E3 Labor & Future of Work
by main topic: 268
Issues 69
Macroeconomy & Finance 5
- IssueAI automation eroding employment and the income tax base1 trends · 0 signals
- IssueCapability managed as a portfolio with depreciation curves1 trends · 0 signals
- IssueTalent Debt compounds like financial debt1 trends · 0 signals
- IssueThe recommendations assume AI will not create jobs fast enough to offset the ones it removes1 trends · 0 signals
- IssueTipping point 2: from cost efficiency to value creation2 trends · 1 signals
Industry & Supply Chains 8
- IssueAutomation crosses into physical service work once machines undercut wages1 trends · 0 signals
- IssueFermentation-created value may not land where agricultural livelihoods are lost1 trends · 0 signals
- IssueIndustrial products: widening the pool rather than deepening the pipeline1 trends · 0 signals
- IssueOrganization as platform: structure ceases to be the primary axis of control1 trends · 0 signals
- IssueOwnership gives way to orchestration when intelligence is abundant1 trends · 0 signals
- IssueReskilling and transition support for displaced mid and low-skilled workers in Korea1 trends · 0 signals
- IssueRetail: talent polarises as shopping bifurcates1 trends · 0 signals
- IssueTipping point 3: from static plans to dynamic orchestration2 trends · 0 signals
Trade & Economic Security 1
- IssueThe Real Work-From-Anywhere Revolution1 trends · 0 signals
Democracy & Governance 6
- IssueBalancing labour flexibility and security with a two-sided safety net in Korea2 trends · 0 signals
- IssueDividing tasks between agents and humans in the loop is the precondition for agentic AI1 trends · 1 signals
- IssueManaging agents needs a framework that borrows from HR without copying it1 trends · 0 signals
- IssuePerformance measurement breaks down as knowledge work absorbs AI1 trends · 0 signals
- IssueThe barrier to agentic adoption is described as a process problem, not a technology problem1 trends · 1 signals
- IssueUniversal flexible work rights and care support in Korea1 trends · 0 signals
Tech·Digital Policy 2
- IssueHuman coexistence with AI and robots in work and society0 trends · 0 signals
- IssueProductivity gaps from uneven AI agent adoption and Korea's agent ecosystem policy1 trends · 0 signals
Demographics & Migration 13
- IssueAgenda 7: Becoming a talent power by building a global innovation talent hub0 trends · 1 signals
- IssueCareers extending into the 70s and 80s while AI removes jobs1 trends · 0 signals
- IssueClaim that automation will offset the shrinking workforce1 trends · 0 signals
- IssueFlipping the Career Ladder1 trends · 0 signals
- IssueFuture competition for labour migrants as origin countries age1 trends · 0 signals
- IssueLabor shortages from a shrinking working-age population1 trends · 1 signals
- IssueMitigating labour force shrinkage through women, older workers and foreign labour1 trends · 0 signals
- IssueProductivity, participation and tailored migration as a combined response1 trends · 1 signals
- IssueRestructuring of Korea's labour market under population decline0 trends · 0 signals
- IssueSoft-landing the baby boomers' exit and re-employing older workers in Korea1 trends · 1 signals
- IssueTargeted activation of latent labour in Korea1 trends · 1 signals
- IssueTechnology becomes the default answer to a shrinking finance talent pool1 trends · 2 signals
- IssueWork-family balance support and shared replacement staffing for SMEs1 trends · 1 signals
Welfare & Health 13
- IssueA persistent divide between the top and bottom of the labour market1 trends · 0 signals
- IssueAI-driven labour market upheaval and deepening polarisation2 trends · 1 signals
- IssueAn income-smoothing account and new safety net for platform and freelance workers1 trends · 0 signals
- IssueClosing employment insurance blind spots with National Tax Service data1 trends · 1 signals
- IssueEmployer benefit design covers family formation but skips midlife transition1 trends · 0 signals
- IssueHidden consequences of AI interaction types: harder residual work and worker isolation1 trends · 0 signals
- IssueJoint safety and health management for workplaces with fewer than 50 employees1 trends · 1 signals
- IssueManaging teams with enhanced and unenhanced members1 trends · 0 signals
- IssuePolarising employment structure and widening income and asset gaps0 trends · 0 signals
- IssueRaising women's labour market participation in Korea1 trends · 1 signals
- IssueThe plan targets OECD-average working hours, halving wage arrears and extending the retirement age1 trends · 0 signals
- IssueThe plan targets cutting the workplace accident fatality rate to the OECD average of 0.29 per 10,000 by 20300 trends · 1 signals
- IssueThe relevance gap threatens organizational survival and individual employability1 trends · 1 signals
Education & Generations 14
- IssueA decade of cloud migration removed the in-house skills AI infrastructure now requires2 trends · 0 signals
- IssueAI thinning junior roles and triggering sectoral shocks1 trends · 0 signals
- IssueAs finance's scope expands, curiosity and critical thinking are named the constants1 trends · 0 signals
- IssueAutomation of entry-level work breaks the leadership pipeline1 trends · 0 signals
- IssueCode generation is described as a disappearing bottom layer of the IT stack1 trends · 1 signals
- IssueDigital fluency becomes a condition of every role as agents absorb complex tasks1 trends · 0 signals
- IssueFinance must balance inherited accounting judgement against the skills AI integration demands1 trends · 0 signals
