecruiter.co Index",
  "description": "The talent-market research Index: sourced point-in-time statistics and long-run trackers on how the world hires. Every figure carries a confidence label and links to its primary source.",
  "url": "https://airecruiter.co/data",
  "methodology": "https://airecruiter.co/methodology",
  "sourceRegistry": "https://airecruiter.co/research/sources",
  "dateModified": "2026-07-21",
  "citation": "The AIRecruiter.co Index. AIRecruiter.co, accessed [date accessed]. https://airecruiter.co/data",
  "license": "https://creativecommons.org/licenses/by/4.0/",
  "licenseNote": "Free to cite and reuse with attribution to AIRecruiter.co and a link to the cited figure.",
  "temporalCoverage": "2000/2026",
  "counts": {
    "statistics": 107,
    "trackers": 6,
    "reports": 14,
    "citedSources": 190,
    "confidence": {
      "verified": 42,
      "reported": 52,
      "modeled": 13
    }
  },
  "confidenceTiers": {
    "verified": "Confirmed against the primary source.",
    "reported": "Consistently reported by a credible publisher.",
    "modeled": "A market estimate or projection, not a measured figure."
  },
  "topics": [
    {
      "id": "ai-in-hiring",
      "name": "AI in Hiring",
      "blurb": "How fast employers, recruiters, and staffing firms are adopting AI and autonomous agents across the hiring workflow."
    },
    {
      "id": "hiring-speed",
      "name": "Hiring Speed",
      "blurb": "Time-to-fill, time-to-hire, and placement velocity benchmarks across roles and firm types."
    },
    {
      "id": "hiring-volume",
      "name": "Hiring Volume",
      "blurb": "The scale of hiring activity and shifts in buyer or requisition volume across talent platforms."
    },
    {
      "id": "talent-supply",
      "name": "Talent Supply",
      "blurb": "Candidate availability, application flows, and workforce turnover shaping the supply side of the market."
    },
    {
      "id": "sourcing-channels",
      "name": "Sourcing Channels",
      "blurb": "Where and how recruiters find candidates, from job boards to AI-powered semantic and people search."
    },
    {
      "id": "recruiting-tech-market",
      "name": "Recruiting Tech Market",
      "blurb": "Funding, M&A, market sizing, and competitive dynamics across HR and recruiting technology."
    },
    {
      "id": "contingent-talent",
      "name": "Contingent Talent",
      "blurb": "The freelance, contractor, and on-demand workforce and the platforms that mobilize it."
    },
    {
      "id": "assessment-interview",
      "name": "Assessment & Interview",
      "blurb": "Interview load, screening models, and how candidates are evaluated and selected."
    },
    {
      "id": "skills-mobility",
      "name": "Skills & Mobility",
      "blurb": "The shift to skills-based hiring and internal mobility over traditional credential-led selection."
    },
    {
      "id": "candidate-trust",
      "name": "Candidate Trust",
      "blurb": "Candidate sentiment toward AI in hiring, profile authenticity, and trust in the process."
    },
    {
      "id": "people-analytics",
      "name": "People Analytics",
      "blurb": "Recruiter productivity, measurement of AI ROI, and the metrics teams use to run hiring."
    }
  ],
  "statistics": [
    {
      "id": "ai-adoption-hr-orgs",
      "label": "Organizations using AI in HR",
      "value": 43,
      "unit": "%",
      "formatted": "43%",
      "asOf": "2025",
      "topic": "ai-in-hiring",
      "confidence": "verified",
      "context": "Nearly half of organizations now use AI for HR tasks, a sharp acceleration in mainstream adoption.",
      "trendNote": "Up from 26% in 2024, a 65% year-over-year increase.",
      "sources": [
        {
          "id": "shrm-1jkz5",
          "publisher": "SHRM",
          "title": "AI in HR (2025 Talent Trends)",
          "url": "https://www.shrm.org/topics-tools/research/2025-talent-trends/ai-in-hr",
          "year": "2025"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/state-of-ai-recruiting-2026",
        "https://airecruiter.co/blog/ta-market-map-2026"
      ]
    },
    {
      "id": "ai-recruiting-support-share",
      "label": "Organizations using AI to support recruiting",
      "value": 51,
      "unit": "%",
      "formatted": "51%",
      "asOf": "2025",
      "topic": "ai-in-hiring",
      "confidence": "verified",
      "context": "Just over half of organizations apply AI specifically to recruiting, a step ahead of broader HR adoption.",
      "sources": [
        {
          "id": "shrm-1jkz5",
          "publisher": "SHRM",
          "title": "AI in HR (2025 Talent Trends)",
          "url": "https://www.shrm.org/topics-tools/research/2025-talent-trends/ai-in-hr",
          "year": "2025"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/state-of-ai-recruiting-2026"
      ]
    },
    {
      "id": "recruiters-increasing-ai",
      "label": "Recruiters planning to increase AI use",
      "value": 93,
      "unit": "%",
      "formatted": "93%",
      "asOf": "2026",
      "topic": "ai-in-hiring",
      "confidence": "verified",
      "context": "Nearly all talent acquisition professionals intend to expand their AI usage as hiring pressure intensifies.",
      "sources": [
        {
          "id": "hr-dive-1t2ee",
          "publisher": "HR Dive",
          "title": "Recruiters increasing their AI usage as pressure to hire intensifies",
          "url": "https://www.hrdive.com/news/recruiters-increasing-their-ai-usage-as-pressure-to-hire-intensifies/809051"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/state-of-ai-recruiting-2026",
        "https://airecruiter.co/blog/ta-market-map-2026"
      ]
    },
    {
      "id": "recruiters-ai-prescreening",
      "label": "Recruiters increasing AI use for pre-screening",
      "value": 66,
      "unit": "%",
      "formatted": "66%",
      "asOf": "2026",
      "topic": "ai-in-hiring",
      "confidence": "verified",
      "context": "Two in three recruiters plan to expand AI in pre-screening interviews specifically, the leading AI use case.",
      "sources": [
        {
          "id": "hr-dive-1t2ee",
          "publisher": "HR Dive",
          "title": "Recruiters increasing their AI usage as pressure to hire intensifies",
          "url": "https://www.hrdive.com/news/recruiters-increasing-their-ai-usage-as-pressure-to-hire-intensifies/809051"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/ta-market-map-2026",
        "https://airecruiter.co/blog/state-of-ai-recruiting-2026"
      ]
    },
    {
      "id": "talent-leaders-autonomous-agents",
      "label": "Talent leaders adding autonomous AI agents",
      "value": 52,
      "unit": "%",
      "formatted": "52%",
      "asOf": "2026",
      "topic": "ai-in-hiring",
      "confidence": "verified",
      "context": "More than half of talent leaders plan to deploy autonomous AI agents on their teams this year, marking the move from copilots to agents.",
      "sources": [
        {
          "id": "korn-ferry-jq8ha",
          "publisher": "Korn Ferry",
          "title": "Korn Ferry",
          "url": "https://www.kornferry.com/about-us/press/korn-ferry-research-unveils-top-talent-acquisition-trends-shaping-2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/state-of-ai-recruiting-2026"
      ]
    },
    {
      "id": "genai-workload-reduction",
      "label": "Workload cut for recruiters using GenAI",
      "value": 20,
      "unit": "%",
      "formatted": "20%",
      "asOf": "2025",
      "topic": "ai-in-hiring",
      "confidence": "verified",
      "context": "Recruiters using generative AI report a 20% drop in workload, equivalent to recovering one full workday every week.",
      "sources": [
        {
          "id": "linkedin-future-of-recruiting-2025-z3y17",
          "publisher": "LinkedIn (Future of Recruiting 2025)",
          "title": "LinkedIn (Future of Recruiting 2025)",
          "url": "https://www.linkedin.com/business/talent/blog/talent-acquisition/future-of-recruiting-2025"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/state-of-ai-recruiting-2026"
      ]
    },
    {
      "id": "hiring-assistant-fewer-profiles",
      "label": "Fewer profiles reviewed with LinkedIn Hiring Assistant",
      "value": 81,
      "unit": "%",
      "formatted": "81%",
      "asOf": "2026",
      "topic": "ai-in-hiring",
      "confidence": "verified",
      "context": "Recruiters using LinkedIn's Hiring Assistant review 81% fewer profiles to find a qualified match, showing the screening leverage of agentic tools.",
      "trendNote": "Up from a 62% reduction cited by charter customers at the September 2025 launch.",
      "sources": [
        {
          "id": "linkedin-talent-solutions-23mrg",
          "publisher": "LinkedIn (Talent Solutions)",
          "title": "LinkedIn (Talent Solutions)",
          "url": "https://business.linkedin.com/hire/hiring-assistant"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/sourcing-landscape-2026",
        "https://airecruiter.co/blog/ta-market-map-2026"
      ]
    },
    {
      "id": "top-staffing-firms-ai-likelihood",
      "label": "Top staffing firms vs peers on AI use",
      "value": 4,
      "unit": "x",
      "formatted": "4x",
      "asOf": "2026",
      "topic": "ai-in-hiring",
      "confidence": "verified",
      "context": "The highest-performing staffing firms are four times more likely to leverage AI than their peers, tying AI use to growth.",
      "sources": [
        {
          "id": "bullhorn-i7jig",
          "publisher": "Bullhorn",
          "title": "Bullhorn GRID Report: Staffing Firms Using AI See Stronger Growth, Faster Placements",
          "url": "https://www.bullhorn.com/news-and-press/press-releases/bullhorn-grid-report-staffing-firms-using-ai-see-stronger-growth-faster-placements"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/agency-benchmark-q2-2026"
      ]
    },
    {
      "id": "high-growth-firms-ai-in-ats",
      "label": "High-growth firms using AI in their ATS",
      "value": 78,
      "unit": "%",
      "formatted": "78%",
      "asOf": "2025",
      "topic": "ai-in-hiring",
      "confidence": "verified",
      "context": "Among staffing firms growing revenue more than 25%, 78% embed AI tools directly in their applicant tracking system.",
      "sources": [
        {
          "id": "bullhorn-i7jig",
          "publisher": "Bullhorn",
          "title": "Bullhorn GRID Report: Staffing Firms Using AI See Stronger Growth, Faster Placements",
          "url": "https://www.bullhorn.com/news-and-press/press-releases/bullhorn-grid-report-staffing-firms-using-ai-see-stronger-growth-faster-placements"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/agency-benchmark-q2-2026"
      ]
    },
    {
      "id": "agencies-full-workflow-agentic-ai",
      "label": "Agencies with full-workflow agentic AI",
      "value": 10,
      "unit": "%",
      "formatted": "10%",
      "asOf": "2026",
      "topic": "ai-in-hiring",
      "confidence": "verified",
      "context": "Only about one in ten agencies have implemented agentic AI across their entire workflow, signaling early-stage end-to-end automation.",
      "sources": [
        {
          "id": "bullhorn-i7jig",
          "publisher": "Bullhorn",
          "title": "Bullhorn GRID Report: Staffing Firms Using AI See Stronger Growth, Faster Placements",
          "url": "https://www.bullhorn.com/news-and-press/press-releases/bullhorn-grid-report-staffing-firms-using-ai-see-stronger-growth-faster-placements"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/agency-benchmark-q2-2026"
      ]
    },
    {
      "id": "ai-human-time-to-hire-cut",
      "label": "Time-to-hire cut with AI screen plus human interview",
      "value": 40,
      "unit": "%",
      "formatted": "40%",
      "asOf": "2026",
      "topic": "hiring-speed",
      "confidence": "reported",
      "context": "Combining AI screening with human-led final interviews is reported to cut time-to-hire by 40% while improving retention, though the figure lacks a confirmable primary study.",
      "sources": [
        {
          "id": "selectsoftware-reviews-uti7z",
          "publisher": "SelectSoftware Reviews",
          "title": "AI Recruiting Statistics",
          "url": "https://www.selectsoftwarereviews.com/blog/ai-recruiting-statistics"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/state-of-ai-recruiting-2026",
        "https://airecruiter.co/blog/ta-market-map-2026"
      ]
    },
    {
      "id": "median-time-to-fill",
      "label": "Median time to fill across all roles",
      "value": 45,
      "unit": "days",
      "formatted": "45 days",
      "asOf": "2025",
      "topic": "hiring-speed",
      "confidence": "verified",
      "context": "The median time to fill a role holds at about a month and a half, the broad benchmark hiring teams plan against.",
      "sources": [
        {
          "id": "shrm-17puq",
          "publisher": "SHRM",
          "title": "2025 Talent Acquisition Benchmarking Report",
          "url": "https://www.shrm.org/topics-tools/research/2025-recruiting-benchmarking",
          "year": "2025"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/time-to-hire-benchmarks-2026"
      ]
    },
    {
      "id": "technical-role-time-penalty",
      "label": "Technical roles take longer to fill",
      "value": 15,
      "unit": "days",
      "formatted": "15 days",
      "asOf": "2026",
      "topic": "hiring-speed",
      "confidence": "verified",
      "context": "Technical roles take roughly 15 days longer to fill than business roles, a gap teams should budget for in headcount planning.",
      "sources": [
        {
          "id": "ashby-1xx2w",
          "publisher": "Ashby",
          "title": "Recruiting Operations Benchmarks: Talent Trends",
          "url": "https://www.ashbyhq.com/talent-trends-report/reports/recruiting-operations-benchmarks-talent-trends"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/time-to-hire-benchmarks-2026"
      ]
    },
    {
      "id": "top-firms-placement-under-10-days",
      "label": "Top-growth firms placing in under 10 days",
      "value": 56,
      "unit": "%",
      "formatted": "56%",
      "asOf": "2026",
      "topic": "hiring-speed",
      "confidence": "verified",
      "context": "Over half of the fastest-growing staffing firms report average placement times under ten days, linking speed to growth.",
      "sources": [
        {
          "id": "bullhorn-i7jig",
          "publisher": "Bullhorn",
          "title": "Bullhorn GRID Report: Staffing Firms Using AI See Stronger Growth, Faster Placements",
          "url": "https://www.bullhorn.com/news-and-press/press-releases/bullhorn-grid-report-staffing-firms-using-ai-see-stronger-growth-faster-placements"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/agency-benchmark-q2-2026"
      ]
    },
    {
      "id": "fiverr-active-buyer-decline",
      "label": "Fiverr active buyer base decline",
      "value": 13.6,
      "unit": "%",
      "formatted": "13.6%",
      "asOf": "2025",
      "topic": "hiring-volume",
      "confidence": "verified",
      "context": "Fiverr's active buyer base fell 13.6% to 3.1 million, a signal of softening volume on horizontal freelance marketplaces.",
      "trendNote": "Down from 3.6 million active buyers a year earlier.",
      "sources": [
        {
          "id": "fiverr-international-ltd-skzg0",
          "publisher": "Fiverr International Ltd.",
          "title": "Fiverr Announces Fourth Quarter and Full Year 2025 Results",
          "url": "https://www.globenewswire.com/news-release/2026/02/18/3239912/0/en/Fiverr-Announces-Fourth-Quarter-and-Full-Year-2025-Results.html"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/talent-marketplaces-forecast-2026"
      ]
    },
    {
      "id": "applications-per-hire",
      "label": "Applications per hire",
      "value": 291,
      "unit": "",
      "formatted": "291",
      "asOf": "Q1 2026",
      "topic": "talent-supply",
      "confidence": "verified",
      "context": "It now takes roughly 291 applications to make one hire, a flood that reshapes screening economics.",
      "trendNote": "Tripled from about 100 in early 2021.",
      "sources": [
        {
          "id": "ashby-1vx29",
          "publisher": "Ashby",
          "title": "2026 Recruiter Productivity Trends Report",
          "url": "https://www.ashbyhq.com/talent-trends-report/reports/2023-recruiter-productivity-trends-report",
          "year": "2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/time-to-hire-benchmarks-2026"
      ]
    },
    {
      "id": "sales-team-turnover",
      "label": "B2B sales annual turnover",
      "value": 35,
      "unit": "%",
      "formatted": "35%",
      "asOf": "2025",
      "topic": "talent-supply",
      "confidence": "verified",
      "context": "B2B sales teams churn around 35% of staff a year, keeping sales among the highest-replacement functions to source for.",
      "sources": [
        {
          "id": "xactly-citing-hubspot-139hm",
          "publisher": "Xactly (citing HubSpot)",
          "title": "Xactly (citing HubSpot)",
          "url": "https://www.xactlycorp.com/blog/motivation/sales-turnover-statistics"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/time-to-hire-benchmarks-2026"
      ]
    },
    {
      "id": "linkedin-applications-per-minute",
      "label": "LinkedIn applications per minute",
      "value": 11000,
      "unit": "",
      "formatted": "11,000",
      "asOf": "2025",
      "topic": "sourcing-channels",
      "confidence": "verified",
      "context": "LinkedIn processes about 11,000 job applications every minute, illustrating the AI-driven surge in application volume.",
      "trendNote": "A 45% year-over-year increase as of mid-2025.",
      "sources": [
        {
          "id": "eweek-k458p",
          "publisher": "eWeek",
          "title": "AI Job Applications Flood LinkedIn",
          "url": "https://www.eweek.com/news/ai-job-applications-linkedin"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/time-to-hire-benchmarks-2026"
      ]
    },
    {
      "id": "sourcing-top-ai-use-case",
      "label": "Recruiters citing sourcing as top AI use",
      "value": 58,
      "unit": "%",
      "formatted": "58%",
      "asOf": "2025",
      "topic": "sourcing-channels",
      "confidence": "reported",
      "context": "Among recruiters who use AI, 58% say candidate sourcing is its single most useful application, ahead of screening and nurturing.",
      "sources": [
        {
          "id": "tidio-1omkp",
          "publisher": "Tidio",
          "title": "Tidio",
          "url": "https://www.tidio.com/blog/ai-recruitment"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/sourcing-landscape-2026"
      ]
    },
    {
      "id": "worktech-quarterly-acquisitions",
      "label": "Talent-tech acquisitions in Q3 2025",
      "value": 110,
      "unit": "",
      "formatted": "110",
      "asOf": "Q3 2025",
      "topic": "recruiting-tech-market",
      "confidence": "verified",
      "context": "The worktech sector recorded 110 acquisitions in Q3 2025, its largest quarterly volume on record amid 90-100 deals per quarter.",
      "sources": [
        {
          "id": "venero-capital-1ccjd",
          "publisher": "Venero Capital",
          "title": "WorkTech Consolidation: Key Insights from HR Tech Jungle 2025",
          "url": "https://www.venerocapitaladvisors.com/news/worktech-consolidation-key-insights-from-hr-tech-jungle-2025",
          "year": "2025"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/ta-market-map-2026",
        "https://airecruiter.co/blog/ats-market-share-2026"
      ]
    },
    {
      "id": "workday-paradox-acquisition",
      "label": "Workday acquisition of Paradox",
      "value": 1,
      "unit": "$B",
      "formatted": "$1B",
