The talent market, tracked since 2000.

Agencies with full-workflow agentic AI

Only about one in ten agencies have implemented agentic AI across their entire workflow, signaling early-stage end-to-end automation.

AI models favoring white-associated names

University of Washington study of over 3 million resume-job comparisons found leading text-embedding models favored white-associated names 85% of the time.

female-associated names favored only 11% of the time

AI-related share of US job postings

Well past the prior 3.3% peak in 2022, showing AI-building work climbing as entry-level demand falls.

up from the prior 3.3% peak in 2022

Audited AI systems clearing four-fifths impact ratio

Vendor self-reported audit data: most audited AI systems clear the 0.8 four-fifths threshold, but 15% fail at least one demographic test.

15% failed at least one demographic threshold

Bias audits that test for age discrimination

Age, the protected class litigated in Mobley, is tested in only 5% of audits, the exact gap plaintiffs exploit.

vs 100% coverage for sex and race/ethnicity

Coding share of Claude.ai conversations (top 10 tasks)

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.

'Modifying software to correct errors' alone is ~10% of enterprise API usage.

Entry-level demand drop per 10pt rise in AI exposure

Revelio's controlled regression isolates the exposure effect at the entry level, holding industry and time trend constant.

vs a 7% increase in non-entry-level demand for the same exposure rise

Entry-level jobs now requiring AI skills

The AI-fluency requirement is the clearest fingerprint of the entry-level role being redesigned around capability.

EU AI Act max fine, share of global turnover

The most serious EU AI Act violations carry a ceiling of 7% of global annual turnover, or EUR 35 million, whichever is higher.

Or EUR 35 million, whichever is higher.

Fewer profiles reviewed with LinkedIn Hiring Assistant

Recruiters using LinkedIn's Hiring Assistant review 81% fewer profiles to find a qualified match, showing the screening leverage of agentic tools.

Up from a 62% reduction cited by charter customers at the September 2025 launch.

High-growth firms using AI in their ATS

Among staffing firms growing revenue more than 25%, 78% embed AI tools directly in their applicant tracking system.

Hiring managers preferring AI tools over training a 2026 grad

A vendor survey of a self-selected panel: read as expressed attitude, not measured hiring behavior.

45% restructuring so one senior with AI does the work of multiple juniors

HR leaders planning to deploy agentic AI in HR

A steep forward indicator of agentic AI adoption in HR that makes vendor-side liability systemic.

HR-tech vendors with independent third-party audit

Independent, court-defensible auditing is the exception; internal testing is far more common than the audit trail a court will demand.

just 20% meet all four responsible-AI practices

Organizations using AI in HR

Nearly half of organizations now use AI for HR tasks, a sharp acceleration in mainstream adoption.

Up from 26% in 2024, a 65% year-over-year increase.

Organizations using AI to support recruiting

Just over half of organizations apply AI specifically to recruiting, a step ahead of broader HR adoption.

Recruiters increasing AI use for pre-screening

Two in three recruiters plan to expand AI in pre-screening interviews specifically, the leading AI use case.

Recruiters planning to increase AI use

Nearly all talent acquisition professionals intend to expand their AI usage as hiring pressure intensifies.

Talent leaders adding autonomous AI agents

More than half of talent leaders plan to deploy autonomous AI agents on their teams this year, marking the move from copilots to agents.

Top staffing firms vs peers on AI use

The highest-performing staffing firms are four times more likely to leverage AI than their peers, tying AI use to growth.

Workload cut for recruiters using GenAI

Recruiters using generative AI report a 20% drop in workload, equivalent to recovering one full workday every week.

Median time to fill across all roles

The median time to fill a role holds at about a month and a half, the broad benchmark hiring teams plan against.

Technical roles take longer to fill

Technical roles take roughly 15 days longer to fill than business roles, a gap teams should budget for in headcount planning.

Time-to-hire cut with AI screen plus human interview

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.

Top-growth firms placing in under 10 days

Over half of the fastest-growing staffing firms report average placement times under ten days, linking speed to growth.

AI and machine-learning hiring growth year over year

Demand did not vanish so much as reallocate up the skill curve, even as overall entry-level tech hiring fell sharply.

Fiverr active buyer base decline

Fiverr's active buyer base fell 13.6% to 3.1 million, a signal of softening volume on horizontal freelance marketplaces.

Down from 3.6 million active buyers a year earlier.

Highly AI-exposed entry-level postings decline

The most-cited number in the 2026 entry-level debate, showing the slowdown was concentrated where AI can do the work.

vs a 33% decline for low-exposed entry-level roles

New-grad share of Big Tech new hires

Down about 25% from 2023 and more than 50% below the pre-pandemic 2019 level of roughly 15%.

down from roughly 15% in 2019 and 9% in 2023

Projected rise in Class-of-2026 new-grad hiring

A sharp intentions upgrade from +1.6% projected the previous fall, concentrated in large AI-exposed firms.

up from +1.6% projected the previous fall

US layoffs in 2025 citing AI as a factor

Small against total annual separations in the millions, supporting skeptics on raw layoffs; the mechanism works through frozen hiring not firing.

attribution contested and self-serving

Applications per hire

It now takes roughly 291 applications to make one hire, a flood that reshapes screening economics.