- IssueMismatch risk between today's concentrated majors and future demand for advanced-technology workers1 trends · 1 signals
- IssueRunning after the wave: short-term takeouts crowd out workforce transformation1 trends · 2 signals
- IssueSenior expertise becomes more valuable as AI takes bounded strategy1 trends · 0 signals
- IssueTechnology compounds faster than job descriptions can be rewritten1 trends · 0 signals
- IssueTechnology investment conditional on a workforce with the skills1 trends · 0 signals
- IssueUncertain balance of AI job displacement and creation1 trends · 0 signals
- IssueWorkers retraining out of declining professions into AI roles1 trends · 0 signals
AI & Computing 5
- IssueAmplification through collaboration rather than efficiency through replacement1 trends · 1 signals
- IssueChoosing the interaction type is a design decision, not a default1 trends · 0 signals
- IssueCoordinating teams of humans, agents, robots and enhanced individuals1 trends · 0 signals
- IssueTipping point 1: from human plus machine to human times machine4 trends · 0 signals
- IssueWorkforce fear of technology is what stifles the agility adaptive strategy requires1 trends · 1 signals
Space & Mobility 1
- IssueWorkers accept rule-based robots but not adaptive ones, with displacement the stated worry1 trends · 0 signals
Values & Lifestyles 1
- IssueA perception gap between executive worry and employee tolerance1 trends · 0 signals
Trends 33
Macroeconomy & Finance 2
Industry & Supply Chains 8
- TrendAI reengineers how technology organizations are structured, governed and led12 signals
- TrendAgents pay off only when operations are redesigned, not when agents are layered on12 signals
- TrendCorporate functions are being deconstructed and reassembled around outcomes6 signals
- TrendFrom allocating talent to orchestrating capability and capacity in real time12 signals
- TrendServicisation of Korean employment with divergence inside services2 signals
- TrendSkill-biased restructuring: high-skill jobs grow while mid and low-skill manufacturing jobs decline in Korea2 signals
- TrendThe secondary sector keeps growing but raises its skill barrier to entry4 signals
- TrendTrend 2: core back-office workflows move from assisted work to autonomous execution2 signals
Demographics & Migration 8
- TrendHeavy reliance on knowledge and labour migrants1 signals
- TrendMenopause support becomes a talent-retention priority for employers0 signals
- TrendOnset of labour supply constraints in Korea7 signals
- TrendPopulation ageing reshaping Korean labour demand toward health and care3 signals
- TrendRising female labour force participation in Korea1 signals
- TrendSkills shortages and mismatches rising with technological and demographic change10 signals
- TrendStructural labour-market tightness from ageing and de-greening0 signals
- TrendSustaining employment with a shrinking and ageing European population5 signals
Welfare & Health 3
Education & Generations 4
- TrendFaster and less predictable technology change makes demand for technical workers volatile1 signals
- TrendGrowth demand versus replacement demand in Korean job openings1 signals
- TrendTalent rewritten3 signals
- TrendTechnical talent is infused into finance as data science and accounting converge8 signals
AI & Computing 8
- TrendAI as a system technology reshaping work0 signals
- TrendAI augmenting rather than replacing work in service fields0 signals
- TrendDifferentiation shifts from technology to the human edge0 signals
- TrendEmployees will want more AI - not less8 signals
- TrendIntentional design of human-AI interaction becomes the differentiator10 signals
- TrendNew engineering and AI professions emerging as others are replaced1 signals
- TrendOnline and platform commerce displacing offline sales jobs in Korea2 signals
- TrendTechnology and globalisation eroding low-paid and routine office work0 signals
Signals 166
Macroeconomy & Finance 19
0-3 years 14
- Signal63% of Schneider Electric employees hold shares in the company
- Signal66% now treat the technology organization as a revenue generator rather than a service centre
- Signal67% expect advantage from speed and nimbleness against 28% from scale
- SignalA 136-study review ties financial stress to lower performance and lost work hours
- SignalCFO job postings asked for 19% more skills over five years and doubled the risk-management ask
- SignalFirms with comprehensive training report 218% higher income per employee
- SignalHPE built a four-agent system for internal operational performance reviews
- SignalIMF Staff Discussion Note: New Jobs Creation in the AI Age (SDN/2026/001)
- SignalLeaders in interaction design report better financial results at about 2.5 times the rate
- SignalOf the third who cut workers because of AI, 57% now question that decision
- SignalOnly 30% of leaders see freed-up time going to higher-value work
- SignalRelocated agencies raised local hiring and contributed to regional growth
- SignalUS public companies cut white-collar workforces by 3.5% over three years
- SignalUS workers shift from job hopping to job hugging as quits and hiring both fall
4-10 years 5
- SignalAgents are being named individually and floated as future taxable workers
- SignalAnalysts forecast up to 200,000 Wall Street job losses by 2028 to 2030
- SignalKorea's employment rate falls to 61.7 percent and unemployment to 2.5 percent by 2033
- SignalPeople-and-performance organizations show 5% lower attrition and higher earnings mobility