      "asOf": "2025",
      "topic": "recruiting-tech-market",
      "confidence": "verified",
      "context": "Workday closed its roughly $1 billion all-cash acquisition of conversational-AI recruiter Paradox, a marquee consolidation move.",
      "sources": [
        {
          "id": "workday-1oo4m",
          "publisher": "Workday",
          "title": "Workday",
          "url": "https://newsroom.workday.com/2025-10-01-Workday-Completes-Acquisition-of-Paradox"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/state-of-ai-recruiting-2026",
        "https://airecruiter.co/blog/ta-market-map-2026"
      ]
    },
    {
      "id": "mercor-valuation",
      "label": "Mercor Series C valuation",
      "value": 10,
      "unit": "$B",
      "formatted": "$10B",
      "asOf": "2025-10",
      "topic": "recruiting-tech-market",
      "confidence": "verified",
      "context": "AI talent marketplace Mercor raised a $350M Series C at a $10 billion valuation, a fivefold jump in eight months.",
      "trendNote": "5x its $2B Series B valuation in February 2025.",
      "sources": [
        {
          "id": "techcrunch-145zp",
          "publisher": "TechCrunch",
          "title": "Mercor quintuples valuation to $10B with $350M Series C",
          "url": "https://techcrunch.com/2025/10/27/mercor-quintuples-valuation-to-10b-with-350m-series-c"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/state-of-ai-recruiting-2026",
        "https://airecruiter.co/blog/agency-benchmark-q2-2026"
      ]
    },
    {
      "id": "linkedin-agentic-revenue-run-rate",
      "label": "LinkedIn agentic talent products run rate",
      "value": 450,
      "unit": "$M",
      "formatted": "$450M",
      "asOf": "2026",
      "topic": "recruiting-tech-market",
      "confidence": "verified",
      "context": "Microsoft disclosed LinkedIn's agentic Talent Solutions products surpassed a $450M annualized run rate, proving real revenue behind recruiting AI.",
      "sources": [
        {
          "id": "reuters-via-investing-com-microsoft-fy20-17ncl",
          "publisher": "Reuters (via Investing.com); Microsoft FY2026 Q3 earnings",
          "title": "Reuters (via Investing.com); Microsoft FY2026 Q3 earnings",
          "url": "https://www.investing.com/news/stock-market-news/linkedins-ai-hiring-agents-on-track-for-450-million-in-yearly-revenue-4647236"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/sourcing-landscape-2026"
      ]
    },
    {
      "id": "global-staffing-market-size",
      "label": "Global staffing market size",
      "value": 650,
      "unit": "$B",
      "formatted": "$650B",
      "asOf": "2025",
      "topic": "recruiting-tech-market",
      "confidence": "modeled",
      "context": "The global staffing market sits near $650 billion in 2025, rebounding modestly after a soft 2024.",
      "trendNote": "Up roughly 5% from about $620B in 2024.",
      "sources": [
        {
          "id": "staffing-industry-analysts-sia-8uu6n",
          "publisher": "Staffing Industry Analysts (SIA)",
          "title": "Staffing Industry Analysts (SIA)",
          "url": "https://www.staffingindustry.com/research/research-reports/americas/global-staffing-market-estimates-forecasts-2025-2030-update"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/agency-benchmark-q2-2026"
      ]
    },
    {
      "id": "us-staffing-market-size",
      "label": "US staffing market size",
      "value": 178.7,
      "unit": "$B",
      "formatted": "$178.7B",
      "asOf": "2025",
      "topic": "recruiting-tech-market",
      "confidence": "modeled",
      "context": "The US staffing industry generated roughly $178.7 billion in 2025 per SIA's Americas forecast, the largest single-country staffing market.",
      "sources": [
        {
          "id": "staffing-industry-analysts-ukhpc",
          "publisher": "Staffing Industry Analysts",
          "title": "Forecast Estimates US Staffing Industry's Cumulative Growth by 2030",
          "url": "https://www.staffingindustry.com/news/global-daily-news/forecast-estimates-us-staffing-industrys-cumulative-growth-by-2030",
          "year": "2030"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/agency-benchmark-q2-2026"
      ]
    },
    {
      "id": "ats-market-leader-share",
      "label": "ATS market-share leader",
      "value": 11,
      "unit": "%",
      "formatted": "11%",
      "asOf": "2025",
      "topic": "recruiting-tech-market",
      "confidence": "verified",
      "context": "The leading applicant tracking system holds only about 11% market share, underscoring a highly fragmented ATS landscape.",
      "sources": [
        {
          "id": "icims-dic44",
          "publisher": "iCIMS",
          "title": "Apps Run the World 2025 ATS Market Share",
          "url": "https://www.icims.com/company/newsroom/appsruntheworld2025",
          "year": "2025"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/ats-market-share-2026"
      ]
    },
    {
      "id": "ats-satisfaction",
      "label": "Companies satisfied with their ATS",
      "value": 28,
      "unit": "%",
      "formatted": "28%",
      "asOf": "2025",
      "topic": "recruiting-tech-market",
      "confidence": "verified",
      "context": "Only 28% of companies are satisfied with their current ATS, with 82% reporting significant gaps and one in four planning to replace it.",
      "sources": [
        {
          "id": "eightfold-ai-1m8me",
          "publisher": "Eightfold AI",
          "title": "The ATS Reimagined: New Research on What's Working, What's Not, and What's Next",
          "url": "https://eightfold.ai/learn/the-ats-reimagined-new-research-on-whats-working-whats-not-and-whats-next"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/ats-market-share-2026"
      ]
    },
    {
      "id": "hr-tech-investment",
      "label": "Total HR-tech investment",
      "value": 3.7,
      "unit": "$B",
      "formatted": "$3.7B",
      "asOf": "2025",
      "topic": "recruiting-tech-market",
      "confidence": "modeled",
      "context": "HR technology investment totaled roughly $3.7 billion in 2025 by one tracker, though estimates diverge sharply on direction.",
      "trendNote": "Reported down 40% YoY by HRO Today, while other trackers show work-tech investment rising.",
      "sources": [
        {
          "id": "hro-today-hr-tech-report-10x9g",
          "publisher": "HRO Today (HR Tech Report)",
          "title": "HRO Today (HR Tech Report)",
          "url": "https://www.hrotoday.com/category/market-intelligence/research/hr-tech-report"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/ta-market-map-2026"
      ]
    },
    {
      "id": "findem-funding",
      "label": "Findem Series C plus growth raise",
      "value": 51,
      "unit": "$M",
      "formatted": "$51M",
      "asOf": "2025-10",
      "topic": "recruiting-tech-market",
      "confidence": "verified",
      "context": "Talent-data platform Findem closed $51M to expand its attribute-labeled talent dataset, a marker of investment flowing into AI sourcing.",
      "sources": [
        {
          "id": "findem-123ih",
          "publisher": "Findem",
          "title": "Findem Series C Funding",
          "url": "https://www.findem.ai/news/findem-series-c-funding"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/sourcing-landscape-2026"
      ]
    },
    {
      "id": "ashby-series-d",
      "label": "Ashby Series D",
      "value": 50,
      "unit": "$M",
      "formatted": "$50M",
      "asOf": "2025-07",
      "topic": "recruiting-tech-market",
      "confidence": "verified",
      "context": "ATS challenger Ashby raised a $50M Series D at roughly twice its prior valuation, capital fueling next-gen recruiting platforms.",
      "sources": [
        {
          "id": "ashby-vkxwh",
          "publisher": "Ashby",
          "title": "Ashby Series D",
          "url": "https://www.ashbyhq.com/blog/culture/series-d"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/ats-market-share-2026"
      ]
    },
    {
      "id": "deel-valuation",
      "label": "Deel Series E valuation",
      "value": 17.3,
      "unit": "$B",
      "formatted": "$17.3B",
      "asOf": "2025-10",
      "topic": "contingent-talent",
      "confidence": "verified",
      "context": "Global contractor and payroll platform Deel raised a $300M Series E at a $17.3 billion valuation, having surpassed $1B in revenue run rate.",
      "sources": [
        {
          "id": "techcrunch-js49c",
          "publisher": "TechCrunch",
          "title": "Deel Hits $17.3B Valuation After Raising $300M from Big-Name VCs",
          "url": "https://techcrunch.com/2025/10/16/deel-hits-17-3b-valuation-after-raising-300m-from-big-name-vcs"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/agency-benchmark-q2-2026",
        "https://airecruiter.co/blog/talent-marketplaces-forecast-2026"
      ]
    },
    {
      "id": "companies-using-freelancers",
      "label": "Companies using freelancers or contractors",
      "value": 76,
      "unit": "%",
      "formatted": "76%",
      "asOf": "2025",
      "topic": "contingent-talent",
      "confidence": "reported",
      "context": "Roughly 76% of companies now use freelancers or contractors to build more adaptable teams, though the figure lacks a traceable primary survey.",
      "sources": [
        {
          "id": "staffing-management-group-7b7d9",
          "publisher": "Staffing Management Group",
          "title": "Staffing Management Group",
          "url": "https://www.staffingmanagementgroup.com/the-2025-staffing-outlook-where-the-industry-is-headed-next"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/agency-benchmark-q2-2026"
      ]
    },
    {
      "id": "upwork-annual-revenue",
      "label": "Upwork annual revenue",
      "value": 787.8,
      "unit": "$M",
      "formatted": "$787.8M",
      "asOf": "2025",
      "topic": "contingent-talent",
      "confidence": "verified",
      "context": "Upwork booked a record $787.8 million in full-year 2025 revenue, the high-water mark for the largest freelance marketplace.",
      "sources": [
        {
          "id": "u-s-sec-upwork-form-8-k-gwq6x",
          "publisher": "U.S. SEC (Upwork Form 8-K)",
          "title": "U.S. SEC (Upwork Form 8-K)",
          "url": "https://www.sec.gov/Archives/edgar/data/0001627475/000162747526000005/exhibit991-upwork4q25andfu.htm"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/talent-marketplaces-forecast-2026"
      ]
    },
    {
      "id": "data-interviews-per-hire",
      "label": "Interviews per hire for data roles",
      "value": 19.5,
      "unit": "",
      "formatted": "19.5",
      "asOf": "2026",
      "topic": "assessment-interview",
      "confidence": "verified",
      "context": "Data roles average 19.5 interviews per hire, the most of any function, versus just 9.5 for customer support, the lowest.",
      "sources": [
        {
          "id": "ashby-1vx29",
          "publisher": "Ashby",
          "title": "2026 Recruiter Productivity Trends Report",
          "url": "https://www.ashbyhq.com/talent-trends-report/reports/2023-recruiter-productivity-trends-report",
          "year": "2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/time-to-hire-benchmarks-2026"
      ]
    },
    {
      "id": "ai-human-retention-lift",
      "label": "Retention lift with AI screen plus human interview",
      "value": 25,
      "unit": "%",
      "formatted": "25%",
      "asOf": "2026",
      "topic": "assessment-interview",
      "confidence": "reported",
      "context": "The combined AI-screening-plus-human-interview model is reported to lift first-year retention by 25%, a figure widely cited but lacking primary research.",
      "sources": [
        {
          "id": "selectsoftware-reviews-uti7z",
          "publisher": "SelectSoftware Reviews",
          "title": "AI Recruiting Statistics",
          "url": "https://www.selectsoftwarereviews.com/blog/ai-recruiting-statistics"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/state-of-ai-recruiting-2026"
      ]
    },
    {
      "id": "skills-based-hiring-priority",
      "label": "Recruiters making skills-based hiring top priority",
      "value": 75,
      "unit": "%",
      "formatted": "75%",
      "asOf": "2025",
      "topic": "skills-mobility",
      "confidence": "reported",
      "context": "Three in four recruiters name skills-based hiring their top priority, the clearest signal of the shift away from credential-led selection.",
      "sources": [
        {
          "id": "linkedin-future-of-recruiting-1ihw1",
          "publisher": "LinkedIn (Future of Recruiting)",
          "title": "LinkedIn (Future of Recruiting)",
          "url": "https://business.linkedin.com/talent-solutions/resources/future-of-recruiting"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/ta-market-map-2026"
      ]
    },
    {
      "id": "gm-screening-efficiency",
      "label": "GM screening efficiency gain with AI",
      "value": 72,
      "unit": "%",
      "formatted": "72%",
      "asOf": "2025",
      "topic": "skills-mobility",
      "confidence": "modeled",
      "context": "General Motors reported a 72% increase in screening efficiency using HiredScore AI, a flagship enterprise outcome for AI-assisted selection.",
      "sources": [
        {
          "id": "workday-hiredscore-customer-story-19pcq",
          "publisher": "Workday (HiredScore customer story)",
          "title": "Workday (HiredScore customer story)",
          "url": "https://www.workday.com/en-us/customer-stories/a-h/automotive-company-zero-emissions-talent-pipeline.html"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/ats-market-share-2026"
      ]
    },
    {
      "id": "fake-candidate-profiles",
      "label": "Candidate profiles projected to be fake",
      "value": 25,
      "unit": "%",
      "formatted": "25%",
      "asOf": "2028 (projected)",
      "topic": "candidate-trust",
      "confidence": "modeled",
      "context": "Gartner projects that by 2028 one in four candidate profiles worldwide will be fake, a looming verification challenge for hiring teams.",
      "sources": [
        {
          "id": "gartner-9o5le",
          "publisher": "Gartner",
          "title": "Gartner",
          "url": "https://www.gartner.com/en/newsroom/press-releases/2025-07-31-gartner-survey-shows-just-26-percent-of-job-applicants-trust-ai-will-fairly-evaluate-them"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/state-of-ai-recruiting-2026"
      ]
    },
    {
      "id": "candidates-abandon-ai-interview",
      "label": "Candidates abandoning an AI interview process",
      "value": 38,
      "unit": "%",
      "formatted": "38%",
      "asOf": "2026",
      "topic": "candidate-trust",
      "confidence": "verified",
      "context": "38% of candidates have walked away from a hiring process because it included an AI interview, with another 12% saying they would.",
      "sources": [
        {
          "id": "greenhouse-txr7j",
          "publisher": "Greenhouse",
          "title": "63% of Job Seekers Have Faced an AI Interview, Most Haven't Had a Good One Yet",
          "url": "https://www.greenhouse.com/newsroom/63-of-job-seekers-have-faced-an-ai-interview-most-havent-had-a-good-one-yet"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/time-to-hire-benchmarks-2026"
      ]
    },
    {
      "id": "orgs-not-measuring-ai-roi",
      "label": "Organizations not measuring AI ROI",
      "value": 56,
      "unit": "%",
      "formatted": "56%",
      "asOf": "2026",
      "topic": "people-analytics",
      "confidence": "verified",
      "context": "Over half of organizations do not formally measure the success of their AI investments at all, a major governance and ROI gap.",
      "sources": [
        {
          "id": "shrm-1trkn",
          "publisher": "SHRM",
          "title": "State of AI in HR 2026: Full Report",
          "url": "https://www.shrm.org/topics-tools/research/state-of-ai-hr-2026/full-report",
          "year": "2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/state-of-ai-recruiting-2026"
      ]
    },
    {
      "id": "hires-per-recruiter-quarter",
      "label": "Hires per recruiter per quarter",
      "value": 7.3,
      "unit": "",
      "formatted": "7.3",
      "asOf": "Q1 2026",
      "topic": "people-analytics",
      "confidence": "verified",
      "context": "Recruiter productivity recovered to about 7.3 hires per quarter, rebounding from a trough of 4.5 in early 2023.",
      "trendNote": "Up from a 4.5 trough in early 2023.",
      "sources": [
        {
          "id": "ashby-1vx29",
          "publisher": "Ashby",
          "title": "2026 Recruiter Productivity Trends Report",
          "url": "https://www.ashbyhq.com/talent-trends-report/reports/2023-recruiter-productivity-trends-report",
          "year": "2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/time-to-hire-benchmarks-2026"
      ]
    },
    {
      "id": "recruiter-call-time",
      "label": "Recruiter call time per week",
      "value": 286,
      "unit": "",
      "formatted": "286",
      "asOf": "Q1 2026",
      "topic": "people-analytics",
      "confidence": "verified",
      "context": "Recruiter call time hit 286 minutes per week, the highest on record and double the level of early 2024, a sign of high-touch hiring effort.",
      "trendNote": "Doubled since Q1 2024.",
      "sources": [
        {
          "id": "american-staffing-association-18wdr",
          "publisher": "American Staffing Association",
          "title": "Staffing Productivity Report",
          "url": "https://americanstaffing.net/posts/2026/06/04/staffing-productivity-report"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/agency-benchmark-q2-2026"
      ]
    },
    {
      "id": "highly-ai-exposed-entry-level-postings-d",
      "label": "Highly AI-exposed entry-level postings decline",
      "value": 40,
      "unit": "%",
      "formatted": "40%",
      "asOf": "Jan 2023-Aug 2025",
      "topic": "hiring-volume",
      "confidence": "reported",
      "context": "The most-cited number in the 2026 entry-level debate, showing the slowdown was concentrated where AI can do the work.",
      "trendNote": "vs a 33% decline for low-exposed entry-level roles",
      "sources": [
        {
          "id": "revelio-labs-cjk2q",
          "publisher": "Revelio Labs",
          "title": "Is AI Responsible for the Rise in Entry-Level Unemployment?",
          "url": "https://www.reveliolabs.com/news/macro/is-ai-responsible-for-the-rise-in-entry-level-unemployment",
          "year": "2025"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/entry-level-hiring-collapse-ai-2026"
      ]
    },
    {
      "id": "entry-level-demand-drop-per-10pt-rise-in",
      "label": "Entry-level demand drop per 10pt rise in AI exposure",
      "value": 11,
      "unit": "%",
      "formatted": "11%",
      "asOf": "Jan 2023-Aug 2025",
      "topic": "ai-in-hiring",
      "confidence": "reported",
      "context": "Revelio's controlled regression isolates the exposure effect at the entry level, holding industry and time trend constant.",
      "trendNote": "vs a 7% increase in non-entry-level demand for the same exposure rise",
      "sources": [
        {
          "id": "revelio-labs-cjk2q",
          "publisher": "Revelio Labs",
          "title": "Is AI Responsible for the Rise in Entry-Level Unemployment?",
          "url": "https://www.reveliolabs.com/news/macro/is-ai-responsible-for-the-rise-in-entry-level-unemployment",
          "year": "2025"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/entry-level-hiring-collapse-ai-2026"
      ]
    },
    {
      "id": "relative-employment-decline-for-ai-expos",
      "label": "Relative employment decline for AI-exposed workers 22-25",
      "value": 16,
      "unit": "%",