Tripled from about 100 in early 2021.

Applications per tech internship posting, Class of 2026

A measure of funnel congestion pushing employers toward automated screening at the first cut.

B2B sales annual turnover

B2B sales teams churn around 35% of staff a year, keeping sales among the highest-replacement functions to source for.

Computer science recent-grad unemployment rate

Among the highest of any field, yet CS grads land degree-appropriate roles far more reliably (underemployment near 19%).

underemployment near 19% vs 41.5% overall recent-grad figure

Entry-level software/IT postings requiring 3+ years experience

The rising experience bar makes 'entry-level' a misnomer and pushes the genuine entry point off the formal ladder.

reported as 60%+ of nominally entry-level postings

Germany job postings with salary information

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.

Grads 22-27 share of unemployment rise since mid-2023

Bachelor's grads aged 22-27 are only ~5% of the workforce but contributed a disproportionate share of the unemployment rise.

while making up only about 5% of the total workforce

Projected starting-salary rise for computer science grads

Rising pay for fewer seats is the wage-side fingerprint of a quality shift, not a demand collapse.

from +3.1% for engineering; social sciences the only decline at -1.7%

Recent college grad unemployment vs 4.4% overall

The historical college advantage has reversed: recent grads now carry higher unemployment than the broader workforce.

a 1.1-point gap above the 4.4% overall rate

Relative employment decline for AI-exposed workers 22-25

Stanford's ADP payroll analysis shows the youngest cohort in the most AI-exposed occupations fell relative to older colleagues in identical roles.

as low as 13% in some specifications; older workers in same occupations stable or growing

Remote work share of young-grad unemployment rise

A separate non-AI channel that shrinks the residual available for AI to explain in the youth-unemployment rise.

LinkedIn applications per minute

LinkedIn processes about 11,000 job applications every minute, illustrating the AI-driven surge in application volume.

A 45% year-over-year increase as of mid-2025.

Recruiters citing sourcing as top AI use

Among recruiters who use AI, 58% say candidate sourcing is its single most useful application, ahead of screening and nurturing.

Agentic-AI projects Gartner expects to be canceled by 2027

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.

AI-in-HR market CAGR to 2030

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.

AI-in-HR market size

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.

on a 24.8% CAGR from a 2023 base of $3.25B to $15.24B by 2030

Ashby Series D

ATS challenger Ashby raised a $50M Series D at roughly twice its prior valuation, capital fueling next-gen recruiting platforms.

ATS market-share leader

The leading applicant tracking system holds only about 11% market share, underscoring a highly fragmented ATS landscape.

Companies satisfied with their ATS

Only 28% of companies are satisfied with their current ATS, with 82% reporting significant gaps and one in four planning to replace it.

Employee-onboarding identity verification market by 2031

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%.

16.67% CAGR from $2.78B in 2026

Employers expected to disclose pay ranges in postings

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.

Projected rise from 60% in 2024

EU member states with pay-transparency law in force

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.

23 of 27 states missed the deadline, including Germany and France

Findem Series C plus growth raise

Talent-data platform Findem closed $51M to expand its attribute-labeled talent dataset, a marker of investment flowing into AI sourcing.

Global staffing market size

The global staffing market sits near $650 billion in 2025, rebounding modestly after a soft 2024.

Up roughly 5% from about $620B in 2024.

LinkedIn agentic talent products run rate

Microsoft disclosed LinkedIn's agentic Talent Solutions products surpassed a $450M annualized run rate, proving real revenue behind recruiting AI.

Mercor Series C valuation

AI talent marketplace Mercor raised a $350M Series C at a $10 billion valuation, a fivefold jump in eight months.

5x its $2B Series B valuation in February 2025.

Talent-tech acquisitions in Q3 2025

The worktech sector recorded 110 acquisitions in Q3 2025, its largest quarterly volume on record amid 90-100 deals per quarter.

Total HR-tech investment

HR technology investment totaled roughly $3.7 billion in 2025 by one tracker, though estimates diverge sharply on direction.

Reported down 40% YoY by HRO Today, while other trackers show work-tech investment rising.

US staffing market size

The US staffing industry generated roughly $178.7 billion in 2025 per SIA's Americas forecast, the largest single-country staffing market.

Warden AI seed round on Mobley-driven audit demand

The bias-assurance layer is monetizing the exact liability the Mobley litigation created; Warden raised on surging independent-audit demand.

on top of roughly $1.6M in prior funding

Workday acquisition of Paradox

Workday closed its roughly $1 billion all-cash acquisition of conversational-AI recruiter Paradox, a marquee consolidation move.

Workday FY2026 operating cash flow

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.

up 19.4% year over year

Companies using freelancers or contractors

Roughly 76% of companies now use freelancers or contractors to build more adaptable teams, though the figure lacks a traceable primary survey.

Deel Series E valuation

Global contractor and payroll platform Deel raised a $300M Series E at a $17.3 billion valuation, having surpassed $1B in revenue run rate.