- SignalPeople-and-performance organizations sustain top-tier financial performance at 4.3 times the rate
Industry & Supply Chains 25
0-3 years 21
- Signal28% use dynamic teams today while 59% call them important within three years
- Signal46% of global employers projected to make wellbeing foundational by 2027
- Signal48% are expanding cloud-native and DevOps practice and 57% are moving from projects to products
- Signal6% of UK businesses report recruitment difficulties in March 2025
- Signal82% say their best people belong where AI is not used
- Signal93% of IT leaders believe HR-IT integration would raise productivity and engagement
- SignalA European telecom moved from a 5% to a 30% productivity lift by redesigning the interaction
- SignalA biotech merged its technology and HR functions under one officer
- SignalA fintech that replaced 700 service roles with a chatbot is rehiring people to work alongside it
- SignalAmazon reported over 750,000 robots by 2024, about a third of its workforce
- SignalAn estimate that 38 to 45 percent of current construction jobs will be handled by AI by 2030
- SignalCEDEFOP forecasts negative EU27 employment growth for clerical, trades and manufacturing workers to 2035
- SignalDell runs a dozen agentic proofs of concept gated by a signed-off return on investment
- SignalHigh performers expect about half their tech team to be permanent human staff by 2027
- SignalIBM triples entry-level hiring and Qualcomm pairs AI tools with employee training
- SignalIndia/Southeast Asia Manufacturing Skills Shortage 2026 — From Skills Gaps to Growth
- SignalMcKinsey Health Institute links integrated wellbeing to 20-25% higher productivity
- SignalNon-regular workers at small firms earn 41.5 percent of the hourly wage of large-firm regular staff
- SignalOnly 1% of IT decision-makers report no major operating model change underway
- SignalPOSCO Nears First-Ever Strike as Korean Labor Board Ends Mediation
- SignalSenior AI researchers leave incumbents to found world model startups
4-10 years 3
Trade & Economic Security 1
Resources, Food & Water 1
Geopolitics & Security 2
Democracy & Governance 14
- Signal64% see linking individual to organizational goals as the key performance lever
- Signal66% of C-suite leaders call moving beyond functional boundaries important; 7% report great progress
- SignalAlmost a third of CIOs call orchestrating other tech leaders essential within 18 months
- SignalAn insurer routes any risk-bearing task back to a human and publishes an AI manifesto
- SignalB.C. Labour Board Orders Amazon and Union Into Binding Arbitration Over Amazon's Objection
- SignalEEOC sues employer over race-segregated DEI training and retaliation
- SignalILO Adopts First Global Labor Standard for Platform Work — Convention No. 193
- SignalImproving organizations use dynamic goals at 46% against 33% of declining ones
- SignalModerna merged HR and IT under a chief people and digital technology officer
- SignalModerna merges HR and IT leadership as a structural signal of AI reshaping the workforce
- SignalMost organizations still plan the workforce every two to three years or annually
- SignalOnly 11% of managers strongly agree they have the data and tools to distribute work well
- SignalRolls-Royce raised strategy clarity to 82% and performance-update reach to 88%
- SignalSuccessful leadership development doubles the success rate of transformations
Tech·Digital Policy 1
Demographics & Migration 16
0-3 years 8
- SignalA fifth of labour migrants' potential unused
- SignalA third of educated immigrants overqualified; 73% in Korea
- SignalFemale labour participation: Sweden 82 percent versus Spain 75 percent (ages 25 to 64)
- SignalGet Britain Working White Paper 2024 targets rising inactivity
- SignalKorea's net outflow of science and technology talent has deepened, with departing researchers of higher calibre
- SignalSaudi official outlines anti-trafficking measures amid rise of online scam recruitment
- SignalTramadol abuse reaches 30% pooled prevalence in studied West African populations
- SignalWorkers aged 60 and over participate and earn far less than prime-age workers
4-10 years 6
- SignalBoth male and female labour forces in Korea turn down after 2028
- SignalGlobal labour force participation projected to fall 0.2 points a year
- SignalKorea's economically active population peaks around 2028 and edges down to 29.45 million by 2033
- SignalKorea's labour force participation rate slips from 64.3 to 63.2 percent by 2033 despite gains in every age group
- SignalKorean employment rises only 312,000 by 2033 and begins falling after 2028
- SignalYouth and core-age labour force shrink while workers aged 55 and over surge to 2033
Welfare & Health 17
0-3 years 10
- SignalAI concern rises from 28% to 40% of workers across a 37,000-person global survey
- SignalCleveland Clinic freed 430 FTE of capacity by shifting 37 of 40 medical assistant tasks
- SignalEmployment Rights Bill to ban zero hours contracts
- SignalExpansion of employment insurance to blind spots has stalled since July 2022
- SignalIllinois signs law formally recognizing Employment Social Enterprises
- SignalIndustrial accidents keep recurring and vulnerable workers remain in safety blind spots
- SignalMetLife's AI-as-coach model raised customer satisfaction 13% while lowering associate stress
- SignalOne high-risk program reports 100 patients monthly and a 200 percent coaching workforce increase
- SignalWage gaps widened, wage arrears passed two trillion won and non-standard work grew