      "formatted": "16%",
      "asOf": "2025",
      "topic": "talent-supply",
      "confidence": "reported",
      "context": "Stanford's ADP payroll analysis shows the youngest cohort in the most AI-exposed occupations fell relative to older colleagues in identical roles.",
      "trendNote": "as low as 13% in some specifications; older workers in same occupations stable or growing",
      "sources": [
        {
          "id": "stanford-digital-economy-lab-1r8jb",
          "publisher": "Stanford Digital Economy Lab",
          "title": "Canaries in the Coal Mine: Six Facts About the Recent Employment Effects of Artificial Intelligence",
          "url": "https://digitaleconomy.stanford.edu/publication/canaries-in-the-coal-mine-six-facts-about-the-recent-employment-effects-of-artificial-intelligence",
          "year": "2025"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/entry-level-hiring-collapse-ai-2026"
      ]
    },
    {
      "id": "recent-college-grad-unemployment-vs-4-4-",
      "label": "Recent college grad unemployment vs 4.4% overall",
      "value": 5.5,
      "unit": "%",
      "formatted": "5.5%",
      "asOf": "March 2026",
      "topic": "talent-supply",
      "confidence": "reported",
      "context": "The historical college advantage has reversed: recent grads now carry higher unemployment than the broader workforce.",
      "trendNote": "a 1.1-point gap above the 4.4% overall rate",
      "sources": [
        {
          "id": "shrm-1l12y",
          "publisher": "SHRM",
          "title": "Labor Force Snapshot: Recent College Graduates in the US Labor Force",
          "url": "https://www.shrm.org/topics-tools/research/labor-force-snapshot-recent-college-graduates-us-labor-force",
          "year": "2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/entry-level-hiring-collapse-ai-2026"
      ]
    },
    {
      "id": "computer-science-recent-grad-unemploymen",
      "label": "Computer science recent-grad unemployment rate",
      "value": 6.1,
      "unit": "%",
      "formatted": "6.1%",
      "asOf": "2026",
      "topic": "talent-supply",
      "confidence": "reported",
      "context": "Among the highest of any field, yet CS grads land degree-appropriate roles far more reliably (underemployment near 19%).",
      "trendNote": "underemployment near 19% vs 41.5% overall recent-grad figure",
      "sources": [
        {
          "id": "vnexpress-ny-fed-data-xzq8q",
          "publisher": "VnExpress / NY Fed data",
          "title": "US's Computer Science Grads Face 5th-Highest Unemployment Rate",
          "url": "https://e.vnexpress.net/news/tech/tech-news/us-s-computer-science-grads-face-5th-highest-unemployment-rate-5048578.html",
          "year": "2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/entry-level-hiring-collapse-ai-2026"
      ]
    },
    {
      "id": "applications-per-tech-internship-posting",
      "label": "Applications per tech internship posting, Class of 2026",
      "value": 273,
      "unit": "",
      "formatted": "273",
      "asOf": "2026",
      "topic": "talent-supply",
      "confidence": "reported",
      "context": "A measure of funnel congestion pushing employers toward automated screening at the first cut.",
      "sources": [
        {
          "id": "cnbc-select-1qhl4",
          "publisher": "CNBC Select",
          "title": "Class of 2026: Hiring Stats and AI Trends",
          "url": "https://www.cnbc.com/select/class-of-2026-hiring-stats-and-ai-trends",
          "year": "2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/entry-level-hiring-collapse-ai-2026"
      ]
    },
    {
      "id": "projected-starting-salary-rise-for-compu",
      "label": "Projected starting-salary rise for computer science grads",
      "value": 6.9,
      "unit": "%",
      "formatted": "6.9%",
      "asOf": "2026 (projected)",
      "topic": "talent-supply",
      "confidence": "modeled",
      "context": "Rising pay for fewer seats is the wage-side fingerprint of a quality shift, not a demand collapse.",
      "trendNote": "from +3.1% for engineering; social sciences the only decline at -1.7%",
      "sources": [
        {
          "id": "nace-i0sw2",
          "publisher": "NACE",
          "title": "Class of 2026 Salary Projections Are Promising",
          "url": "https://www.naceweb.org/job-market/compensation/class-of-2026-salary-projections-are-promising",
          "year": "2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/entry-level-hiring-collapse-ai-2026"
      ]
    },
    {
      "id": "grads-22-27-share-of-unemployment-rise-s",
      "label": "Grads 22-27 share of unemployment rise since mid-2023",
      "value": 12,
      "unit": "%",
      "formatted": "12%",
      "asOf": "mid-2023 to 2026",
      "topic": "talent-supply",
      "confidence": "reported",
      "context": "Bachelor's grads aged 22-27 are only ~5% of the workforce but contributed a disproportionate share of the unemployment rise.",
      "trendNote": "while making up only about 5% of the total workforce",
      "sources": [
        {
          "id": "fortune-7qkhq",
          "publisher": "Fortune",
          "title": "AI Layoffs: Convenient Corporate Fiction, True or False (Oxford Economics)",
          "url": "https://fortune.com/2026/01/07/ai-layoffs-convenient-corporate-fiction-true-false-oxford-economics-productivity",
          "year": "2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/entry-level-hiring-collapse-ai-2026"
      ]
    },
    {
      "id": "remote-work-share-of-young-grad-unemploy",
      "label": "Remote work share of young-grad unemployment rise",
      "value": 64,
      "unit": "%",
      "formatted": "64%",
      "asOf": "2026",
      "topic": "talent-supply",
      "confidence": "reported",
      "context": "A separate non-AI channel that shrinks the residual available for AI to explain in the youth-unemployment rise.",
      "sources": [
        {
          "id": "cnbc-dmajc",
          "publisher": "CNBC",
          "title": "Remote Work, Youth Unemployment, New York Fed",
          "url": "https://www.cnbc.com/2026/06/01/remote-work-youth-unemployment-new-york-fed.html",
          "year": "2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/entry-level-hiring-collapse-ai-2026"
      ]
    },
    {
      "id": "us-layoffs-in-2025-citing-ai-as-a-factor",
      "label": "US layoffs in 2025 citing AI as a factor",
      "value": 55000,
      "unit": "",
      "formatted": "55,000",
      "asOf": "2025",
      "topic": "hiring-volume",
      "confidence": "reported",
      "context": "Small against total annual separations in the millions, supporting skeptics on raw layoffs; the mechanism works through frozen hiring not firing.",
      "trendNote": "attribution contested and self-serving",
      "sources": [
        {
          "id": "cnbc-36g21",
          "publisher": "CNBC",
          "title": "AI Job Cuts: Amazon, Microsoft and More Cite AI for 2025 Layoffs",
          "url": "https://www.cnbc.com/2025/12/21/ai-job-cuts-amazon-microsoft-and-more-cite-ai-for-2025-layoffs.html",
          "year": "2025"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/entry-level-hiring-collapse-ai-2026"
      ]
    },
    {
      "id": "new-grad-share-of-big-tech-new-hires",
      "label": "New-grad share of Big Tech new hires",
      "value": 7,
      "unit": "%",
      "formatted": "7%",
      "asOf": "2024",
      "topic": "hiring-volume",
      "confidence": "reported",
      "context": "Down about 25% from 2023 and more than 50% below the pre-pandemic 2019 level of roughly 15%.",
      "trendNote": "down from roughly 15% in 2019 and 9% in 2023",
      "sources": [
        {
          "id": "signalfire-1kz5a",
          "publisher": "SignalFire",
          "title": "SignalFire State of Talent Report 2025",
          "url": "https://www.signalfire.com/blog/signalfire-state-of-talent-report-2025",
          "year": "2025"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/entry-level-hiring-collapse-ai-2026"
      ]
    },
    {
      "id": "ai-and-machine-learning-hiring-growth-ye",
      "label": "AI and machine-learning hiring growth year over year",
      "value": 88,
      "unit": "%",
      "formatted": "88%",
      "asOf": "2025",
      "topic": "hiring-volume",
      "confidence": "reported",
      "context": "Demand did not vanish so much as reallocate up the skill curve, even as overall entry-level tech hiring fell sharply.",
      "sources": [
        {
          "id": "quasa-16198",
          "publisher": "Quasa",
          "title": "The 73% Collapse: How AI Is Erasing Entry-Level Tech Jobs",
          "url": "https://quasa.io/media/the-73-collapse-how-ai-is-erasing-entry-level-tech-jobs-and-rewriting-the-career-ladder",
          "year": "2025"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/entry-level-hiring-collapse-ai-2026"
      ]
    },
    {
      "id": "ai-related-share-of-us-job-postings",
      "label": "AI-related share of US job postings",
      "value": 5.4,
      "unit": "%",
      "formatted": "5.4%",
      "asOf": "April 2026",
      "topic": "ai-in-hiring",
      "confidence": "reported",
      "context": "Well past the prior 3.3% peak in 2022, showing AI-building work climbing as entry-level demand falls.",
      "trendNote": "up from the prior 3.3% peak in 2022",
      "sources": [
        {
          "id": "indeed-hiring-lab-1xwku",
          "publisher": "Indeed Hiring Lab",
          "title": "US Labor Market Snapshot April 2026",
          "url": "https://www.hiringlab.org/2026/05/14/us-labor-market-snapshot-april-2026",
          "year": "2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/entry-level-hiring-collapse-ai-2026"
      ]
    },
    {
      "id": "entry-level-jobs-now-requiring-ai-skills",
      "label": "Entry-level jobs now requiring AI skills",
      "value": 35,
      "unit": "%",
      "formatted": "35%",
      "asOf": "2026",
      "topic": "ai-in-hiring",
      "confidence": "reported",
      "context": "The AI-fluency requirement is the clearest fingerprint of the entry-level role being redesigned around capability.",
      "sources": [
        {
          "id": "cnbc-select-1qhl4",
          "publisher": "CNBC Select",
          "title": "Class of 2026: Hiring Stats and AI Trends",
          "url": "https://www.cnbc.com/select/class-of-2026-hiring-stats-and-ai-trends",
          "year": "2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/entry-level-hiring-collapse-ai-2026"
      ]
    },
    {
      "id": "salary-premium-for-postings-requiring-ai",
      "label": "Salary premium for postings requiring AI skills",
      "value": 28,
      "unit": "%",
      "formatted": "28%",
      "asOf": "2025",
      "topic": "skills-mobility",
      "confidence": "reported",
      "context": "About $18,000; AI skills now appear in ~2.5% of US postings, up 55% year over year and 297% over a decade.",
      "trendNote": "AI-skill mentions up 55% year over year and 297% over a decade",
      "sources": [
        {
          "id": "lightcast-1f1ve",
          "publisher": "Lightcast",
          "title": "Beyond the Buzz (Press Release, 2025-07-23)",
          "url": "https://lightcast.io/resources/blog/beyond-the-buzz-press-release-2025-07-23",
          "year": "2025"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/entry-level-hiring-collapse-ai-2026"
      ]
    },
    {
      "id": "entry-level-software-it-postings-requiri",
      "label": "Entry-level software/IT postings requiring 3+ years experience",
      "value": 60,
      "unit": "%",
      "formatted": "60%",
      "asOf": "2025",
      "topic": "talent-supply",
      "confidence": "reported",
      "context": "The rising experience bar makes 'entry-level' a misnomer and pushes the genuine entry point off the formal ladder.",
      "trendNote": "reported as 60%+ of nominally entry-level postings",
      "sources": [
        {
          "id": "cnbc-yv0go",
          "publisher": "CNBC",
          "title": "AI, Entry-Level Jobs, Hiring, Careers",
          "url": "https://www.cnbc.com/2025/09/07/ai-entry-level-jobs-hiring-careers.html",
          "year": "2025"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/entry-level-hiring-collapse-ai-2026"
      ]
    },
    {
      "id": "projected-rise-in-class-of-2026-new-grad",
      "label": "Projected rise in Class-of-2026 new-grad hiring",
      "value": 5.6,
      "unit": "%",
      "formatted": "5.6%",
      "asOf": "2026 (projected)",
      "topic": "hiring-volume",
      "confidence": "modeled",
      "context": "A sharp intentions upgrade from +1.6% projected the previous fall, concentrated in large AI-exposed firms.",
      "trendNote": "up from +1.6% projected the previous fall",
      "sources": [
        {
          "id": "nace-rvz5b",
          "publisher": "NACE",
          "title": "Employers Expect to Hire 5.6 Percent More New College Graduates This Year",
          "url": "https://www.naceweb.org/talent-acquisition/trends-and-predictions/employers-expect-to-hire-5-point-6-percent-more-new-college-graduates-this-year",
          "year": "2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/entry-level-hiring-collapse-ai-2026"
      ]
    },
    {
      "id": "hiring-managers-preferring-ai-tools-over",
      "label": "Hiring managers preferring AI tools over training a 2026 grad",
      "value": 48,
      "unit": "%",
      "formatted": "48%",
      "asOf": "2026",
      "topic": "ai-in-hiring",
      "confidence": "reported",
      "context": "A vendor survey of a self-selected panel: read as expressed attitude, not measured hiring behavior.",
      "trendNote": "45% restructuring so one senior with AI does the work of multiple juniors",
      "sources": [
        {
          "id": "pr-newswire-1s26s",
          "publisher": "PR Newswire",
          "title": "ResumeTemplates.com Survey: Nearly Half of Hiring Managers Will Train AI Instead of Hiring 2026 Grads",
          "url": "https://www.prnewswire.com/news-releases/resumetemplatescom-survey-nearly-half-of-hiring-managers-will-train-ai-instead-of-hiring-2026-college-grads-302790839.html",
          "year": "2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/entry-level-hiring-collapse-ai-2026"
      ]
    },
    {
      "id": "coding-share-of-claude-ai-conversations-",
      "label": "Coding share of Claude.ai conversations (top 10 tasks)",
      "value": 24,
      "unit": "%",
      "formatted": "24%",
      "asOf": "March 2026",
      "topic": "ai-in-hiring",
      "confidence": "reported",
      "context": "Anthropic's own usage data (a single-vendor self-report) shows AI concentrated in exactly the routine grunt-work that made up the junior task bundle.",
      "trendNote": "'Modifying software to correct errors' alone is ~10% of enterprise API usage.",
      "sources": [
        {
          "id": "anthropic-12wh2",
          "publisher": "Anthropic",
          "title": "Anthropic Economic Index March 2026 Report",
          "url": "https://www.anthropic.com/research/economic-index-march-2026-report",
          "year": "2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/entry-level-hiring-collapse-ai-2026"
      ]
    },
    {
      "id": "rejected-applications-in-the-workday-col",
      "label": "Rejected applications in the Workday collective",
      "value": 1.1,
      "unit": "B",
      "formatted": "1.1B",
      "asOf": "relevant class period (billions)",
      "topic": "candidate-trust",
      "confidence": "reported",
      "context": "The universe of rejections Workday represented to the court defines the scale of the nationwide collective, an order of magnitude no single-employer case has approached.",
      "trendNote": "an order of magnitude no single-employer case has ever approached",
      "sources": [
        {
          "id": "proskauer-law-and-the-workplace-1gaab",
          "publisher": "Proskauer (Law and the Workplace)",
          "title": "AI Bias Lawsuit Against Workday Reaches Next Stage as Court Grants Conditional Certification of ADEA Claim",
          "url": "https://www.lawandtheworkplace.com/2025/06/ai-bias-lawsuit-against-workday-reaches-next-stage-as-court-grants-conditional-certification-of-adea-claim",
          "year": "2025"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/ai-hiring-liability-mobley-workday-2026"
      ]
    },
    {
      "id": "ai-in-recruitment-market-size",
      "label": "AI-in-HR market size",
      "value": 5,
      "unit": "$B",
      "formatted": "$5B",
      "asOf": "2025",
      "topic": "recruiting-tech-market",
      "confidence": "modeled",
      "context": "Grand View Research's sizing of the broader AI-in-HR market on its path to $15.24B by 2030, the scale that makes vendor liability a systemic rather than isolated concern.",
      "trendNote": "on a 24.8% CAGR from a 2023 base of $3.25B to $15.24B by 2030",
      "sources": [
        {
          "id": "pin-y3469",
          "publisher": "Pin",
          "title": "AI in Recruitment Market",
          "url": "https://www.pin.com/blog/ai-in-recruitment-market",
          "year": "2025"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/ai-hiring-liability-mobley-workday-2026"
      ]
    },
    {
      "id": "ai-in-recruitment-market-cagr-to-2030",
      "label": "AI-in-HR market CAGR to 2030",
      "value": 24.8,
      "unit": "%",
      "formatted": "24.8%",
      "asOf": "2024-2030 (projected)",
      "topic": "recruiting-tech-market",
      "confidence": "modeled",
      "context": "Grand View Research's headline 24.8% CAGR for the broader AI-in-HR market through 2030, measured from its 2023 base of $3.25B.",
      "sources": [
        {
          "id": "pin-y3469",
          "publisher": "Pin",
          "title": "AI in Recruitment Market",
          "url": "https://www.pin.com/blog/ai-in-recruitment-market",
          "year": "2025"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/ai-hiring-liability-mobley-workday-2026"
      ]
    },
    {
      "id": "hr-leaders-planning-to-deploy-agentic-ai",
      "label": "HR leaders planning to deploy agentic AI in HR",
      "value": 82,
      "unit": "%",
      "formatted": "82%",
      "asOf": "May 2026 (planned)",
      "topic": "ai-in-hiring",
      "confidence": "reported",
      "context": "A steep forward indicator of agentic AI adoption in HR that makes vendor-side liability systemic.",
      "sources": [
        {
          "id": "gartner-ldpj8",
          "publisher": "Gartner",
          "title": "Gartner Says AI Revolution and Cost Pressures Are Two Forces Driving the Top Four Trends for Talent Acquisition in 2026",
          "url": "https://www.gartner.com/en/newsroom/press-releases/2025-10-07-gartner-says-ai-revolution-and-cost-pressures-are-two-forces-driving-the-top-four-trends-for-talent-acquisition-in-2026",
          "year": "2025"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/ai-hiring-liability-mobley-workday-2026"
      ]
    },
    {
      "id": "audited-ai-systems-clearing-four-fifths-",
      "label": "Audited AI systems clearing four-fifths impact ratio",
      "value": 85,
      "unit": "%",
      "formatted": "85%",
      "asOf": "May 2026",
      "topic": "ai-in-hiring",
      "confidence": "reported",
      "context": "Vendor self-reported audit data: most audited AI systems clear the 0.8 four-fifths threshold, but 15% fail at least one demographic test.",
      "trendNote": "15% failed at least one demographic threshold",
      "sources": [
        {
          "id": "warden-ai-ucqpl",
          "publisher": "Warden AI",
          "title": "AI Bias in Hiring: What 150+ Bias Audits Reveal",
          "url": "https://www.warden-ai.com/resources/bias-audits-hiring",
          "year": "2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/ai-hiring-liability-mobley-workday-2026"
      ]
    },
    {
      "id": "hr-tech-vendors-with-independent-third-p",