Upwork annual revenue

Upwork booked a record $787.8 million in full-year 2025 revenue, the high-water mark for the largest freelance marketplace.

Candidates who would use AI if undetected on assessments

The overwhelming majority would use AI assistance if they believed employers could not detect it, meaning any unproctored test measures restraint rather than skill.

Interview transcription (ASR) cost decline

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.

from about $0.25 to $0.02 per minute

Interviews captured by Metaview

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.

$35M Series B (GV-led, 2025); 2,500+ customers

Interviews per hire for data roles

Data roles average 19.5 interviews per hire, the most of any function, versus just 9.5 for customer support, the lowest.

Proctored assessments flagged for cheating

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.

Up from 16% in 2024

Retention lift with AI screen plus human interview

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.

Structured-interview predictive validity

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.

vs ~0.38 unstructured (as low as 0.20); ~0.63 combined with a general-mental-ability test

Unstructured interviews as the default format

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.

over 80%; the least predictive, most bias-prone format

Video interviews hosted by HireVue

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.

with 1,000+ validation studies; serves ~60% of the Fortune 100

Companies that genuinely followed through (leaders)

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.

vs 45% in-name-only and 18% backsliders

Employers claiming skills-based hiring

Self-reported adoption keeps climbing (NACE puts it tighter at 70 percent), but these are announcement rates, not evidence that hires actually changed.

Up from 81% in 2024; 53% say they eliminated degree requirements

GM screening efficiency gain with AI

General Motors reported a 72% increase in screening efficiency using HiredScore AI, a flagship enterprise outcome for AI-assisted selection.

Hires actually affected by dropped degree rules

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.

About 97,000 of 77 million annual hires

Recruiters making skills-based hiring top priority

Three in four recruiters name skills-based hiring their top priority, the clearest signal of the shift away from credential-led selection.

Salary premium for postings requiring AI skills

About $18,000; AI skills now appear in ~2.5% of US postings, up 55% year over year and 297% over a decade.

AI-skill mentions up 55% year over year and 297% over a decade

Amazon job applications blocked as suspected DPRK-origin

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).

applications growing ~27% per quarter

Candidate profiles projected to be fake

Gartner projects that by 2028 one in four candidate profiles worldwide will be fake, a looming verification challenge for hiring teams.

Candidates abandoning an AI interview process

38% of candidates have walked away from a hiring process because it included an AI interview, with another 12% saying they would.

Deepfake vendor's fraud find rate in flagged interview sessions

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.

denominator is flagged sessions, not all interviews

Enterprises rating identity verification unreliable in isolation

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.

Fake LinkedIn accounts removed at registration in 2H 2024

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.

up from 70.1M in the prior six months

Hiring managers who encountered suspected AI interview answers

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.

iTutorGroup EEOC AI-discrimination settlement

The first EEOC AI-discrimination settlement, after software was programmed to auto-reject female applicants 55+ and male applicants 60+.

Job seekers ghosted by employers

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.

Up from 48% in 2025 and 38% in 2024

Largest single crypto theft, executed via a compromised hire

The nightmare endpoint of the hiring-fraud kill chain: the record Bybit heist began by compromising a third-party developer's laptop and credentials.

Managers who confirmed a proxy in a virtual interview

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.

31% interviewed a fake identity; 23% lost >$50K

Managers who say job seekers now out-fake HR's detection

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.

vs only 19% extremely confident they could catch it

Minutes to build a live-interview deepfake

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.

70 minutes, no experience, free tools, five-year-old GPU

Organizations that experienced a deepfake incident in prior year

HYPR's report shows even organizations with defenses are getting hit: near-universal deepfake exposure and nearly 40% suffering a GenAI-related breach.

nearly 40% had a GenAI-related breach

Rejected applications in the Workday collective

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.

an order of magnitude no single-employer case has ever approached

Rise in biometric injection attacks in 2023

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.

SafeRent tenant-screening algorithm settlement

SafeRent settled a tenant-screening disparate-impact case for over $2 million, the structural template the hiring bar watches for algorithmic scoring claims.

State-backed attacks on tech sector tied to North Korea

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.

US companies infiltrated in a single DPRK laptop-farm case

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.

over $17M in illicit DPRK revenue; 102-month sentence

US job-scam losses reported to the FTC in 2024

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.

up from $90M in 2020

Cost-per-hire reduction from AI in recruiting

The measured average return organizations actually get, alongside about 31% faster hiring, well below the up-to-70% ceiling vendors advertise.

EU unadjusted gender pay gap

The stubborn, near-flat gender pay gap the directive's reporting engine and 5% joint-assessment trigger exist to shrink.

Down from 14.4% in 2018 and 12.7% in 2021

Hires per recruiter per quarter

Recruiter productivity recovered to about 7.3 hires per quarter, rebounding from a trough of 4.5 in early 2023.

Up from a 4.5 trough in early 2023.

Organizations not measuring AI ROI

Over half of organizations do not formally measure the success of their AI investments at all, a major governance and ROI gap.

Recruiter call time per week

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.

Doubled since Q1 2024.

US employers prepared for pay-transparency compliance

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.

Up from 39% in 2024