- SignalWorkplace accident deaths remain high despite the Serious Accidents Punishment Act
4-10 years 7
- SignalAI Job Displacement Accelerates — UBI Enters Mainstream Policy Debate
- SignalCare, health and technical occupations grow fastest while textile and sales jobs decline fastest in Korea
- SignalFour-Day Work Week + AI Productivity Convergence — Nature Human Behaviour RCT
- SignalHealth and social work adds 982,000 jobs while education and farming shrink in Korea to 2033
- SignalHealth and social work rises to 13.4 percent of Korean employment by 2033
- SignalIndia's Tech Workers Face Suicide Wave Amid AI Layoffs and Overwork
- SignalReplacement demand dominates Korean clerical hiring while care jobs rely on growth demand to 2033
Education & Generations 29
0-3 years 22
- Signal15,000 education professionals participate in teachers' warning strike
- Signal56% of Global Workforce Received No AI Training Despite High Tool Adoption
- Signal61% now deploy workers by tasks, skills, and outcomes against 33% using job-based models
- Signal77% of employees with regular development conversations felt motivated against 21% without
- SignalA coding-tools engineer claims a tenfold productivity gap that he says nobody measures
- SignalABB runs a 50-to-60-person senior finance program on a train-the-trainer model
- SignalAI and automation (28%) and data analysis (27%) top skills priorities ahead of core finance skills
- SignalAI and automation (40%) lead the talent responses, ahead of training, outside hiring, and insourcing
- SignalAtlassian raised weekly AI usage among new hires from 57% to 93%
- SignalCareer progression (47%) and incentives (43%) top the barriers to a high-performance culture
- SignalExecutives expect 56% of the workforce to need reskilling by end-2026
- SignalFour named new roles anchor the AI-era technology talent map
- SignalJohnson & Johnson pairs accountants with data scientists on a shared analytics team inside finance
- SignalLabour ministry outlook: a shortfall of 571,000 workers in new-technology fields over 2025 to 2029
- SignalNearly 70% of tech leaders plan to grow teams because of generative AI
- SignalNew Jersey awards $6M digital literacy training grants to narrow digital divide
- SignalSave the Children roughly doubled AI usage and quadrupled complex-task application
- SignalShare of employers providing training fell to 60%
- SignalTrinidad and Tobago cabinet approves National Policy on Apprenticeship
- SignalWalmart's AI training runs bottom-up from gen AI for email to agents that analyze contracts
- SignalWhere generative AI eliminated roles, 54% of leaders upskilled or redeployed the people
- SignalYouth employment is falling as opportunity gaps among young people widen
4-10 years 7
- SignalAI Labor Displacement and the Limits of Worker Retraining
- SignalAI exposure and job turnover are already visible
- SignalAbout 75% of current roles will need reshaping as AI embeds across workflows
- SignalBCG: AI Will Reshape More Jobs Than It Replaces
- SignalProfessionals and service workers lead Korean job creation to 2033
- SignalScientific exploration, collaboration and labor division in the large language model era
- SignalThe AI-Human Workforce Evolution — "seniorization" of entry-level work and blue-collar renaissance
AI & Computing 32
0-3 years 26
- Signal41% have used AI to automate part of their job, often unknown to the employer
- Signal56% design AI for business outcomes only, 40% for business and human outcomes
- Signal56% now organize and evaluate AI agents as digital workers
- Signal63% would collaborate with an AI agent and 48% accept being managed by one
- Signal64% plan to infuse more technical skills into finance across fiscal 2025 and 2026
- Signal66% call interaction design important, 6% report great progress
- Signal7-Eleven automated 95% of routine hiring tasks and redesigned the recruiter role instead of cutting it
- SignalAFL-CIO Workers First AI Summit / SAG-AFTRA & WGA AI Renegotiations 2026
- SignalAI Already Runs the Gig Economy — Human Rights Watch
- SignalAllianz reframed AI adoption as a request to cut four hours of low-value work per week
- SignalAutomation forecast to affect up to a third of UK jobs
- SignalBread Financial's CFO invested in statistician and data scientist competencies inside finance
- SignalDeloitte's Q1 2025 CFO Signals puts talent scarcity at the top of finance workforce challenges
- SignalEmbrace outweighs resist by at least two to one in every age band
- SignalEmployees are twice as likely to use AI when their leaders do
- SignalEmployer expectations of AI-driven business reshaping
- SignalGenerative AI and the workforce / AI Job Impact 2026
- SignalHuman interaction raising loyalty jumped from 54% to 74% in customer support
- SignalHuman-AI teams 73% more productive, but humans still better at image creation
- SignalNearly 60% of workers use AI intentionally at work
- SignalOnly 14% of leaders say they are adept at shaping human-machine interaction
- SignalOrchestration ranks first in importance at 88% with 7% making great progress
- SignalPharma companies report agents already running medical writing and analysis tasks
- SignalVoice AI vendors reorient hiring and go-to-market toward healthcare
- SignalWalmart plans to hold workforce size steady while every job changes
- SignalWorker AI use rises from 22% to 88% in two years, but stays shallow
4-10 years 6
- SignalCan Labor Markets Function in the Age of AI? The Evaluation Bottleneck in Hiring
- SignalDigital Labor Platforms Framed as Infrastructure of AI-Era Extractivism