      "label": "HR-tech vendors with independent third-party audit",
      "value": 45,
      "unit": "%",
      "formatted": "45%",
      "asOf": "May 2026",
      "topic": "ai-in-hiring",
      "confidence": "reported",
      "context": "Independent, court-defensible auditing is the exception; internal testing is far more common than the audit trail a court will demand.",
      "trendNote": "just 20% meet all four responsible-AI practices",
      "sources": [
        {
          "id": "warden-ai-ucqpl",
          "publisher": "Warden AI",
          "title": "AI Bias in Hiring: What 150+ Bias Audits Reveal",
          "url": "https://www.warden-ai.com/resources/bias-audits-hiring",
          "year": "2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/ai-hiring-liability-mobley-workday-2026"
      ]
    },
    {
      "id": "bias-audits-that-test-for-age-discrimina",
      "label": "Bias audits that test for age discrimination",
      "value": 5,
      "unit": "%",
      "formatted": "5%",
      "asOf": "May 2026",
      "topic": "ai-in-hiring",
      "confidence": "reported",
      "context": "Age, the protected class litigated in Mobley, is tested in only 5% of audits, the exact gap plaintiffs exploit.",
      "trendNote": "vs 100% coverage for sex and race/ethnicity",
      "sources": [
        {
          "id": "warden-ai-ucqpl",
          "publisher": "Warden AI",
          "title": "AI Bias in Hiring: What 150+ Bias Audits Reveal",
          "url": "https://www.warden-ai.com/resources/bias-audits-hiring",
          "year": "2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/ai-hiring-liability-mobley-workday-2026"
      ]
    },
    {
      "id": "ai-models-favoring-white-associated-name",
      "label": "AI models favoring white-associated names",
      "value": 85,
      "unit": "%",
      "formatted": "85%",
      "asOf": "2024",
      "topic": "ai-in-hiring",
      "confidence": "verified",
      "context": "University of Washington study of over 3 million resume-job comparisons found leading text-embedding models favored white-associated names 85% of the time.",
      "trendNote": "female-associated names favored only 11% of the time",
      "sources": [
        {
          "id": "university-of-washington-1r4hd",
          "publisher": "University of Washington",
          "title": "UW research finds racial and gender bias in AI tools ranking job applicants' names",
          "url": "https://www.washington.edu/populationhealth/2024/12/12/uw-research-finds-racial-and-gender-bias-in-ai-tools-ranking-job-applicants-names",
          "year": "2024"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/ai-hiring-liability-mobley-workday-2026"
      ]
    },
    {
      "id": "eu-ai-act-max-fine-share-of-global-turno",
      "label": "EU AI Act max fine, share of global turnover",
      "value": 7,
      "unit": "%",
      "formatted": "7%",
      "asOf": "2026",
      "topic": "ai-in-hiring",
      "confidence": "reported",
      "context": "The most serious EU AI Act violations carry a ceiling of 7% of global annual turnover, or EUR 35 million, whichever is higher.",
      "trendNote": "Or EUR 35 million, whichever is higher.",
      "sources": [
        {
          "id": "herohunt-ai-1x3ln",
          "publisher": "HeroHunt.ai",
          "title": "Recruiting under the EU AI Act: impact on hiring",
          "url": "https://www.herohunt.ai/blog/recruiting-under-the-eu-ai-act-impact-on-hiring",
          "year": "2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/ai-hiring-liability-mobley-workday-2026"
      ]
    },
    {
      "id": "itutorgroup-eeoc-ai-discrimination-settl",
      "label": "iTutorGroup EEOC AI-discrimination settlement",
      "value": 365000,
      "unit": "$",
      "formatted": "$365,000",
      "asOf": "September 2023",
      "topic": "candidate-trust",
      "confidence": "verified",
      "context": "The first EEOC AI-discrimination settlement, after software was programmed to auto-reject female applicants 55+ and male applicants 60+.",
      "sources": [
        {
          "id": "eeoc-i4xt5",
          "publisher": "EEOC",
          "title": "iTutorGroup to Pay $365,000 to Settle EEOC Discriminatory Hiring Suit",
          "url": "https://www.eeoc.gov/newsroom/itutorgroup-pay-365000-settle-eeoc-discriminatory-hiring-suit",
          "year": "2023"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/ai-hiring-liability-mobley-workday-2026"
      ]
    },
    {
      "id": "saferent-tenant-screening-algorithm-sett",
      "label": "SafeRent tenant-screening algorithm settlement",
      "value": 2,
      "unit": "$M",
      "formatted": "$2M",
      "asOf": "2024",
      "topic": "candidate-trust",
      "confidence": "verified",
      "context": "SafeRent settled a tenant-screening disparate-impact case for over $2 million, the structural template the hiring bar watches for algorithmic scoring claims.",
      "sources": [
        {
          "id": "quinn-emanuel-6v4fd",
          "publisher": "Quinn Emanuel",
          "title": "When Machines Discriminate: The Rise of AI Bias Lawsuits",
          "url": "https://www.quinnemanuel.com/the-firm/publications/when-machines-discriminate-the-rise-of-ai-bias-lawsuits",
          "year": "2024"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/ai-hiring-liability-mobley-workday-2026"
      ]
    },
    {
      "id": "warden-ai-seed-round-on-mobley-driven-au",
      "label": "Warden AI seed round on Mobley-driven audit demand",
      "value": 2,
      "unit": "$M",
      "formatted": "$2M",
      "asOf": "July 2025",
      "topic": "recruiting-tech-market",
      "confidence": "reported",
      "context": "The bias-assurance layer is monetizing the exact liability the Mobley litigation created; Warden raised on surging independent-audit demand.",
      "trendNote": "on top of roughly $1.6M in prior funding",
      "sources": [
        {
          "id": "tech-funding-news-ha9xq",
          "publisher": "Tech Funding News",
          "title": "Warden AI funding HR AI compliance Workday lawsuit",
          "url": "https://techfundingnews.com/warden-ai-funding-hr-ai-compliance-workday-lawsuit",
          "year": "2025"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/ai-hiring-liability-mobley-workday-2026"
      ]
    },
    {
      "id": "workday-fy2026-operating-cash-flow",
      "label": "Workday FY2026 operating cash flow",
      "value": 2.939,
      "unit": "$B",
      "formatted": "$2.939B",
      "asOf": "FY2026 (ended Jan 31, 2026)",
      "topic": "recruiting-tech-market",
      "confidence": "verified",
      "context": "Workday's audited balance sheet shows it can fund a multi-year Mobley defense, but also makes it the deepest-pocketed defendant the employment-AI bar has ever had.",
      "trendNote": "up 19.4% year over year",
      "sources": [
        {
          "id": "sec-1lvp2",
          "publisher": "SEC",
          "title": "Workday Form 8-K (Exhibit 99.1)",
          "url": "https://www.sec.gov/Archives/edgar/data/0001327811/000132781126000010/wday-01312026x991.htm",
          "year": "2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/ai-hiring-liability-mobley-workday-2026"
      ]
    },
    {
      "id": "minutes-to-build-a-live-interview-deepfa",
      "label": "Minutes to build a live-interview deepfake",
      "value": 70,
      "unit": "",
      "formatted": "70",
      "asOf": "2026",
      "topic": "candidate-trust",
      "confidence": "verified",
      "context": "A Palo Alto Networks Unit 42 researcher with no image-manipulation experience built a real-time deepfake synthetic identity able to pass a live video interview in 70 minutes, on a five-year-old consumer GPU with free tools.",
      "trendNote": "70 minutes, no experience, free tools, five-year-old GPU",
      "sources": [
        {
          "id": "unit-42-11sql",
          "publisher": "Unit 42",
          "title": "North Korean Synthetic Identity Creation",
          "url": "https://unit42.paloaltonetworks.com/north-korean-synthetic-identity-creation"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/hiring-fraud-deepfake-verification-stack-2026"
      ]
    },
    {
      "id": "managers-who-confirmed-a-proxy-in-a-virt",
      "label": "Managers who confirmed a proxy in a virtual interview",
      "value": 35,
      "unit": "%",
      "formatted": "35%",
      "asOf": "2025",
      "topic": "candidate-trust",
      "confidence": "reported",
      "context": "In Checkr's survey of 3,000 managers, more than a third confirmed someone other than the applicant took part in a virtual interview, a direct measure of the proxy problem.",
      "trendNote": "31% interviewed a fake identity; 23% lost >$50K",
      "sources": [
        {
          "id": "checkr-1b467",
          "publisher": "Checkr",
          "title": "The Hiring Hoax: What 3,000 Managers Revealed about Hiring Fraud",
          "url": "https://checkr.com/resources/articles/hiring-hoax-manager-survey-2025"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/hiring-fraud-deepfake-verification-stack-2026"
      ]
    },
    {
      "id": "managers-who-say-job-seekers-now-out-fak",
      "label": "Managers who say job seekers now out-fake HR's detection",
      "value": 62,
      "unit": "%",
      "formatted": "62%",
      "asOf": "2025",
      "topic": "candidate-trust",
      "confidence": "reported",
      "context": "The confidence gap is the core selling point of the whole verification category: managers believe candidates are better at faking than HR is at catching, and only 19% were extremely confident they could catch a fraud.",
      "trendNote": "vs only 19% extremely confident they could catch it",
      "sources": [
        {
          "id": "checkr-1b467",
          "publisher": "Checkr",
          "title": "The Hiring Hoax: What 3,000 Managers Revealed about Hiring Fraud",
          "url": "https://checkr.com/resources/articles/hiring-hoax-manager-survey-2025"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/hiring-fraud-deepfake-verification-stack-2026"
      ]
    },
    {
      "id": "hiring-managers-who-encountered-suspecte",
      "label": "Hiring managers who encountered suspected AI interview answers",
      "value": 91,
      "unit": "%",
      "formatted": "91%",
      "asOf": "2025",
      "topic": "candidate-trust",
      "confidence": "reported",
      "context": "A Greenhouse survey of more than 4,100 hiring managers found near-universal exposure to suspected AI-generated interview answers, a distinct signal from identity fraud.",
      "sources": [
        {
          "id": "greenhouse-thiwf",
          "publisher": "Greenhouse",
          "title": "An AI Trust Crisis: 70% of Hiring Managers Trust AI, Only 8% of Job Seekers Call It Fair",
          "url": "https://www.greenhouse.com/newsroom/an-ai-trust-crisis-70-of-hiring-managers-trust-ai-to-make-faster-and-better-hiring-decisions-only-8-of-job-seekers-call-it-fair"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/hiring-fraud-deepfake-verification-stack-2026"
      ]
    },
    {
      "id": "enterprises-rating-identity-verification",
      "label": "Enterprises rating identity verification unreliable in isolation",
      "value": 30,
      "unit": "%",
      "formatted": "30%",
      "asOf": "2026 (projected)",
      "topic": "candidate-trust",
      "confidence": "modeled",
      "context": "Gartner's projection quantifies the detection gap: by 2026 nearly a third of enterprises no longer trust identity verification on its own against AI-generated deepfakes, forcing layered defenses.",
      "sources": [
        {
          "id": "gartner-19pet",
          "publisher": "Gartner",
          "title": "Gartner Predicts 30% of Enterprises Will Consider Identity Verification Solutions Unreliable in Isolation Due to Deepfakes by 2026",
          "url": "https://www.gartner.com/en/newsroom/press-releases/2024-02-01-gartner-predicts-30-percent-of-enterprises-will-consider-identity-verification-and-authentication-solutions-unreliable-in-isolation-due-to-deepfakes-by-2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/hiring-fraud-deepfake-verification-stack-2026"
      ]
    },
    {
      "id": "rise-in-biometric-injection-attacks-in-2",
      "label": "Rise in biometric injection attacks in 2023",
      "value": 200,
      "unit": "%",
      "formatted": "200%",
      "asOf": "2023",
      "topic": "candidate-trust",
      "confidence": "reported",
      "context": "Injection attacks feed a synthetic stream straight into the verifier with no camera, defeating naive liveness checks, which is why presentation-attack detection alone is no longer sufficient.",
      "sources": [
        {
          "id": "gartner-19pet",
          "publisher": "Gartner",
          "title": "Gartner Predicts 30% of Enterprises Will Consider Identity Verification Solutions Unreliable in Isolation Due to Deepfakes by 2026",
          "url": "https://www.gartner.com/en/newsroom/press-releases/2024-02-01-gartner-predicts-30-percent-of-enterprises-will-consider-identity-verification-and-authentication-solutions-unreliable-in-isolation-due-to-deepfakes-by-2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/hiring-fraud-deepfake-verification-stack-2026"
      ]
    },
    {
      "id": "us-job-scam-losses-reported-to-the-ftc-i",
      "label": "US job-scam losses reported to the FTC in 2024",
      "value": 501,
      "unit": "$M",
      "formatted": "$501M",
      "asOf": "2024",
      "topic": "candidate-trust",
      "confidence": "verified",
      "context": "The hardest, most auditable fraud number in the space: regulator-measured job-scam losses more than quintupled from $90M in 2020 as report volume tripled.",
      "trendNote": "up from $90M in 2020",
      "sources": [
        {
          "id": "ftc-9adyi",
          "publisher": "FTC",
          "title": "New FTC Data Show a Big Jump in Reported Losses to Fraud in 2024",
          "url": "https://www.ftc.gov/news-events/news/press-releases/2025/03/new-ftc-data-show-big-jump-reported-losses-fraud-125-billion-2024"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/hiring-fraud-deepfake-verification-stack-2026"
      ]
    },
    {
      "id": "fake-linkedin-accounts-removed-at-regist",
      "label": "Fake LinkedIn accounts removed at registration in 2H 2024",
      "value": 80.6,
      "unit": "M",
      "formatted": "80.6M",
      "asOf": "H2 2024",
      "topic": "candidate-trust",
      "confidence": "reported",
      "context": "The synthetic-identity supply sitting upstream of every sourcing tool: LinkedIn caught tens of millions of fakes at the door in a single half-year, up from 70.1M prior.",
      "trendNote": "up from 70.1M in the prior six months",
      "sources": [
        {
          "id": "linkedin-rdf75",
          "publisher": "LinkedIn",
          "title": "LinkedIn Community Report",
          "url": "https://about.linkedin.com/transparency/community-report"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/hiring-fraud-deepfake-verification-stack-2026"
      ]
    },
    {
      "id": "us-companies-infiltrated-in-a-single-dpr",
      "label": "US companies infiltrated in a single DPRK laptop-farm case",
      "value": 300,
      "unit": "",
      "formatted": "300",
      "asOf": "2025",
      "topic": "candidate-trust",
      "confidence": "verified",
      "context": "The Christina Marie Chapman case proved the fraud runs at industrial scale from US soil: a laptop farm placed DPRK workers at 300+ companies for $17M in illicit revenue.",
      "trendNote": "over $17M in illicit DPRK revenue; 102-month sentence",
      "sources": [
        {
          "id": "doj-1blh8",
          "publisher": "DOJ",
          "title": "Arizona Woman Sentenced in $17M IT Worker Fraud Scheme That Illegally Generated Revenue for North Korea",
          "url": "https://www.justice.gov/usao-dc/pr/arizona-woman-sentenced-17m-it-worker-fraud-scheme-illegally-generated-revenue-north"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/hiring-fraud-deepfake-verification-stack-2026"
      ]
    },
    {
      "id": "state-backed-attacks-on-tech-sector-tied",
      "label": "State-backed attacks on tech sector tied to North Korea",
      "value": 47,
      "unit": "%",
      "formatted": "47%",
      "asOf": "Apr 2025-May 2026",
      "topic": "candidate-trust",
      "confidence": "reported",
      "context": "CrowdStrike attributed nearly half of all state-backed activity against the tech sector to North Korea-linked actors, tying the hiring-fraud pipeline directly to the broader cyber-threat picture.",
      "sources": [
        {
          "id": "techcrunch-wzk5f",
          "publisher": "TechCrunch",
          "title": "North Koreans behind nearly half of US tech industry hacks, says CrowdStrike",
          "url": "https://techcrunch.com/2026/06/10/north-koreans-behind-nearly-half-of-us-tech-industry-hacks-says-crowdstrike"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/hiring-fraud-deepfake-verification-stack-2026"
      ]
    },
    {
      "id": "amazon-job-applications-blocked-as-suspe",
      "label": "Amazon job applications blocked as suspected DPRK-origin",
      "value": 1800,
      "unit": "",
      "formatted": "1,800",
      "asOf": "Apr 2024-Dec 2025",
      "topic": "candidate-trust",
      "confidence": "reported",
      "context": "The defensive front is now quantified: Amazon blocked over 1,800 suspected North Korean applications, with the attack volume still growing ~27% per quarter (roughly a tripling per year).",
      "trendNote": "applications growing ~27% per quarter",
      "sources": [
        {
          "id": "the-register-p6skk",
          "publisher": "The Register",
          "title": "Amazon blocked fake DPRK workers",
          "url": "https://www.theregister.com/2025/12/18/amazon_blocked_fake_dprk_workers"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/hiring-fraud-deepfake-verification-stack-2026"
      ]
    },
    {
      "id": "largest-single-crypto-theft-executed-via",
      "label": "Largest single crypto theft, executed via a compromised hire",
      "value": 1.46,
      "unit": "$B",
      "formatted": "$1.46B",
      "asOf": "2026",
      "topic": "candidate-trust",
      "confidence": "reported",
      "context": "The nightmare endpoint of the hiring-fraud kill chain: the record Bybit heist began by compromising a third-party developer's laptop and credentials.",
      "sources": [
        {
          "id": "fortune-1jz0w",
          "publisher": "Fortune",
          "title": "North Korea IT workers stealing billions; financial firms next target, CrowdStrike",
          "url": "https://fortune.com/2026/05/14/north-korea-it-workers-stealing-billions-financial-firms-next-target-crowdstrike"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/hiring-fraud-deepfake-verification-stack-2026"
      ]
    },
    {
      "id": "organizations-that-experienced-a-deepfak",
      "label": "Organizations that experienced a deepfake incident in prior year",
      "value": 95,
      "unit": "%",
      "formatted": "95%",
      "asOf": "2026",
      "topic": "candidate-trust",
      "confidence": "reported",
      "context": "HYPR's report shows even organizations with defenses are getting hit: near-universal deepfake exposure and nearly 40% suffering a GenAI-related breach.",
      "trendNote": "nearly 40% had a GenAI-related breach",
      "sources": [
        {
          "id": "hypr-1i4kc",
          "publisher": "HYPR",
          "title": "HR Interview & Onboarding Fraud Guide",
          "url": "https://www.hypr.com/blog/hr-interview-onboarding-fraud-guide"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/hiring-fraud-deepfake-verification-stack-2026"
      ]
    },
    {
      "id": "employee-onboarding-identity-verificatio",
      "label": "Employee-onboarding identity verification market by 2031",
      "value": 6.01,
      "unit": "$B",
      "formatted": "$6.01B",
      "asOf": "2031 (projected)",
      "topic": "recruiting-tech-market",
      "confidence": "modeled",
      "context": "The hiring-specific verification segment is the fast-growing edge of the category, projected to grow at 16.67% CAGR from $2.78B in 2026, faster than the overall IDV market's 11.18%.",
      "trendNote": "16.67% CAGR from $2.78B in 2026",
      "sources": [
        {
          "id": "mordor-intelligence-mdkl7",
          "publisher": "Mordor Intelligence",
          "title": "Identity Verification for Employee Onboarding Market",
          "url": "https://www.mordorintelligence.com/industry-reports/identity-verification-for-employee-onboarding-market"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/hiring-fraud-deepfake-verification-stack-2026"
      ]
    },
    {
      "id": "deepfake-vendor-s-fraud-find-rate-in-fla",
      "label": "Deepfake vendor's fraud find rate in flagged interview sessions",
      "value": 30,
      "unit": "%",
      "formatted": "30%",
      "asOf": "2026",
      "topic": "candidate-trust",
      "confidence": "reported",
      "context": "A vendor self-report to treat as suggestive, not authoritative: InCruiter found fraud in 25-30% of already-flagged sessions (not all interviews), which it said was nearly double what human interviewers caught.",
      "trendNote": "denominator is flagged sessions, not all interviews",
      "sources": [
        {
          "id": "smestreet-i3bof",
          "publisher": "SMEStreet",
          "title": "InCruiter Identifies AI Deepfake in Recruitment Process",
          "url": "https://smestreet.in/technology/incruiter-identifies-ai-deepfake-in-recruitment-process-11258759"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/hiring-fraud-deepfake-verification-stack-2026"
      ]
    },
    {
      "id": "cost-per-hire-reduction-from-ai-in-recru",
      "label": "Cost-per-hire reduction from AI in recruiting",
      "value": 30,
      "unit": "%",
      "formatted": "30%",
      "asOf": "2026",
      "topic": "people-analytics",
      "confidence": "reported",
      "context": "The measured average return organizations actually get, alongside about 31% faster hiring, well below the up-to-70% ceiling vendors advertise.",
      "sources": [
        {
          "id": "incruiter-12b60",
          "publisher": "InCruiter",
          "title": "AI in Recruitment 2026: Trends, Stats, What Works",
          "url": "https://incruiter.com/blog/ai-in-recruitment-2026-trends-stats-what-works/",
          "year": "2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/agentic-ai-recruiters-2026"
      ]
    },
    {
      "id": "job-seekers-ghosted-by-employers",
      "label": "Job seekers ghosted by employers",
      "value": 53,
      "unit": "%",
      "formatted": "53%",
      "asOf": "2026",
      "topic": "candidate-trust",
      "confidence": "reported",
      "context": "A three-year high in candidate ghosting that rises as high-volume automated outreach degrades the experience and corrupts the pipeline agents were meant to build.",
      "trendNote": "Up from 48% in 2025 and 38% in 2024",
      "sources": [
        {
          "id": "fortune-1etrb",
          "publisher": "Fortune",
          "title": "Job seekers ghosted by employers hit three-year high",
          "url": "https://fortune.com/2026/03/20/job-seekers-arent-imagining-things-candidates-ghosted-by-employers-hit-three-year-high/",
          "year": "2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/agentic-ai-recruiters-2026"
      ]
    },
    {
      "id": "agentic-ai-projects-gartner-expects-to-b",
      "label": "Agentic-AI projects Gartner expects to be canceled by 2027",
      "value": 40,
      "unit": "%",
      "formatted": "40%",
      "asOf": "2027",
      "topic": "recruiting-tech-market",
      "confidence": "modeled",
      "context": "A projection driven by escalating costs, unclear business value, and inadequate risk controls, a warning about deployment discipline rather than a verdict on the technology.",
      "sources": [
        {
          "id": "gartner-110bh",
          "publisher": "Gartner",
          "title": "Gartner Predicts Over 40% of Agentic AI Projects Will Be Canceled by End of 2027",
          "url": "https://www.gartner.com/en/newsroom/press-releases/2025-06-25-gartner-predicts-over-40-percent-of-agentic-ai-projects-will-be-canceled-by-end-of-2027",
          "year": "2025"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/agentic-ai-recruiters-2026"
      ]
    },
    {
      "id": "eu-member-states-with-pay-transparency-l",
      "label": "EU member states with pay-transparency law in force",
      "value": 4,
      "unit": "",
      "formatted": "4",
      "asOf": "2026",
      "topic": "recruiting-tech-market",
      "confidence": "reported",
      "context": "Only 4 of 27 EU states (Slovakia, Italy, Lithuania, Malta) had complete transposition law on the 7 June 2026 deadline, making compliance a staggered multi-year calendar for cross-border employers.",
      "trendNote": "23 of 27 states missed the deadline, including Germany and France",
      "sources": [
        {
          "id": "trusaic-kfutq",
          "publisher": "Trusaic",
          "title": "EU Pay Transparency Directive Member State Transposition Monitor",
          "url": "https://trusaic.com/resources/resources-eu-pay-transparency-directive-member-state-transposition-monitor/",
          "year": "2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/eu-pay-transparency-2026"
      ]
    },
    {
      "id": "eu-unadjusted-gender-pay-gap",
      "label": "EU unadjusted gender pay gap",
      "value": 11.1,
      "unit": "%",
      "formatted": "11.1%",
      "asOf": "2024",
      "topic": "people-analytics",
      "confidence": "verified",
      "context": "The stubborn, near-flat gender pay gap the directive's reporting engine and 5% joint-assessment trigger exist to shrink.",
      "trendNote": "Down from 14.4% in 2018 and 12.7% in 2021",
      "sources": [
        {
          "id": "eurostat-1iszt",
          "publisher": "Eurostat",
          "title": "Gender pay gap statistics",
          "url": "https://ec.europa.eu/eurostat/statistics-explained/index.php?title=Gender_pay_gap_statistics",
          "year": "2024"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/eu-pay-transparency-2026"
      ]
    },
    {
      "id": "germany-job-postings-with-salary-informa",
      "label": "Germany job postings with salary information",
      "value": 12,
      "unit": "%",
      "formatted": "12%",
      "asOf": "March 2026",
      "topic": "talent-supply",
      "confidence": "reported",
      "context": "The EU's largest economy trails badly on disclosure while the non-EU UK leads at about 56%, showing behavior tracks culture and enforcement more than the letter of the law.",
      "sources": [
        {
          "id": "indeed-hiring-lab-r6215",
          "publisher": "Indeed Hiring Lab",
          "title": "Full salary transparency in Europe is still a distant prospect",
          "url": "https://www.hiringlab.org/uk/blog/2026/05/07/full-salary-transparency-in-europe-is-still-a-distant-prospect/",
          "year": "2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/eu-pay-transparency-2026"
      ]
    },
    {
      "id": "us-employers-prepared-for-pay-transparen",
      "label": "US employers prepared for pay-transparency compliance",
      "value": 54,
      "unit": "%",
      "formatted": "54%",
      "asOf": "2025",
      "topic": "people-analytics",
      "confidence": "reported",
      "context": "Even after years of state pay-transparency laws only about half of US employers felt ready, signaling European employers entering the same multi-quarter readiness lag.",
      "trendNote": "Up from 39% in 2024",
      "sources": [
        {
          "id": "mercer-1jyzl",
          "publisher": "Mercer",
          "title": "Only half of US employers are prepared to meet pay-transparency compliance guidelines",
          "url": "https://www.mercer.com/en-us/about/newsroom/only-half-of-us-employers-are-prepared-to-meet-pay-transparency-compliance-guidelines/",
          "year": "2025"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/eu-pay-transparency-2026"
      ]
    },
    {
      "id": "employers-expected-to-disclose-pay-range",
      "label": "Employers expected to disclose pay ranges in postings",
      "value": 94,
      "unit": "%",
      "formatted": "94%",
      "asOf": "2026",
      "topic": "recruiting-tech-market",
      "confidence": "modeled",
      "context": "Mercer's global survey of 1,600-plus respondents projects near-universal range disclosure by end of 2026, a statement of employer intent that runs well ahead of measured behavior.",
      "trendNote": "Projected rise from 60% in 2024",
      "sources": [
        {
          "id": "mercer-1ujdm",
          "publisher": "Mercer",
          "title": "As pay transparency regulations come into force globally, only half of employers say they are prepared",
          "url": "https://www.mercer.com/about/newsroom/as-pay-transparency-regulations-come-into-force-globally-only-half-of-employers-say-they-are-prepared-according-to-mercer/",
          "year": "2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/eu-pay-transparency-2026"
      ]
    },
    {
      "id": "hires-actually-affected-by-dropped-degre",
      "label": "Hires actually affected by dropped degree rules",
      "value": 0.14,
      "unit": "%",
      "formatted": "0.14%",
      "asOf": "2023",
      "topic": "skills-mobility",
      "confidence": "verified",
      "context": "Fewer than 1 in 700 hires (about 97,000 of 77 million) were affected despite widespread degree-drop announcements, exposing the gap between claimed and real skills-based hiring.",
      "trendNote": "About 97,000 of 77 million annual hires",
      "sources": [
        {
          "id": "the-burning-glass-institute-and-harvard-16pe5",
          "publisher": "The Burning Glass Institute and Harvard Business School",
          "title": "Skills-Based Hiring",
          "url": "https://www.burningglassinstitute.org/research/skills-based-hiring-2024",
          "year": "2024"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/skills-based-hiring-2026"
      ]
    },
    {
      "id": "companies-that-genuinely-followed-throug",
      "label": "Companies that genuinely followed through (leaders)",
      "value": 37,
      "unit": "%",
      "formatted": "37%",
      "asOf": "2024",
      "topic": "skills-mobility",
      "confidence": "verified",
      "context": "The real operating rate of skills-based hiring: 37 percent of announcers followed through while 45 percent changed nothing and 18 percent backslid, versus a 70 to 85 percent announcement rate.",
      "trendNote": "vs 45% in-name-only and 18% backsliders",
      "sources": [
        {
          "id": "the-burning-glass-institute-and-harvard-16pe5",
          "publisher": "The Burning Glass Institute and Harvard Business School",
          "title": "Skills-Based Hiring",
          "url": "https://www.burningglassinstitute.org/research/skills-based-hiring-2024",
          "year": "2024"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/skills-based-hiring-2026"
      ]
    },
    {
      "id": "employers-claiming-skills-based-hiring",
      "label": "Employers claiming skills-based hiring",
      "value": 85,
      "unit": "%",
      "formatted": "85%",
      "asOf": "2025",
      "topic": "skills-mobility",
      "confidence": "reported",
      "context": "Self-reported adoption keeps climbing (NACE puts it tighter at 70 percent), but these are announcement rates, not evidence that hires actually changed.",
      "trendNote": "Up from 81% in 2024; 53% say they eliminated degree requirements",
      "sources": [
        {
          "id": "testgorilla-1v8tu",
          "publisher": "TestGorilla",
          "title": "State of Skills-Based Hiring 2025",
          "url": "https://www.testgorilla.com/skills-based-hiring/state-of-skills-based-hiring-2025/",
          "year": "2025"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/skills-based-hiring-2026"
      ]
    },
    {
      "id": "proctored-assessments-flagged-for-cheati",
      "label": "Proctored assessments flagged for cheating",
      "value": 35,
      "unit": "%",
      "formatted": "35%",
      "asOf": "2025",
      "topic": "assessment-interview",
      "confidence": "reported",
      "context": "Assessment fraud more than doubled in a single year, reaching 40 percent on entry-level tests and 48 percent in Asia-Pacific, breaking the unproctored take-home as a reliable skill signal.",
      "trendNote": "Up from 16% in 2024",
      "sources": [
        {
          "id": "codesignal-pr-newswire-xop1y",
          "publisher": "CodeSignal (PR Newswire)",
          "title": "CodeSignal Detection Systems Identify and Stop Record-High Cheating Attempts",
          "url": "https://www.prnewswire.com/news-releases/codesignal-detection-systems-identify-and-stop-record-high-cheating-attempts-as-assessment-fraud-more-than-doubled-in-2025-302696534.html",
          "year": "2025"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/skills-based-hiring-2026"
      ]
    },
    {
      "id": "candidates-who-would-use-ai-if-undetecte",
      "label": "Candidates who would use AI if undetected on assessments",
      "value": 83,
      "unit": "%",
      "formatted": "83%",
      "asOf": "2025",
      "topic": "assessment-interview",
      "confidence": "reported",
      "context": "The overwhelming majority would use AI assistance if they believed employers could not detect it, meaning any unproctored test measures restraint rather than skill.",
      "sources": [
        {
          "id": "hackerrank-w74te",
          "publisher": "HackerRank",
          "title": "Stopping AI Cheating in Remote Tech Assessments",
          "url": "https://www.hackerrank.com/writing/stopping-ai-cheating-remote-tech-assessments-2025-playbook-recruiters",
          "year": "2025"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/skills-based-hiring-2026"
      ]
    },
    {
      "id": "structured-interview-predictive-validity",
      "label": "Structured-interview predictive validity",
      "value": 0.51,
      "unit": "",
      "formatted": "0.51",
      "asOf": "2016 meta-analysis",
      "topic": "assessment-interview",
      "confidence": "reported",
      "context": "The selection science recruiting mostly ignored in practice: structured interviews predict job performance at about 0.51, far above unstructured, and the gap between knowing that and enforcing it is the entire reason interview intelligence exists as a category.",
      "trendNote": "vs ~0.38 unstructured (as low as 0.20); ~0.63 combined with a general-mental-ability test",
      "sources": [
        {
          "id": "university-of-baltimore-1d28b",
          "publisher": "University of Baltimore",
          "title": "The Validity and Utility of Selection Methods: 100 Years of Research (Schmidt and Oh)",
          "url": "https://home.ubalt.edu/tmitch/645/session%204/Schmidt%20&%20Oh%20validity%20and%20util%20100%20yrs%20of%20research%20Wk%20PPR%202016.pdf"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/interview-intelligence-deep-dive-2026"
      ]
    },
    {
      "id": "unstructured-interviews-as-the-default-f",
      "label": "Unstructured interviews as the default format",
      "value": 80,
      "unit": "%",
      "formatted": "80%",
      "asOf": "2025",
      "topic": "assessment-interview",
      "confidence": "reported",
      "context": "Despite structure being the strongest lever on interview quality, SHRM research finds unstructured interviews remain the default at over 80% of organizations, the least predictive and most bias-prone format.",
      "trendNote": "over 80%; the least predictive, most bias-prone format",
      "sources": [
        {
          "id": "cogn-iq-bqobw",
          "publisher": "Cogn-IQ",
          "title": "Hiring Bias Statistics",
          "url": "https://www.cogn-iq.org/blog/hiring-bias-statistics"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/interview-intelligence-deep-dive-2026"
      ]
    },
    {
      "id": "interview-transcription-asr-cost-decline",
      "label": "Interview transcription (ASR) cost decline",
      "value": 92,
      "unit": "%",
      "formatted": "92%",
      "asOf": "2021-2025",
      "topic": "assessment-interview",
      "confidence": "reported",
      "context": "The base capability of interview intelligence, transcription, is commoditizing: automatic speech recognition costs fell roughly 92% from 2021 to 2025, collapsing the floor under any product whose value stops at notetaking.",
      "trendNote": "from about $0.25 to $0.02 per minute",
      "sources": [
        {
          "id": "tool-directory-dr92i",
          "publisher": "Tool Directory",
          "title": "AI Notetakers 2026: Otter, Fireflies, Granola, Fathom, Read",
          "url": "https://tooldirectory.ai/blog/ai-notetakers-2026-otter-fireflies-granola-fathom-read",
          "year": "2026"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/interview-intelligence-deep-dive-2026"
      ]
    },
    {
      "id": "video-interviews-hosted-by-hirevue",
      "label": "Video interviews hosted by HireVue",
      "value": 70,
      "unit": "M",
      "formatted": "70M",
      "asOf": "2026",
      "topic": "assessment-interview",
      "confidence": "reported",
      "context": "The durable moat in interview intelligence is the proprietary, outcome-linked interview corpus. HireVue reports hosting over 70 million video interviews, the accumulated data asset that made it an acquirer rather than a target.",
      "trendNote": "with 1,000+ validation studies; serves ~60% of the Fortune 100",
      "sources": [
        {
          "id": "hirevue-1n611",
          "publisher": "HireVue",
          "title": "AI in Hiring",
          "url": "https://www.hirevue.com/ai-in-hiring"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/interview-intelligence-deep-dive-2026"
      ]
    },
    {
      "id": "interviews-captured-by-metaview",
      "label": "Interviews captured by Metaview",
      "value": 3,
      "unit": "M",
      "formatted": "3M",
      "asOf": "2025",
      "topic": "assessment-interview",
      "confidence": "reported",
      "context": "The independent's defense against platform consolidation is specificity: Metaview reports capturing over three million interviews as the proprietary, recruiting-specific dataset behind its vertical hiring AI, on a $35M GV-led Series B.",
      "trendNote": "$35M Series B (GV-led, 2025); 2,500+ customers",
      "sources": [
        {
          "id": "fortune-3jmsw",
          "publisher": "Fortune",
          "title": "Uber, Palantir Alums Metaview Raise $35M for AI Revolution in Recruitment Hiring",
          "url": "https://fortune.com/2025/06/25/uber-palantir-alums-metaview-raise-35m-ai-revolution-recruitment-hiring"
        }
      ],
      "reports": [
        "https://airecruiter.co/blog/interview-intelligence-deep-dive-2026"
      ]
    }
  ],
  "trackers": [
    {
      "id": "unemployment-rate",
      "name": "Unemployment rate",
      "category": "Labor market slack",
      "unit": "%",
      "whatItTracks": "How much slack is in the labor market. Low means a tight, candidate-short market; high means employers hold the leverage.",
      "frequency": "Annual average, 2000-2025",
      "geo": "United States",
      "confidence": "verified",
      "latestAsOf": "June 2026",
      "latest": "4.2%",
      "source": {
        "id": "bls-fred-unrate",
        "publisher": "U.S. Bureau of Labor Statistics, via FRED",
        "title": "Unemployment Rate (UNRATE)",