- SignalGoldman Sachs: generative AI could expose 300 million full-time jobs to automation
- SignalInformation and communication plus professional services gain over 200,000 jobs as finance shrinks in Korea
- SignalReport forecasts 80 percent of organizations shrinking engineering teams by 2030
- SignalUS needs 67,000 semiconductor workers through 2030
Digital Infrastructure & Cyber 1
Values & Lifestyles 4
- Signal45% of leaders see greater employee willingness to aim higher, most in lower-pressure organizations
- Signal61% say AI makes their job less mundane and more strategic
- SignalDisengagement is cited as a barrier by 58% in low-ambition organizations against 31% elsewhere
- SignalOnline shift costs Korean retail 377,000 jobs to 2033 while transport and storage grow
Media & Information Ecosystem 1
Objects with this as a secondary topic 357
Macroeconomy & Finance 29
0-3 years 15
- Signal45% of cost owners run a dedicated expense management team
- Signal64% plan to raise AI investment and AI's share of tech budgets should move from 8% to 13%
- Signal74% would not move more than a tenth of their workforce; only 30% reallocate enterprise-wide
- SignalABB's FP&A-embedded team built a gross-profit-per-headcount metric to steer cost behavior
- SignalEU labour productivity has slipped from about 90 to about 75 percent of the US level
- TrendFinancial health is proposed as strategic infrastructure, not a peripheral benefit2 signals
- IssueFinancial health remains a peripheral benefits task despite documented performance costs1 trends · 0 signals
- SignalMore confident organizations reallocate budget and talent enterprise-wide more often
- SignalPwC 2023 finds 60% of employees financially stressed, including 47% of high earners
- SignalSelf-employed closures topped one million in 2024 as small businesses struggle
- TrendShift 6: concentration on the core displaces breadth as the growth strategy9 signals
- SignalSlower total factor productivity explains two-thirds of Korea's post-2010 growth decline
- SignalStrategy-influencing leaders carry about 20% more responsibilities across nine categories
- SignalSurvey: public points to demographic change, experts to new growth engines as Korea's main 2026 challenge
- IssueThe CFO's remit widens while the growth environment stays complex1 trends · 1 signals
4-10 years 10
- SignalFast reallocators were 2.2 times more likely to outperform on shareholder returns
- IssueInsurance: judgment survives where risk is complex1 trends · 0 signals
- IssueLow growth and reliance on productivity to sustain the welfare state2 trends · 0 signals
- IssuePrivate equity: patient governance suits a rebalanced system1 trends · 0 signals
- IssueProductivity restated as accuracy times relevance times impact over cognitive input1 trends · 0 signals
- IssueStructural reform to lift total factor productivity2 trends · 1 signals
- IssueSustaining growth under labour supply constraints in Korea1 trends · 1 signals
- IssueThe plan attributes Korea's weakening economic vitality to lagging innovation, demographic crisis, unfair markets and misallocated capital0 trends · 4 signals
- TrendThe productivity reset5 signals
- IssueUneven pathways to prosperity1 trends · 5 signals
11-30 years 3
Other 1
- IssueThe Ideas Economy1 trends · 0 signals
Industry & Supply Chains 39
0-3 years 33
- Signal43% rank productivity their top priority and two-thirds call their organization overly complex
- Signal47% name innovation investment and a continuous-improvement culture as the top productivity unlocks
- SignalA Toyota agent replaced work spread across 50 to 100 mainframe screens
- SignalA funded startup builds measurement of AI-written code into the engineering workflow
- SignalA retailer's fleet foundation model is reported to raise robot travel efficiency by 10 percent
- SignalAn FMCG firm eliminated 70% of duplicated reports and lifted engagement 25 points
- SignalApple Expands Vietnam Supply-Chain Worker Education Program
- SignalCanadian service robot market valued at $1.12 billion in 2024
- SignalExternally built agent pilots are said to reach deployment at twice the internal rate
- SignalFirms in innovation cities remain small, service-heavy and weakly linked to relocated agencies
- SignalFriction costed at $8.8 trillion in disengagement and 20-30% of revenue in silos
- TrendInsight 16: robots leave controlled industrial settings for ordinary environments2 signals
- TrendKorean manufacturers are expanding overseas production and localisation0 signals
- SignalKorean small firms produce under a third of large-firm output per worker
- IssueKorean strength: Manufacturing automation0 trends · 0 signals
- SignalLeaders at the largest organizations feel very high productivity pressure at twice the rate
- SignalLegacy integration (42%) and organizational resistance (41%) are the top GBS barriers
- SignalLevi Strauss lifted loose fit jeans sales 15% in three months by recombining teams with AI
- SignalNamed defence AI firms grow field presence to compete for government contracts
- SignalOne firm duplicated 35% of decisions and spent over 1,000 hours a month on manual reporting
- SignalOver half of global business services scopes cover finance, HR, IT, and procurement; savings exceed 20%
- TrendPhygital parity: digital tools are judged by whether they strengthen human contact2 signals
- SignalProcess redesign (34%) and talent strategy (32%) are the main geopolitical reorganization levers
- SignalProfessional services and TMT lead in pursuing AI-driven productivity gains