        "url": "https://fred.stlouisfed.org/series/UNRATE"
      },
      "points": [
        {
          "year": 2000,
          "value": 4
        },
        {
          "year": 2001,
          "value": 4.7
        },
        {
          "year": 2002,
          "value": 5.8
        },
        {
          "year": 2003,
          "value": 6
        },
        {
          "year": 2004,
          "value": 5.5
        },
        {
          "year": 2005,
          "value": 5.1
        },
        {
          "year": 2006,
          "value": 4.6
        },
        {
          "year": 2007,
          "value": 4.6
        },
        {
          "year": 2008,
          "value": 5.8
        },
        {
          "year": 2009,
          "value": 9.3
        },
        {
          "year": 2010,
          "value": 9.6
        },
        {
          "year": 2011,
          "value": 8.9
        },
        {
          "year": 2012,
          "value": 8.1
        },
        {
          "year": 2013,
          "value": 7.4
        },
        {
          "year": 2014,
          "value": 6.2
        },
        {
          "year": 2015,
          "value": 5.3
        },
        {
          "year": 2016,
          "value": 4.9
        },
        {
          "year": 2017,
          "value": 4.4
        },
        {
          "year": 2018,
          "value": 3.9
        },
        {
          "year": 2019,
          "value": 3.7
        },
        {
          "year": 2020,
          "value": 8.1
        },
        {
          "year": 2021,
          "value": 5.4
        },
        {
          "year": 2022,
          "value": 3.7
        },
        {
          "year": 2023,
          "value": 3.6
        },
        {
          "year": 2024,
          "value": 4
        },
        {
          "year": 2025,
          "value": 4.3
        },
        {
          "year": 2026,
          "value": 4.2,
          "partial": true
        }
      ]
    },
    {
      "id": "labor-force-participation",
      "name": "Labor force participation",
      "category": "Talent supply",
      "unit": "%",
      "whatItTracks": "The share of working-age people who are in the workforce. It is the size of the talent pool every employer is fishing in.",
      "frequency": "Annual average, 2000-2025",
      "geo": "United States",
      "confidence": "verified",
      "latestAsOf": "June 2026",
      "latest": "61.5%",
      "source": {
        "id": "bls-fred-civpart",
        "publisher": "U.S. Bureau of Labor Statistics, via FRED",
        "title": "Labor Force Participation Rate (CIVPART)",
        "url": "https://fred.stlouisfed.org/series/CIVPART"
      },
      "points": [
        {
          "year": 2000,
          "value": 67.1
        },
        {
          "year": 2001,
          "value": 66.8
        },
        {
          "year": 2002,
          "value": 66.6
        },
        {
          "year": 2003,
          "value": 66.2
        },
        {
          "year": 2004,
          "value": 66
        },
        {
          "year": 2005,
          "value": 66
        },
        {
          "year": 2006,
          "value": 66.2
        },
        {
          "year": 2007,
          "value": 66
        },
        {
          "year": 2008,
          "value": 66
        },
        {
          "year": 2009,
          "value": 65.4
        },
        {
          "year": 2010,
          "value": 64.7
        },
        {
          "year": 2011,
          "value": 64.1
        },
        {
          "year": 2012,
          "value": 63.7
        },
        {
          "year": 2013,
          "value": 63.3
        },
        {
          "year": 2014,
          "value": 62.9
        },
        {
          "year": 2015,
          "value": 62.7
        },
        {
          "year": 2016,
          "value": 62.8
        },
        {
          "year": 2017,
          "value": 62.9
        },
        {
          "year": 2018,
          "value": 62.9
        },
        {
          "year": 2019,
          "value": 63.1
        },
        {
          "year": 2020,
          "value": 61.7
        },
        {
          "year": 2021,
          "value": 61.7
        },
        {
          "year": 2022,
          "value": 62.2
        },
        {
          "year": 2023,
          "value": 62.6
        },
        {
          "year": 2024,
          "value": 62.6
        },
        {
          "year": 2025,
          "value": 62.4
        },
        {
          "year": 2026,
          "value": 61.5,
          "partial": true
        }
      ]
    },
    {
      "id": "job-openings-rate",
      "name": "Job openings rate",
      "category": "Hiring demand",
      "unit": "%",
      "whatItTracks": "Open jobs as a share of all filled-plus-open positions. The cleanest read on how hungry employers are to hire.",
      "frequency": "Annual average, 2001-2025",
      "geo": "United States",
      "confidence": "verified",
      "latestAsOf": "May 2026",
      "latest": "4.6%",
      "source": {
        "id": "bls-fred-jtsjor",
        "publisher": "U.S. Bureau of Labor Statistics, JOLTS, via FRED",
        "title": "Job Openings: Total Nonfarm, rate (JTSJOR)",
        "url": "https://fred.stlouisfed.org/series/JTSJOR"
      },
      "points": [
        {
          "year": 2001,
          "value": 3.2
        },
        {
          "year": 2002,
          "value": 2.6
        },
        {
          "year": 2003,
          "value": 2.4
        },
        {
          "year": 2004,
          "value": 2.7
        },
        {
          "year": 2005,
          "value": 3
        },
        {
          "year": 2006,
          "value": 3.3
        },
        {
          "year": 2007,
          "value": 3.3
        },
        {
          "year": 2008,
          "value": 2.7
        },
        {
          "year": 2009,
          "value": 1.9
        },
        {
          "year": 2010,
          "value": 2.2
        },
        {
          "year": 2011,
          "value": 2.6
        },
        {
          "year": 2012,
          "value": 2.8
        },
        {
          "year": 2013,
          "value": 2.9
        },
        {
          "year": 2014,
          "value": 3.3
        },
        {
          "year": 2015,
          "value": 3.8
        },
        {
          "year": 2016,
          "value": 3.9
        },
        {
          "year": 2017,
          "value": 4
        },
        {
          "year": 2018,
          "value": 4.6
        },
        {
          "year": 2019,
          "value": 4.5
        },
        {
          "year": 2020,
          "value": 4.3
        },
        {
          "year": 2021,
          "value": 6.4
        },
        {
          "year": 2022,
          "value": 6.9
        },
        {
          "year": 2023,
          "value": 5.6
        },
        {
          "year": 2024,
          "value": 4.7
        },
        {
          "year": 2025,
          "value": 4.3
        },
        {
          "year": 2026,
          "value": 4.6,
          "partial": true
        }
      ]
    },
    {
      "id": "quits-rate",
      "name": "Quits rate",
      "category": "Worker mobility",
      "unit": "%",
      "whatItTracks": "The share of workers voluntarily quitting each month. It is a confidence gauge: people quit when they believe they can do better.",
      "frequency": "Annual average, 2001-2025",
      "geo": "United States",
      "confidence": "verified",
      "latestAsOf": "May 2026",
      "latest": "1.9%",
      "source": {
        "id": "bls-fred-jtsqur",
        "publisher": "U.S. Bureau of Labor Statistics, JOLTS, via FRED",
        "title": "Quits: Total Nonfarm, rate (JTSQUR)",
        "url": "https://fred.stlouisfed.org/series/JTSQUR"
      },
      "points": [
        {
          "year": 2001,
          "value": 2.2
        },
        {
          "year": 2002,
          "value": 2
        },
        {
          "year": 2003,
          "value": 1.8
        },
        {
          "year": 2004,
          "value": 1.9
        },
        {
          "year": 2005,
          "value": 2.1
        },
        {
          "year": 2006,
          "value": 2.2
        },
        {
          "year": 2007,
          "value": 2.1
        },
        {
          "year": 2008,
          "value": 1.9
        },
        {
          "year": 2009,
          "value": 1.3
        },
        {
          "year": 2010,
          "value": 1.4
        },
        {
          "year": 2011,
          "value": 1.5
        },
        {
          "year": 2012,
          "value": 1.5
        },
        {
          "year": 2013,
          "value": 1.7
        },
        {
          "year": 2014,
          "value": 1.8
        },
        {
          "year": 2015,
          "value": 2
        },
        {
          "year": 2016,
          "value": 2.1
        },
        {
          "year": 2017,
          "value": 2.2
        },
        {
          "year": 2018,
          "value": 2.3
        },
        {
          "year": 2019,
          "value": 2.3
        },
        {
          "year": 2020,
          "value": 2.1
        },
        {
          "year": 2021,
          "value": 2.7
        },
        {
          "year": 2022,
          "value": 2.8
        },
        {
          "year": 2023,
          "value": 2.4
        },
        {
          "year": 2024,
          "value": 2.1
        },
        {
          "year": 2025,
          "value": 2
        },
        {
          "year": 2026,
          "value": 1.9,
          "partial": true
        }
      ]
    },
    {
      "id": "temp-help-employment",
      "name": "Staffing industry employment",
      "category": "Staffing industry",
      "unit": "K",
      "whatItTracks": "Jobs in temporary help services: the recruiting industry's own headcount, and a leading indicator economists watch for turning points.",
      "frequency": "Annual average, 2000-2025",
      "geo": "United States",
      "confidence": "verified",
      "latestAsOf": "June 2026",
      "latest": "2.50M",
      "source": {
        "id": "bls-fred-temphelps",
        "publisher": "U.S. Bureau of Labor Statistics, via FRED",
        "title": "All Employees: Temporary Help Services (TEMPHELPS)",
        "url": "https://fred.stlouisfed.org/series/TEMPHELPS"
      },
      "points": [
        {
          "year": 2000,
          "value": 2636.7
        },
        {
          "year": 2001,
          "value": 2341.2
        },
        {
          "year": 2002,
          "value": 2194.4
        },
        {
          "year": 2003,
          "value": 2223.8
        },
        {
          "year": 2004,
          "value": 2385.5
        },
        {
          "year": 2005,
          "value": 2546.1
        },
        {
          "year": 2006,
          "value": 2638.9
        },
        {
          "year": 2007,
          "value": 2599
        },
        {
          "year": 2008,
          "value": 2354.8
        },
        {
          "year": 2009,
          "value": 1824.2
        },
        {
          "year": 2010,
          "value": 2091.9
        },
        {
          "year": 2011,
          "value": 2311.6
        },
        {
          "year": 2012,
          "value": 2495.4
        },
        {
          "year": 2013,
          "value": 2618.8
        },
        {
          "year": 2014,
          "value": 2760.8
        },
        {
          "year": 2015,
          "value": 2875.3
        },
        {
          "year": 2016,
          "value": 2887.1
        },
        {
          "year": 2017,
          "value": 2938.6
        },
        {
          "year": 2018,
          "value": 2991.4
        },
        {
          "year": 2019,
          "value": 2956.4
        },
        {
          "year": 2020,
          "value": 2519.7
        },
        {
          "year": 2021,
          "value": 2902.5
        },
        {
          "year": 2022,
          "value": 3089.3
        },
        {
          "year": 2023,
          "value": 2844.7
        },
        {
          "year": 2024,
          "value": 2611.5
        },
        {
          "year": 2025,
          "value": 2497
        },
        {
          "year": 2026,
          "value": 2499.2,
          "partial": true
        }
      ]
    },
    {
      "id": "average-hourly-earnings",
      "name": "Cost of talent",
      "category": "Cost of talent",
      "unit": "$",
      "whatItTracks": "Average hourly earnings for production and nonsupervisory workers: the going price of labor, and the budget line every hiring plan runs into.",
      "frequency": "Annual average, 2000-2025",
      "geo": "United States",
      "confidence": "verified",
      "latestAsOf": "June 2026",
      "latest": "$32.38",
      "source": {
        "id": "bls-fred-ahetpi",
        "publisher": "U.S. Bureau of Labor Statistics, via FRED",
        "title": "Average Hourly Earnings, Production and Nonsupervisory (AHETPI)",
        "url": "https://fred.stlouisfed.org/series/AHETPI"
      },
      "points": [
        {
          "year": 2000,
          "value": 14.01
        },
        {
          "year": 2001,
          "value": 14.54
        },
        {
          "year": 2002,
          "value": 14.96
        },
        {
          "year": 2003,
          "value": 15.36
        },
        {
          "year": 2004,
          "value": 15.68
        },
        {
          "year": 2005,
          "value": 16.12
        },
        {
          "year": 2006,
          "value": 16.74
        },
        {
          "year": 2007,
          "value": 17.41
        },
        {
          "year": 2008,
          "value": 18.07
        },
        {
          "year": 2009,
          "value": 18.61
        },
        {
          "year": 2010,
          "value": 19.05
        },
        {
          "year": 2011,
          "value": 19.44
        },
        {
          "year": 2012,
          "value": 19.72
        },
        {
          "year": 2013,
          "value": 20.13
        },
        {
          "year": 2014,
          "value": 20.6
        },
        {
          "year": 2015,
          "value": 21.03
        },
        {
          "year": 2016,
          "value": 21.54
        },
        {
          "year": 2017,
          "value": 22.04
        },
        {
          "year": 2018,
          "value": 22.7
        },
        {
          "year": 2019,
          "value": 23.51
        },
        {
          "year": 2020,
          "value": 24.68
        },
        {
          "year": 2021,
          "value": 25.91
        },
        {
          "year": 2022,
          "value": 27.57
        },
        {
          "year": 2023,
          "value": 28.92
        },
        {
          "year": 2024,
          "value": 30.12
        },
        {
          "year": 2025,
          "value": 31.34
        },
        {
          "year": 2026,
          "value": 32.38,
          "partial": true
        }
      ]
    }
  ],
  "reports": [
    {
      "slug": "skills-based-hiring-2026",
      "title": "Skills-Based Hiring: The 2026 Operator Playbook",
      "url": "https://airecruiter.co/blog/skills-based-hiring-2026",
      "author": "AIRecruiter.co Research",
      "datePublished": "2026-07-13",
      "excerpt": "Roughly 70 to 85 percent of employers claim skills-based hiring, but fewer than 1 in 700 hires were actually affected. A first-principles operator guide.",
      "readMinutes": 58,
      "citation": "AIRecruiter.co Research (2026). Skills-Based Hiring: The 2026 Operator Playbook. AIRecruiter.co. https://airecruiter.co/blog/skills-based-hiring-2026",
      "sources": [
        {
          "id": "the-burning-glass-institute-and-harvard-16pe5",
          "publisher": "The Burning Glass Institute and Harvard Business School",
          "title": "Skills-Based Hiring",
          "url": "https://www.burningglassinstitute.org/research/skills-based-hiring-2024",
          "year": "2024"
        },
        {
          "id": "testgorilla-1v8tu",
          "publisher": "TestGorilla",
          "title": "State of Skills-Based Hiring 2025",
          "url": "https://www.testgorilla.com/skills-based-hiring/state-of-skills-based-hiring-2025/",
          "year": "2025"
        },
        {
          "id": "codesignal-pr-newswire-xop1y",
          "publisher": "CodeSignal (PR Newswire)",
          "title": "CodeSignal Detection Systems Identify and Stop Record-High Cheating Attempts",
          "url": "https://www.prnewswire.com/news-releases/codesignal-detection-systems-identify-and-stop-record-high-cheating-attempts-as-assessment-fraud-more-than-doubled-in-2025-302696534.html",
          "year": "2025"
        },
        {
          "id": "hackerrank-w74te",
          "publisher": "HackerRank",
          "title": "Stopping AI Cheating in Remote Tech Assessments",
          "url": "https://www.hackerrank.com/writing/stopping-ai-cheating-remote-tech-assessments-2025-playbook-recruiters",
          "year": "2025"
        },
        {
          "id": "pwc-with-workday-1rssm",
          "publisher": "PwC (with Workday)",
          "title": "Workday Skills-Based Approach to Talent",
          "url": "https://www.pwc.com/us/en/technology/alliances/library/workday-skills-based-approach-to-talent.html",
          "year": "2025"
        },
        {
          "id": "wecreateproblems-citing-ibm-58pqs",
          "publisher": "WeCreateProblems (citing IBM)",
          "title": "Skills-Based Hiring Trends and Statistics",
          "url": "https://www.wecreateproblems.com/blog/skills-based-hiring-trends-statistics",
          "year": "2025"
        },
        {
          "id": "world-economic-forum-1dth0",
          "publisher": "World Economic Forum",
          "title": "The Future of Jobs Report 2025 (Skills Outlook)",
          "url": "https://www.weforum.org/publications/the-future-of-jobs-report-2025/in-full/3-skills-outlook/",
          "year": "2025"
        },
        {
          "id": "shrm-1jkz5",
          "publisher": "SHRM",
          "title": "AI in HR (2025 Talent Trends)",
          "url": "https://www.shrm.org/topics-tools/research/2025-talent-trends/ai-in-hr",
          "year": "2025"
        },
        {
          "id": "national-association-of-colleges-and-emp-1ohm5",
          "publisher": "National Association of Colleges and Employers",
          "title": "Employer Use of Skills-Based Hiring Practices Grows",
          "url": "https://www.naceweb.org/job-market/trends-and-predictions/employer-use-of-skills-based-hiring-practices-grows",
          "year": "2026"
        }
      ]
    },
    {
      "slug": "eu-pay-transparency-2026",
      "title": "Pay Transparency and Comp Intelligence 2026",
      "url": "https://airecruiter.co/blog/eu-pay-transparency-2026",
      "author": "AIRecruiter.co Research",
      "datePublished": "2026-07-13",
      "excerpt": "The EU Pay Transparency Directive just flipped two hiring norms at once. A first-principles guide to the comp-intelligence stack it forces on every employer.",
      "readMinutes": 60,
      "citation": "AIRecruiter.co Research (2026). Pay Transparency and Comp Intelligence 2026. AIRecruiter.co. https://airecruiter.co/blog/eu-pay-transparency-2026",
      "sources": [
        {
          "id": "trusaic-kfutq",
          "publisher": "Trusaic",
          "title": "EU Pay Transparency Directive Member State Transposition Monitor",
          "url": "https://trusaic.com/resources/resources-eu-pay-transparency-directive-member-state-transposition-monitor/",
          "year": "2026"
        },
        {
          "id": "eurostat-1iszt",
          "publisher": "Eurostat",
          "title": "Gender pay gap statistics",
          "url": "https://ec.europa.eu/eurostat/statistics-explained/index.php?title=Gender_pay_gap_statistics",
          "year": "2024"
        },
        {
          "id": "indeed-hiring-lab-r6215",
          "publisher": "Indeed Hiring Lab",
          "title": "Full salary transparency in Europe is still a distant prospect",
          "url": "https://www.hiringlab.org/uk/blog/2026/05/07/full-salary-transparency-in-europe-is-still-a-distant-prospect/",
          "year": "2026"
        },
        {
          "id": "mercer-1jyzl",
          "publisher": "Mercer",
          "title": "Only half of US employers are prepared to meet pay-transparency compliance guidelines",
          "url": "https://www.mercer.com/en-us/about/newsroom/only-half-of-us-employers-are-prepared-to-meet-pay-transparency-compliance-guidelines/",
          "year": "2025"
        },
        {
          "id": "mercer-1ujdm",
          "publisher": "Mercer",
          "title": "As pay transparency regulations come into force globally, only half of employers say they are prepared",
          "url": "https://www.mercer.com/about/newsroom/as-pay-transparency-regulations-come-into-force-globally-only-half-of-employers-say-they-are-prepared-according-to-mercer/",
          "year": "2026"
        },
        {
          "id": "pinsent-masons-1dpoc",
          "publisher": "Pinsent Masons",
          "title": "EU Pay Transparency Directive: EU member states",
          "url": "https://www.pinsentmasons.com/out-law/guides/eu-pay-transparency-directive-eu-member-states",
          "year": "2026"
        },
        {
          "id": "european-commission-qxame",
          "publisher": "European Commission",
          "title": "New EU rules on pay transparency explained",
          "url": "https://commission.europa.eu/news-and-media/news/new-eu-rules-pay-transparency-explained-2026-06-05_en",
          "year": "2026"
        },
        {
          "id": "europe-hr-solutions-1df9j",
          "publisher": "Europe HR Solutions",
          "title": "EU Pay Transparency Directive: 5% Gap Compliance Steps",
          "url": "https://europe-hr-solutions.com/resources/eu-pay-transparency-directive-5-gap-compliance-steps/",
          "year": "2026"
        },
        {
          "id": "legalclarity-rpz8j",
          "publisher": "LegalClarity",
          "title": "Colorado Pay Transparency Law: Requirements and Penalties",
          "url": "https://legalclarity.org/colorado-pay-transparency-law-requirements-and-penalties/",
          "year": "2025"
        },
        {
          "id": "governing-1yp3m",
          "publisher": "Governing",
          "title": "How Colorado Became the Epicenter of Pay Transparency",
          "url": "https://www.governing.com/finance/how-colorado-became-the-epicenter-of-pay-transparency",
          "year": "2025"
        }
      ]
    },
    {
      "slug": "agentic-ai-recruiters-2026",
      "title": "Agentic AI Recruiters: The 2026 Deep Guide",
      "url": "https://airecruiter.co/blog/agentic-ai-recruiters-2026",
      "author": "AIRecruiter.co Research",
      "datePublished": "2026-07-13",
      "excerpt": "A first-principles guide to autonomous AI recruiting agents in 2026: what they actually automate, the real players and funding, honest ROI, and where they break.",
      "readMinutes": 60,
      "citation": "AIRecruiter.co Research (2026). Agentic AI Recruiters: The 2026 Deep Guide. AIRecruiter.co. https://airecruiter.co/blog/agentic-ai-recruiters-2026",
      "sources": [
        {
          "id": "incruiter-12b60",
          "publisher": "InCruiter",
          "title": "AI in Recruitment 2026: Trends, Stats, What Works",
          "url": "https://incruiter.com/blog/ai-in-recruitment-2026-trends-stats-what-works/",
          "year": "2026"
        },
        {
          "id": "fortune-1etrb",
          "publisher": "Fortune",
          "title": "Job seekers ghosted by employers hit three-year high",
          "url": "https://fortune.com/2026/03/20/job-seekers-arent-imagining-things-candidates-ghosted-by-employers-hit-three-year-high/",
          "year": "2026"
        },
        {
          "id": "gartner-110bh",
          "publisher": "Gartner",
          "title": "Gartner Predicts Over 40% of Agentic AI Projects Will Be Canceled by End of 2027",
          "url": "https://www.gartner.com/en/newsroom/press-releases/2025-06-25-gartner-predicts-over-40-percent-of-agentic-ai-projects-will-be-canceled-by-end-of-2027",
          "year": "2025"
        },
        {
          "id": "reuters-via-yahoo-finance-vzrjl",
          "publisher": "Reuters via Yahoo Finance",
          "title": "LinkedIn's AI hiring agents on track for $450 million in sales",
          "url": "https://finance.yahoo.com/sectors/technology/articles/linkedins-ai-hiring-agents-track-214556808.html",
          "year": "2026"
        },
        {
          "id": "martech-17n74",
          "publisher": "MarTech",
          "title": "Gartner: 40% of agentic AI projects will fail, making humans indispensable",
          "url": "https://martech.org/gartner-40-of-agentic-ai-projects-will-fail-making-humans-indispensable/",
          "year": "2026"
        },
        {
          "id": "pin-9vx72",
          "publisher": "Pin",
          "title": "Time-to-hire metrics and AI",
          "url": "https://www.pin.com/blog/time-to-hire-metrics-ai/",
          "year": "2026"
        },
        {
          "id": "readysetexec-1xi7o",
          "publisher": "ReadySetExec",
          "title": "AI recruitment and candidate experience",
          "url": "https://readysetexec.com/ai-recruitment-candidate-experience/",
          "year": "2026"
        },
        {
          "id": "korn-ferry-jq8ha",
          "publisher": "Korn Ferry",
          "title": "Korn Ferry",
          "url": "https://www.kornferry.com/about-us/press/korn-ferry-research-unveils-top-talent-acquisition-trends-shaping-2026"
        },
        {
          "id": "herohunt-citing-aptitude-research-and-pe-dytpm",
          "publisher": "HeroHunt (citing Aptitude Research and Pew Research)",
          "title": "Recruiter's Guide to the New AI Era 2026",
          "url": "https://www.herohunt.ai/blog/recruiters-guide-new-ai-era-2026/",
          "year": "2026"
        }
      ]
    },
    {
      "slug": "hiring-fraud-deepfake-verification-stack-2026",
      "title": "Hiring Fraud and the Verification Stack 2026",
      "url": "https://airecruiter.co/blog/hiring-fraud-deepfake-verification-stack-2026",
      "author": "AIRecruiter.co Research",
      "datePublished": "2026-06-15",
      "excerpt": "Hiring became a security problem in 2026. Inside the deepfake threat, the DPRK IT-worker pipeline, and the identity verification stack built in one quarter.",
      "readMinutes": 67,
      "citation": "AIRecruiter.co Research (2026). Hiring Fraud and the Verification Stack 2026. AIRecruiter.co. https://airecruiter.co/blog/hiring-fraud-deepfake-verification-stack-2026",
      "sources": [
        {
          "id": "unit-42-11sql",
          "publisher": "Unit 42",
          "title": "North Korean Synthetic Identity Creation",
          "url": "https://unit42.paloaltonetworks.com/north-korean-synthetic-identity-creation"
        },
        {
          "id": "checkr-1b467",
          "publisher": "Checkr",
          "title": "The Hiring Hoax: What 3,000 Managers Revealed about Hiring Fraud",
          "url": "https://checkr.com/resources/articles/hiring-hoax-manager-survey-2025"
        },
        {
          "id": "greenhouse-thiwf",
          "publisher": "Greenhouse",
          "title": "An AI Trust Crisis: 70% of Hiring Managers Trust AI, Only 8% of Job Seekers Call It Fair",
          "url": "https://www.greenhouse.com/newsroom/an-ai-trust-crisis-70-of-hiring-managers-trust-ai-to-make-faster-and-better-hiring-decisions-only-8-of-job-seekers-call-it-fair"
        },
        {
          "id": "gartner-19pet",
          "publisher": "Gartner",
          "title": "Gartner Predicts 30% of Enterprises Will Consider Identity Verification Solutions Unreliable in Isolation Due to Deepfakes by 2026",
          "url": "https://www.gartner.com/en/newsroom/press-releases/2024-02-01-gartner-predicts-30-percent-of-enterprises-will-consider-identity-verification-and-authentication-solutions-unreliable-in-isolation-due-to-deepfakes-by-2026"
        },
        {
          "id": "ftc-9adyi",
          "publisher": "FTC",
          "title": "New FTC Data Show a Big Jump in Reported Losses to Fraud in 2024",
          "url": "https://www.ftc.gov/news-events/news/press-releases/2025/03/new-ftc-data-show-big-jump-reported-losses-fraud-125-billion-2024"
        },
        {
          "id": "linkedin-rdf75",
          "publisher": "LinkedIn",
          "title": "LinkedIn Community Report",
          "url": "https://about.linkedin.com/transparency/community-report"
        },
        {
          "id": "doj-1blh8",
          "publisher": "DOJ",
          "title": "Arizona Woman Sentenced in $17M IT Worker Fraud Scheme That Illegally Generated Revenue for North Korea",
          "url": "https://www.justice.gov/usao-dc/pr/arizona-woman-sentenced-17m-it-worker-fraud-scheme-illegally-generated-revenue-north"
        },
        {
          "id": "techcrunch-wzk5f",
          "publisher": "TechCrunch",
          "title": "North Koreans behind nearly half of US tech industry hacks, says CrowdStrike",
          "url": "https://techcrunch.com/2026/06/10/north-koreans-behind-nearly-half-of-us-tech-industry-hacks-says-crowdstrike"
        },
        {
          "id": "the-register-p6skk",
          "publisher": "The Register",
          "title": "Amazon blocked fake DPRK workers",
          "url": "https://www.theregister.com/2025/12/18/amazon_blocked_fake_dprk_workers"
        },
        {
          "id": "fortune-1jz0w",
          "publisher": "Fortune",
          "title": "North Korea IT workers stealing billions; financial firms next target, CrowdStrike",
          "url": "https://fortune.com/2026/05/14/north-korea-it-workers-stealing-billions-financial-firms-next-target-crowdstrike"
        },
        {
          "id": "hypr-1i4kc",
          "publisher": "HYPR",
          "title": "HR Interview & Onboarding Fraud Guide",
          "url": "https://www.hypr.com/blog/hr-interview-onboarding-fraud-guide"
        },
        {
          "id": "mordor-intelligence-mdkl7",
          "publisher": "Mordor Intelligence",
          "title": "Identity Verification for Employee Onboarding Market",
          "url": "https://www.mordorintelligence.com/industry-reports/identity-verification-for-employee-onboarding-market"
        },
        {
          "id": "smestreet-i3bof",
          "publisher": "SMEStreet",
          "title": "InCruiter Identifies AI Deepfake in Recruitment Process",
          "url": "https://smestreet.in/technology/incruiter-identifies-ai-deepfake-in-recruitment-process-11258759"
        },
        {
          "id": "doj-as96c",
          "publisher": "DOJ",
          "title": "Two US Nationals Sentenced for Facilitating Fraudulent Remote IT Worker Scheme",
          "url": "https://www.justice.gov/opa/pr/two-us-nationals-sentenced-facilitating-fraudulent-remote-information-technology-worker"
        }
      ]
    },
    {
      "slug": "entry-level-hiring-collapse-ai-2026",
      "title": "The Entry-Level Hiring Collapse: AI and 2026",
      "url": "https://airecruiter.co/blog/entry-level-hiring-collapse-ai-2026",
      "author": "AIRecruiter.co Research",
      "datePublished": "2026-06-15",
      "excerpt": "Entry-level hiring did not collapse uniformly in 2026. It split along an AI-exposure seam. A first-principles guide to the data, mechanism, and playbook.",
      "readMinutes": 64,
      "citation": "AIRecruiter.co Research (2026). The Entry-Level Hiring Collapse: AI and 2026. AIRecruiter.co. https://airecruiter.co/blog/entry-level-hiring-collapse-ai-2026",
      "sources": [
        {
          "id": "revelio-labs-cjk2q",
          "publisher": "Revelio Labs",
          "title": "Is AI Responsible for the Rise in Entry-Level Unemployment?",
          "url": "https://www.reveliolabs.com/news/macro/is-ai-responsible-for-the-rise-in-entry-level-unemployment",
          "year": "2025"
        },
        {
          "id": "stanford-digital-economy-lab-1r8jb",
          "publisher": "Stanford Digital Economy Lab",
          "title": "Canaries in the Coal Mine: Six Facts About the Recent Employment Effects of Artificial Intelligence",
          "url": "https://digitaleconomy.stanford.edu/publication/canaries-in-the-coal-mine-six-facts-about-the-recent-employment-effects-of-artificial-intelligence",
          "year": "2025"
        },
        {
          "id": "shrm-1l12y",
          "publisher": "SHRM",
          "title": "Labor Force Snapshot: Recent College Graduates in the US Labor Force",
          "url": "https://www.shrm.org/topics-tools/research/labor-force-snapshot-recent-college-graduates-us-labor-force",
          "year": "2026"
        },
        {
          "id": "vnexpress-ny-fed-data-xzq8q",
          "publisher": "VnExpress / NY Fed data",
          "title": "US's Computer Science Grads Face 5th-Highest Unemployment Rate",
          "url": "https://e.vnexpress.net/news/tech/tech-news/us-s-computer-science-grads-face-5th-highest-unemployment-rate-5048578.html",
          "year": "2026"
        },
        {
          "id": "cnbc-select-1qhl4",
          "publisher": "CNBC Select",
          "title": "Class of 2026: Hiring Stats and AI Trends",
          "url": "https://www.cnbc.com/select/class-of-2026-hiring-stats-and-ai-trends",
          "year": "2026"
        },
        {
          "id": "nace-i0sw2",
          "publisher": "NACE",
          "title": "Class of 2026 Salary Projections Are Promising",
          "url": "https://www.naceweb.org/job-market/compensation/class-of-2026-salary-projections-are-promising",
          "year": "2026"
        },
        {
          "id": "fortune-7qkhq",
          "publisher": "Fortune",
          "title": "AI Layoffs: Convenient Corporate Fiction, True or False (Oxford Economics)",
          "url": "https://fortune.com/2026/01/07/ai-layoffs-convenient-corporate-fiction-true-false-oxford-economics-productivity",
          "year": "2026"
        },
        {
          "id": "cnbc-dmajc",
          "publisher": "CNBC",
          "title": "Remote Work, Youth Unemployment, New York Fed",
          "url": "https://www.cnbc.com/2026/06/01/remote-work-youth-unemployment-new-york-fed.html",
          "year": "2026"
        },
        {
          "id": "cnbc-36g21",
          "publisher": "CNBC",
          "title": "AI Job Cuts: Amazon, Microsoft and More Cite AI for 2025 Layoffs",
          "url": "https://www.cnbc.com/2025/12/21/ai-job-cuts-amazon-microsoft-and-more-cite-ai-for-2025-layoffs.html",
          "year": "2025"
        },
        {
          "id": "signalfire-1kz5a",
          "publisher": "SignalFire",
          "title": "SignalFire State of Talent Report 2025",
          "url": "https://www.signalfire.com/blog/signalfire-state-of-talent-report-2025",
          "year": "2025"
        },
        {
          "id": "quasa-16198",
          "publisher": "Quasa",
          "title": "The 73% Collapse: How AI Is Erasing Entry-Level Tech Jobs",
          "url": "https://quasa.io/media/the-73-collapse-how-ai-is-erasing-entry-level-tech-jobs-and-rewriting-the-career-ladder",
          "year": "2025"
        },
        {
          "id": "indeed-hiring-lab-1xwku",
          "publisher": "Indeed Hiring Lab",
          "title": "US Labor Market Snapshot April 2026",
          "url": "https://www.hiringlab.org/2026/05/14/us-labor-market-snapshot-april-2026",
          "year": "2026"
        },
        {
          "id": "lightcast-1f1ve",
          "publisher": "Lightcast",
          "title": "Beyond the Buzz (Press Release, 2025-07-23)",
          "url": "https://lightcast.io/resources/blog/beyond-the-buzz-press-release-2025-07-23",
          "year": "2025"
        },
        {
          "id": "cnbc-yv0go",
          "publisher": "CNBC",
          "title": "AI, Entry-Level Jobs, Hiring, Careers",
          "url": "https://www.cnbc.com/2025/09/07/ai-entry-level-jobs-hiring-careers.html",
          "year": "2025"
        },
        {
          "id": "nace-rvz5b",
          "publisher": "NACE",
          "title": "Employers Expect to Hire 5.6 Percent More New College Graduates This Year",
          "url": "https://www.naceweb.org/talent-acquisition/trends-and-predictions/employers-expect-to-hire-5-point-6-percent-more-new-college-graduates-this-year",
          "year": "2026"
        },
        {
          "id": "pr-newswire-1s26s",
          "publisher": "PR Newswire",
          "title": "ResumeTemplates.com Survey: Nearly Half of Hiring Managers Will Train AI Instead of Hiring 2026 Grads",
          "url": "https://www.prnewswire.com/news-releases/resumetemplatescom-survey-nearly-half-of-hiring-managers-will-train-ai-instead-of-hiring-2026-college-grads-302790839.html",
          "year": "2026"
        },
        {
          "id": "anthropic-12wh2",
          "publisher": "Anthropic",
          "title": "Anthropic Economic Index March 2026 Report",
          "url": "https://www.anthropic.com/research/economic-index-march-2026-report",
          "year": "2026"
        },
        {
          "id": "economic-policy-institute-lbyo3",
          "publisher": "Economic Policy Institute",
          "title": "Class of 2026: A Depressed Hires Rate Is a Major Cause of Labor Market Weakness",
          "url": "https://www.epi.org/blog/class-of-2026-a-depressed-hires-rate-is-a-major-cause-of-labor-market-weakness-for-young-college-graduates",
          "year": "2026"
        },
        {
          "id": "arxiv-14a3s",
          "publisher": "arXiv",
          "title": "AI-Exposed Jobs Deteriorated Before ChatGPT (arXiv 2601.02554)",
          "url": "https://arxiv.org/abs/2601.02554",
          "year": "2026"
        },
        {
          "id": "liberty-street-economics-1yx2i",
          "publisher": "Liberty Street Economics",
          "title": "Do Job Postings Show Early Labor Market Effects of AI?",
          "url": "https://libertystreeteconomics.newyorkfed.org/2026/05/do-job-postings-show-early-labor-market-effects-of-ai",
          "year": "2026"
        },
        {
          "id": "fortune-10ua1",
          "publisher": "Fortune",
          "title": "Salesforce CEO Marc Benioff Hiring 1,000 New Grads for AI Jobs",
          "url": "https://fortune.com/2026/04/27/salesforce-ceo-marc-benioff-hiring-1000-new-grads-ai-jobs",
          "year": "2026"
        },
        {
          "id": "rezi-yz7q1",
          "publisher": "Rezi",
          "title": "Entry-Level Jobs and AI: 2026 Report",
          "url": "https://www.rezi.ai/posts/entry-level-jobs-and-ai-2026-report",
          "year": "2026"
        }
      ]
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    {
      "slug": "ai-hiring-liability-mobley-workday-2026",
      "title": "AI Hiring Liability After Mobley v. Workday",
      "url": "https://airecruiter.co/blog/ai-hiring-liability-mobley-workday-2026",
      "author": "AIRecruiter.co Research",
      "datePublished": "2026-06-15",
      "excerpt": "Mobley v. Workday turns thousands of employer defendants into one nationwide vendor. How AI hiring liability migrated from buyer to builder, and what to do.",
      "readMinutes": 68,
      "citation": "AIRecruiter.co Research (2026). AI Hiring Liability After Mobley v. Workday. AIRecruiter.co. https://airecruiter.co/blog/ai-hiring-liability-mobley-workday-2026",
      "sources": [
        {
          "id": "proskauer-law-and-the-workplace-1gaab",
          "publisher": "Proskauer (Law and the Workplace)",
          "title": "AI Bias Lawsuit Against Workday Reaches Next Stage as Court Grants Conditional Certification of ADEA Claim",
          "url": "https://www.lawandtheworkplace.com/2025/06/ai-bias-lawsuit-against-workday-reaches-next-stage-as-court-grants-conditional-certification-of-adea-claim",
          "year": "2025"
        },