- SignalReport forecasts 80 percent of warehouses using robotics or automation by 2028
- IssueScaling physical AI across Korean industry amid cost pressure and job change1 trends · 0 signals
- SignalShared services today remain operational and administrative rather than analytical
- TrendShift 3: shared-services centers become AI-native global business services7 signals
- TrendShift 5: value capture depends on work flow rather than on organizational structure10 signals
- IssueThe binding constraint in defence AI moves from innovation to delivery1 trends · 1 signals
- SignalUnilever expanded its CFO's remit to supply chain, procurement, digital, and business services
- IssueValue-first management moves procurement, product development, and supply chain to the centre1 trends · 0 signals
- SignalWarehouse automation stacks mature toward an orchestration layer above the robots
4-10 years 6
- IssueAccelerating automation and high-productivity restructuring to offset labour shortages in Korea2 trends · 0 signals
- IssueFleet orchestration is expected to move from warehouses into factories and defence1 trends · 2 signals
- SignalKorean manufacturing sheds 151,000 jobs to 2033 even as chips, chemicals and machinery grow
- TrendSuperfluid enterprise10 signals
- TrendTrend 14: orchestration rather than individual capability becomes the robotics frontier4 signals
- TrendUnfair trade practices and labour market dualism are weakening incentives to innovate3 signals
Trade & Economic Security 5
- SignalChina's rise as a manufacturing power cost US jobs and widened the 'red supply chain'
- SignalDOE launches $100M PROSPECT workforce initiative as EXIM announces $58M in critical mineral loans
- SignalNew Section 301 tariffs on forced-labor goods take effect; Section 122 global tariff lapses
- IssuePolicy area 3: states balance strategic interest, core values and competitiveness at once3 trends · 1 signals
- SignalUSTR Proposes New Section 301 Forced Labor Tariffs Covering Most Major U.S. Trading Partners
Climate Change & Adaptation 4
- SignalHeat-driven kidney disease of unknown cause is killing young male farm workers
- SignalLow-carbon transition lifts Korean utility and recycling employment through 2033
- IssueManaging the labour impacts of Korea's low-carbon transition0 trends · 1 signals
- TrendPeople staying home to avoid extreme weather0 signals
Resources, Food & Water 1
Ecosystems & Biodiversity 1
Geopolitics & Security 1
Democracy & Governance 25
0-3 years 17
- Signal2 percent of high performers report disconnected AI projects against 34 percent of the rest
- Signal31 percent plan to increase investment in centers of excellence within a year
- Signal57% of organizations operate at low decision-making maturity
- SignalAI adoption scales faster where CTOs lead rather than CEOs alone
- SignalClarity on must-win battles falls from 56% of executives to 27% of middle managers
- SignalCross-functional AI governance appears as merged IT-HR, AI councils, and new C-suite roles
- SignalCross-functional processes consume 40 to 65 percent of managerial time without clear ownership
- IssueDecision rights must become dynamic rather than person-centric1 trends · 2 signals
- SignalEarly warning 2: Core reform bill completion
- SignalEarly warning 3: Social dialogue functionality
- IssueFlattening hierarchies raise the cost of reactive leadership1 trends · 1 signals
- SignalLeaders clear on priorities are more optimistic and more confident in adapting
- SignalManagerial protectionism (41%) is the top barrier to reallocating budget and talent
- SignalPaid paternity leave now exists in 105 of 186 countries but averages four days
- SignalSafety policy remained reactive and fragmented after major disasters, and small-workplace fatality rates have not fallen
- IssueSenior technology managers report less AI strategy clarity than leadership does1 trends · 2 signals
- IssueThe binding constraint on autonomy moves from capability to responsible orchestration1 trends · 1 signals
4-10 years 8
- IssueAutonomy is framed as a graduated spectrum with designed human entry points1 trends · 0 signals
- IssueDeconstructing functions risks losing stewardship and dissent1 trends · 0 signals
- IssueElectoral cycles make migration policy unplannable1 trends · 0 signals
- IssueGovernance becomes continuous and AI-assisted rather than periodic review1 trends · 0 signals
- IssueGovernment: low AI adoption risks compounding Talent Debt1 trends · 0 signals
- SignalNHS England logs 5.5 million social prescribing referrals and plans 9,000 link workers
- IssueRedesigning civil service competencies and public institution management for the AI era1 trends · 0 signals
- IssueWhy a second wave of public agency relocation is still justified1 trends · 1 signals
Tech·Digital Policy 9
- IssueA world model can be internally consistent and still wrong about how the world works1 trends · 1 signals
- SignalBuilding and Governing AI Systems: Advancing Social Workers' Roles across the Technology Industry, Human Service Organizations, and Policy Institutions
- SignalCalifornia enacts first-in-nation AI auditor registry law
- SignalISO 45003 and the EU CSRD pull workforce wellbeing into board-level accountability
- IssueLeaders underweight ethical and trust concerns while treating adoption as a communication problem1 trends · 1 signals
- SignalMaharashtra announces AI Policy 2026 to boost industry, governance and public services
- IssueRegulating platform labour markets in Korea1 trends · 0 signals
- SignalSkillsFuture Singapore issues tamper-proof digital credentials