        {
          "id": "pin-y3469",
          "publisher": "Pin",
          "title": "AI in Recruitment Market",
          "url": "https://www.pin.com/blog/ai-in-recruitment-market",
          "year": "2025"
        },
        {
          "id": "gartner-ldpj8",
          "publisher": "Gartner",
          "title": "Gartner Says AI Revolution and Cost Pressures Are Two Forces Driving the Top Four Trends for Talent Acquisition in 2026",
          "url": "https://www.gartner.com/en/newsroom/press-releases/2025-10-07-gartner-says-ai-revolution-and-cost-pressures-are-two-forces-driving-the-top-four-trends-for-talent-acquisition-in-2026",
          "year": "2025"
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          "id": "warden-ai-ucqpl",
          "publisher": "Warden AI",
          "title": "AI Bias in Hiring: What 150+ Bias Audits Reveal",
          "url": "https://www.warden-ai.com/resources/bias-audits-hiring",
          "year": "2026"
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        {
          "id": "university-of-washington-1r4hd",
          "publisher": "University of Washington",
          "title": "UW research finds racial and gender bias in AI tools ranking job applicants' names",
          "url": "https://www.washington.edu/populationhealth/2024/12/12/uw-research-finds-racial-and-gender-bias-in-ai-tools-ranking-job-applicants-names",
          "year": "2024"
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          "id": "herohunt-ai-1x3ln",
          "publisher": "HeroHunt.ai",
          "title": "Recruiting under the EU AI Act: impact on hiring",
          "url": "https://www.herohunt.ai/blog/recruiting-under-the-eu-ai-act-impact-on-hiring",
          "year": "2026"
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          "id": "eeoc-i4xt5",
          "publisher": "EEOC",
          "title": "iTutorGroup to Pay $365,000 to Settle EEOC Discriminatory Hiring Suit",
          "url": "https://www.eeoc.gov/newsroom/itutorgroup-pay-365000-settle-eeoc-discriminatory-hiring-suit",
          "year": "2023"
        },
        {
          "id": "quinn-emanuel-6v4fd",
          "publisher": "Quinn Emanuel",
          "title": "When Machines Discriminate: The Rise of AI Bias Lawsuits",
          "url": "https://www.quinnemanuel.com/the-firm/publications/when-machines-discriminate-the-rise-of-ai-bias-lawsuits",
          "year": "2024"
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          "id": "tech-funding-news-ha9xq",
          "publisher": "Tech Funding News",
          "title": "Warden AI funding HR AI compliance Workday lawsuit",
          "url": "https://techfundingnews.com/warden-ai-funding-hr-ai-compliance-workday-lawsuit",
          "year": "2025"
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          "id": "sec-1lvp2",
          "publisher": "SEC",
          "title": "Workday Form 8-K (Exhibit 99.1)",
          "url": "https://www.sec.gov/Archives/edgar/data/0001327811/000132781126000010/wday-01312026x991.htm",
          "year": "2026"
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          "publisher": "Seyfarth Shaw",
          "title": "Mobley v. Workday: Court Holds AI Service Providers Could Be Directly Liable for Employment Discrimination Under Agent Theory",
          "url": "https://www.seyfarth.com/news-insights/mobley-v-workday-court-holds-ai-service-providers-could-be-directly-liable-for-employment-discrimination-under-agent-theory.html",
          "year": "2024"
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          "id": "built-in-me7gq",
          "publisher": "Built In",
          "title": "Eightfold AI Hiring Lawsuit",
          "url": "https://builtin.com/articles/eightfold-ai-hiring-lawsuit",
          "year": "2026"
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          "id": "u-s-department-of-justice-7a9ov",
          "publisher": "U.S. Department of Justice",
          "title": "Justice Department Concludes EEOC Disparate-Impact Guidelines Violate Constitution",
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      "slug": "ta-market-map-2026",
      "title": "The Talent Acquisition Tech Market Map: 2026",
      "url": "https://airecruiter.co/blog/ta-market-map-2026",
      "author": "AIRecruiter.co Research",
      "datePublished": "2026-06-01",
      "excerpt": "A research-grade map of the recruiting technology landscape across ten categories, the consolidation wave reshaping it, the funding behind it, and a framework buyers can use to navigate it without overpaying or overbuying.",
      "readMinutes": 50,
      "citation": "AIRecruiter.co Research (2026). The Talent Acquisition Tech Market Map: 2026. AIRecruiter.co. https://airecruiter.co/blog/ta-market-map-2026",
      "sources": [
        {
          "id": "shrm-1jkz5",
          "publisher": "SHRM",
          "title": "AI in HR (2025 Talent Trends)",
          "url": "https://www.shrm.org/topics-tools/research/2025-talent-trends/ai-in-hr",
          "year": "2025"
        },
        {
          "id": "hr-dive-1t2ee",
          "publisher": "HR Dive",
          "title": "Recruiters increasing their AI usage as pressure to hire intensifies",
          "url": "https://www.hrdive.com/news/recruiters-increasing-their-ai-usage-as-pressure-to-hire-intensifies/809051"
        },
        {
          "id": "linkedin-talent-solutions-23mrg",
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          "title": "LinkedIn (Talent Solutions)",
          "url": "https://business.linkedin.com/hire/hiring-assistant"
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        {
          "id": "selectsoftware-reviews-uti7z",
          "publisher": "SelectSoftware Reviews",
          "title": "AI Recruiting Statistics",
          "url": "https://www.selectsoftwarereviews.com/blog/ai-recruiting-statistics"
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        {
          "id": "venero-capital-1ccjd",
          "publisher": "Venero Capital",
          "title": "WorkTech Consolidation: Key Insights from HR Tech Jungle 2025",
          "url": "https://www.venerocapitaladvisors.com/news/worktech-consolidation-key-insights-from-hr-tech-jungle-2025",
          "year": "2025"
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          "id": "workday-1oo4m",
          "publisher": "Workday",
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          "url": "https://newsroom.workday.com/2025-10-01-Workday-Completes-Acquisition-of-Paradox"
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          "id": "hro-today-hr-tech-report-10x9g",
          "publisher": "HRO Today (HR Tech Report)",
          "title": "HRO Today (HR Tech Report)",
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          "id": "linkedin-future-of-recruiting-1ihw1",
          "publisher": "LinkedIn (Future of Recruiting)",
          "title": "LinkedIn (Future of Recruiting)",
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          "id": "icims-dic44",
          "publisher": "iCIMS",
          "title": "Apps Run the World 2025 ATS Market Share",
          "url": "https://www.icims.com/company/newsroom/appsruntheworld2025",
          "year": "2025"
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        {
          "id": "global-legal-chronicle-1fuhn",
          "publisher": "Global Legal Chronicle",
          "title": "Workday Acquires Paradox in $1 Billion Deal",
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          "id": "techcrunch-145zp",
          "publisher": "TechCrunch",
          "title": "Mercor quintuples valuation to $10B with $350M Series C",
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          "id": "techcrunch-mercor-2b-2026",
          "publisher": "TechCrunch",
          "title": "Mercor is in talks for a $20B valuation",
          "url": "https://techcrunch.com/2026/07/09/mercor-is-in-talks-for-a-20b-valuation/",
          "year": "2026"
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        {
          "id": "hr-executive-1jfwt",
          "publisher": "HR Executive",
          "title": "Why Investors Are Pouring Billions Into These HR Tech Categories",
          "url": "https://hrexecutive.com/why-investors-are-pouring-billions-into-these-hr-tech-categories"
        },
        {
          "id": "the-hire-hub-11kp1",
          "publisher": "The Hire Hub",
          "title": "Deepfake Candidates: How to Protect Your Hiring Process",
          "url": "https://www.thehirehub.ai/blog/deepfake-candidates-how-to-protect-your-hiring-process"
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      "slug": "state-of-ai-recruiting-2026",
      "title": "The State of AI in Recruiting: 2026",
      "url": "https://airecruiter.co/blog/state-of-ai-recruiting-2026",
      "author": "AIRecruiter.co Research",
      "datePublished": "2026-06-01",
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      "readMinutes": 50,
      "citation": "AIRecruiter.co Research (2026). The State of AI in Recruiting: 2026. AIRecruiter.co. https://airecruiter.co/blog/state-of-ai-recruiting-2026",
      "sources": [
        {
          "id": "shrm-1jkz5",
          "publisher": "SHRM",
          "title": "AI in HR (2025 Talent Trends)",
          "url": "https://www.shrm.org/topics-tools/research/2025-talent-trends/ai-in-hr",
          "year": "2025"
        },
        {
          "id": "hr-dive-1t2ee",
          "publisher": "HR Dive",
          "title": "Recruiters increasing their AI usage as pressure to hire intensifies",
          "url": "https://www.hrdive.com/news/recruiters-increasing-their-ai-usage-as-pressure-to-hire-intensifies/809051"
        },
        {
          "id": "korn-ferry-jq8ha",
          "publisher": "Korn Ferry",
          "title": "Korn Ferry",
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        },
        {
          "id": "linkedin-future-of-recruiting-2025-z3y17",
          "publisher": "LinkedIn (Future of Recruiting 2025)",
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          "url": "https://www.linkedin.com/business/talent/blog/talent-acquisition/future-of-recruiting-2025"
        },
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          "id": "selectsoftware-reviews-uti7z",
          "publisher": "SelectSoftware Reviews",
          "title": "AI Recruiting Statistics",
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          "id": "workday-1oo4m",
          "publisher": "Workday",
          "title": "Workday",
          "url": "https://newsroom.workday.com/2025-10-01-Workday-Completes-Acquisition-of-Paradox"
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          "id": "techcrunch-145zp",
          "publisher": "TechCrunch",
          "title": "Mercor quintuples valuation to $10B with $350M Series C",
          "url": "https://techcrunch.com/2025/10/27/mercor-quintuples-valuation-to-10b-with-350m-series-c"
        },
        {
          "id": "gartner-9o5le",
          "publisher": "Gartner",
          "title": "Gartner",
          "url": "https://www.gartner.com/en/newsroom/press-releases/2025-07-31-gartner-survey-shows-just-26-percent-of-job-applicants-trust-ai-will-fairly-evaluate-them"
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        {
          "id": "shrm-1trkn",
          "publisher": "SHRM",
          "title": "State of AI in HR 2026: Full Report",
          "url": "https://www.shrm.org/topics-tools/research/state-of-ai-hr-2026/full-report",
          "year": "2026"
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          "id": "korn-ferry-1spu9",
          "publisher": "Korn Ferry",
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          "id": "venero-capital-1ccjd",
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          "title": "WorkTech Consolidation: Key Insights from HR Tech Jungle 2025",
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          "year": "2025"
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          "id": "global-legal-chronicle-1fuhn",
          "publisher": "Global Legal Chronicle",
          "title": "Workday Acquires Paradox in $1 Billion Deal",
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          "id": "techcrunch-mercor-2b-2026",
          "publisher": "TechCrunch",
          "title": "Mercor is in talks for a $20B valuation",
          "url": "https://techcrunch.com/2026/07/09/mercor-is-in-talks-for-a-20b-valuation/",
          "year": "2026"
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        {
          "id": "the-hire-hub-11kp1",
          "publisher": "The Hire Hub",
          "title": "Deepfake Candidates: How to Protect Your Hiring Process",
          "url": "https://www.thehirehub.ai/blog/deepfake-candidates-how-to-protect-your-hiring-process"
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          "id": "recruit-ai-suite-1vxf0",
          "publisher": "Recruit AI Suite",
          "title": "LinkedIn Recruiting Statistics 2026",
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      "url": "https://airecruiter.co/blog/agency-benchmark-q2-2026",
      "author": "AIRecruiter.co Research",
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      "readMinutes": 47,
      "citation": "AIRecruiter.co Research (2026). Staffing and Agency Tech: 2026 Outlook. AIRecruiter.co. https://airecruiter.co/blog/agency-benchmark-q2-2026",
      "sources": [
        {
          "id": "bullhorn-i7jig",
          "publisher": "Bullhorn",
          "title": "Bullhorn GRID Report: Staffing Firms Using AI See Stronger Growth, Faster Placements",
          "url": "https://www.bullhorn.com/news-and-press/press-releases/bullhorn-grid-report-staffing-firms-using-ai-see-stronger-growth-faster-placements"
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        {
          "id": "techcrunch-145zp",
          "publisher": "TechCrunch",
          "title": "Mercor quintuples valuation to $10B with $350M Series C",
          "url": "https://techcrunch.com/2025/10/27/mercor-quintuples-valuation-to-10b-with-350m-series-c"
        },
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          "id": "staffing-industry-analysts-sia-8uu6n",
          "publisher": "Staffing Industry Analysts (SIA)",
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        },
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          "id": "staffing-industry-analysts-ukhpc",
          "publisher": "Staffing Industry Analysts",
          "title": "Forecast Estimates US Staffing Industry's Cumulative Growth by 2030",
          "url": "https://www.staffingindustry.com/news/global-daily-news/forecast-estimates-us-staffing-industrys-cumulative-growth-by-2030",
          "year": "2030"
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        {
          "id": "techcrunch-js49c",
          "publisher": "TechCrunch",
          "title": "Deel Hits $17.3B Valuation After Raising $300M from Big-Name VCs",
          "url": "https://techcrunch.com/2025/10/16/deel-hits-17-3b-valuation-after-raising-300m-from-big-name-vcs"
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          "id": "staffing-management-group-7b7d9",
          "publisher": "Staffing Management Group",
          "title": "Staffing Management Group",
          "url": "https://www.staffingmanagementgroup.com/the-2025-staffing-outlook-where-the-industry-is-headed-next"
        },
        {
          "id": "american-staffing-association-18wdr",
          "publisher": "American Staffing Association",
          "title": "Staffing Productivity Report",
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        },
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          "id": "staffing-industry-analysts-1wxwz",
          "publisher": "Staffing Industry Analysts",
          "title": "Market Sizes and Forecasts",
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        },
        {
          "id": "staffing-industry-analysts-1rcb8",
          "publisher": "Staffing Industry Analysts",
          "title": "World Growth: Global Staffing Market Cools but Still Reaches $648 Billion",
          "url": "https://www.staffingindustry.com/news/global-daily-news/world-growth-global-staffing-market-cools-still-reaches-648-billion"
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          "id": "hr-tech-feed-1dxpd",
          "publisher": "HR Tech Feed",
          "title": "Bullhorn GRID Report: Staffing Firms Using AI See Stronger Growth, Faster Placements",
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          "id": "staffinghub-ikq6b",
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          "publisher": "Staffing Industry Analysts",
          "title": "Bullhorn Acquires Textkernel, Provider of AI Recruiting Tools",
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          "title": "Bullhorn Acquires TargetRecruit",
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          "title": "The Adecco Group Expands Bullhorn Partnership with Agentic AI",
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          "title": "Upwork (UPWK) Q4 2025 Earnings Call Transcript",
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          "title": "Fiverr Q4 and Full Year 2025 Results",
          "url": "https://www.sec.gov/Archives/edgar/data/0001762301/000117891325003660/exhibit_99-1.htm",
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          "id": "calcalist-hkkj4",
          "publisher": "Calcalist",
          "title": "Deel Closes $300 Million Series E at $17.3 Billion Valuation",
          "url": "https://www.calcalistech.com/ctechnews/article/bkrei8rtlg"
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          "id": "hr-grapevine-baq83",
          "publisher": "HR Grapevine",
          "title": "Deel Hits $17.3bn Valuation After Securing $300 Million in Series E Funding",
          "url": "https://www.hrgrapevine.com/content/article/2025-10-21-deel-hits-17-3bn-valuation-after-securing-300million-in-series-e-funding"
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          "publisher": "Wikipedia",
          "title": "Scale AI",
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      "title": "The Sourcing Tools Landscape: 2026 Buyer Guide",
      "url": "https://airecruiter.co/blog/sourcing-landscape-2026",
      "author": "AIRecruiter.co Research",
      "datePublished": "2026-05-14",
      "excerpt": "A side-by-side analysis of sourcing and candidate-discovery platforms, with selection criteria for in-house and agency teams.",
      "readMinutes": 54,
      "citation": "AIRecruiter.co Research (2026). The Sourcing Tools Landscape: 2026 Buyer Guide. AIRecruiter.co. https://airecruiter.co/blog/sourcing-landscape-2026",
      "sources": [
        {
          "id": "linkedin-talent-solutions-23mrg",
          "publisher": "LinkedIn (Talent Solutions)",
          "title": "LinkedIn (Talent Solutions)",
          "url": "https://business.linkedin.com/hire/hiring-assistant"
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          "id": "tidio-1omkp",
          "publisher": "Tidio",
          "title": "Tidio",
          "url": "https://www.tidio.com/blog/ai-recruitment"
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          "id": "reuters-via-investing-com-microsoft-fy20-17ncl",
          "publisher": "Reuters (via Investing.com); Microsoft FY2026 Q3 earnings",
          "title": "Reuters (via Investing.com); Microsoft FY2026 Q3 earnings",
          "url": "https://www.investing.com/news/stock-market-news/linkedins-ai-hiring-agents-on-track-for-450-million-in-yearly-revenue-4647236"
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          "id": "findem-123ih",
          "publisher": "Findem",
          "title": "Findem Series C Funding",
          "url": "https://www.findem.ai/news/findem-series-c-funding"
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