- IssueSteering AI adoption and training responses to automation in Korea1 trends · 1 signals
Demographics & Migration 40
0-3 years 7
- SignalCapital-region movers skew older and more family-driven than movers from neighbouring provinces
- SignalEducation has become a rising motive for young people moving to innovation cities
- SignalKorea became a super-aged society in December 2024 at a record pace
- SignalKorea's total population has been falling since 2021 with world-low fertility
- SignalOver 50 countries now allow foreigners to live and work remotely for up to two years
- SignalSkilled worker visa launched in 2020 for shortage roles
- SignalSpain's population grew about 24 percent since 1990, sustained by immigration
4-10 years 15
- Signal'Tsunami' of emigration reshapes Israel's future, experts warn
- IssueA youth settlement ecosystem to live, work and grow in the regions1 trends · 0 signals
- TrendAccelerating regional decline as manufacturing jobs shrink and young people leave2 signals
- TrendAgeing of Korea's workforce around the baby-boom generation3 signals
- TrendHealthy longevity is reframed as workforce infrastructure rather than personal health3 signals
- SignalKorea's population aged 15 and over grows only 0.3 percent a year to 2033
- SignalKorea's population aged 15 to 64 falls about 1.1 percent a year through 2033
- SignalKorea's prime working-age share (30 to 59) drops from 51.4 to 46.2 percent by 2033
- TrendMigration infrastructure8 signals
- IssueMigration infrastructure holds value even if automation advances1 trends · 0 signals
- IssueRegion-led immigration and settlement policy to counter regional decline1 trends · 1 signals
- IssueScale and pace of foreign labour intake in Korea2 trends · 0 signals
- SignalSuper-aging status and rising statutory retirement ages reshape the employer base
- IssueThe plan's three-track population strategy: overcome low fertility, adapt to structural change and ease regional imbalance1 trends · 0 signals
- TrendUK population ageing despite migration4 signals
11-30 years 17
- SignalAbout 42% of the labour force with a migration background around 2050
- SignalGreece ranked fourth worldwide for working age population loss by 2050
- SignalKorea's working-age population shrinks by about 500,000 a year in the 2030s and labour turns into a drag
- SignalKorea's working-age population, past its 2019 peak, is projected to shrink by about 13 million by 2050
- TrendMegatrend 1: Demographic system transition2 signals
- TrendMegatrend 3: demographic imbalances9 signals
- SignalMigration Policy Institute: immigration is only 'half an answer' to population aging
- TrendMigration-driven population growth in the Netherlands1 signals
- SignalOECD dependency ratio to 52% by 2060, with EU growth already entirely from migration
- TrendRapid population ageing weighs on both labour input and productivity2 signals
- TrendRedefining old age by remaining life expectancy rather than a fixed 65 threshold2 signals
- SignalReport names Japan, South Korea and China as rapidly ageing while Africa's young cohort comes of age
- TrendSocio-economic shocks from falling births, rapid ageing and regional population imbalance are materialising1 signals
- SignalStatistics Korea medium projection used for 2050: 47.11 million people, 40.1 percent aged 65 or over
- SignalSub-Saharan Africa's working-age population to reach 1.6 billion by 2050
- IssueTension between moderate population growth and dependence on migrant labour2 trends · 0 signals
- SignalThe EU workforce is projected to shrink by about two million people a year toward 2040
Cities & Housing 1
- IssueAbsorption capacity, not supply or demand, is the binding constraint1 trends · 0 signals
Welfare & Health 28
0-3 years 17
- IssueA fixed employer budget moves plan choice from the employer to the individual market1 trends · 1 signals
- SignalAdapting from Downturns: Prediction of Long-Term Conversational-Skill Development in Mental-Health Crisis Counselors
- SignalAdult social care short of over 100,000 staff with 122,000 vacancies
- SignalAround 40 percent of Spaniards are sedentary in their main activity
- TrendCrisis lines, tour mental-health providers and industry funds expand for music workers2 signals
- TrendMale-predominant crises in the Global South do not fit Western men's health frameworks3 signals
- SignalMusiCares survey finds 11.4% of music professionals reported suicidal ideation in a year
- TrendNursing shortages colliding with an older, sicker population0 signals
- SignalOECD report examines social protection financing amid automation-driven work changes
- SignalParticipation in Korea's public senior job programmes rose from 3.9 to 8.3 percent (2015 to 2022)
- SignalPatient engagement is put at 62% of healthcare AI use and administrative efficiency at 60%
- SignalPrepared Or Unprepared? Evaluating Healthcare Workforce Readiness for Clinical Adoption of AI in Nigeria
- SignalSmall employers lead adoption while large-employer uptake grows faster
- SignalThree common conditions each cost US employers over USD 300 per employee annually
- TrendTrend 8: US employers break the bundled group health plan into a fixed budget3 signals
- SignalWidening gaps: population drift to the capital region, falling real wages and a stark wage divide
- SignalWorkers report decreased well-being and lost role clarity as the top impacts of change
4-10 years 8
- SignalA projected 100,000 worker shortage in the US by 2028 is used to justify voice agents
- SignalCare robots expected to shift from purchase to 500,000 won monthly subscriptions
- TrendEveryday insecurity deepens under rapid ageing, polarisation, uneven care and poor working conditions0 signals
- IssueJob quality in Korea's expanding care workforce1 trends · 1 signals
- IssueLeft to default, benefits concentrate where capacity already exists3 trends · 0 signals
- IssueLoneliness treated as a public health policy domain1 trends · 0 signals
- IssueRising care costs and pressure on informal carers3 trends · 1 signals
- TrendSocial security systems under pressure and being reformed0 signals
Other 3
- SignalInvesting in employee health could add USD 3.7 to 11.7 trillion in economic value
- IssueTechnology both supporting and displacing vulnerable groups1 trends · 0 signals
- IssueWomen's Prosperity1 trends · 0 signals
Education & Generations 45
0-3 years 26
- Signal2026 Classroom Design: Emerging Learning Trends in an AI-Powered Education System / 2026 Workforce Outlook: AI Literacy Gap
- Signal42% of executives are already concerned about AI dependence for cognitive tasks
- Signal56% would change employer and 42% take a pay cut for better training
- Signal7.5 million UK adults lack essential digital skills for work
- SignalA Google AI director estimates 90 percent of an enterprise needs enablement and training
- SignalA shortage of 428,000 workers is projected in new technology fields for 2024 to 2028
- SignalAbout 30,000 STEM students leave Korea each year and net talent outflow has widened
- SignalAllianz employees averaged 60 learning hours in 2024 against a 43-hour entitlement
- SignalCareer progression concern splits by generation and by industry structure
- TrendChange management and training give way to real-time adaptiveness1 signals
- SignalDemand for AI fluency in US job postings grew sevenfold in two years
- SignalGlobal adult literacy up from 81% to 88% since 2000
- SignalGlobal demand for applied AI talent more than tripled between 2018 and 2025
- SignalHitachi commits to developing 50,000 generative AI professionals by fiscal 2027
- SignalImpact of introducing "Informatics I" to the common university entrance examination in Japan: a longitudinal study on students' perceptions from 2006 to 2026
- SignalIndia's PM Modi Announces AI Skilling Program for 10 Million Youth
- SignalKorea ranks first in the OECD for youth tertiary attainment but employment lags
- SignalKorea's IMD ranking for attracting highly skilled talent improved from 49th to 38th but remains mid-to-low
- SignalKorea's free-major admission sends 20 to 30 percent of 2025 freshmen into undeclared tracks
- SignalNational AI skills programmes across the UK, Singapore and Korea
- SignalOnly half the talent with advanced AI skills is available against demand
- SignalProblem-solving and innovation named both most important now and most enhanced by AI
- SignalSchool-to-work programmes remain small, with only 18 contract departments and low satisfaction
- SignalT Levels with industry placements of at least 45 days
- SignalTime to first job rose from 10 to 12 months and early employment fell to 47.7 percent
- SignalWorld Youth Skills Day 2026 — NEET gender gap highlighted
4-10 years 15
- SignalAllianz expects two-thirds of the skills it needs to be different within five years
- IssueBalancing human-centred capabilities with industry-linked talent development in the AI era2 trends · 0 signals
- IssueDesigned friction to stop human capability eroding1 trends · 0 signals
- IssueDigital talent development and closing the digital divide in Korea2 trends · 0 signals
- IssueEasing youth job mismatch and building industry-aligned training in Korea1 trends · 0 signals
- IssueFour co-evolutionary principles for organisational learning1 trends · 0 signals
- IssueKey point: research systems pressured by falling youth participation and brain drain1 trends · 0 signals
- IssueLinking schools, regions and industry and state support for youth transitions0 trends · 3 signals
- SignalMore than 70% of employer-sought skills apply to both automatable and non-automatable work
- TrendShrinking and increasingly inactive youth labour supply in Korea1 signals
- SignalTertiary-educated workers reach 58.2 percent of Korea's labour force by 2033
- IssueThe plan seeks an integrated national talent system to enter the IMD brain-drain top 20 and recruit 2,000 top researchers1 trends · 5 signals
- IssueTurning agency relocation into regional innovation ecosystems linked to flagship national universities1 trends · 1 signals
- IssueVocational skills in demand but undervalued1 trends · 0 signals
- IssueWatch point: states investing in diversity and welfare cultivate talent and gain influence1 trends · 0 signals
11-30 years 2
Other 2
- IssueCrossing the Divide1 trends · 0 signals
- IssueHigher Paths1 trends · 0 signals
AI & Computing 77
0-3 years 46
- Signal15% use organizational digital twins today; 49% expect them to matter within three years
- Signal20% use AI to monitor workforce signals and act; 52% expect to need it within three years
- Signal53% expect AI to remain mainly a support tool over the next one to two years
- Signal55% expect exponential productivity gains from an AI-savvy workforce
- Signal60% of executives already use AI in decisions; Gartner projects half of decisions AI-touched by 2027
- Signal86% feel unprepared to adopt AI and one in six has no C-level owner for it
- SignalA vendor reports agent deployment in six weeks raising team throughput five to sixfold
- SignalAI Productivity Paradox & Enterprise Adoption Backlash 2026
- IssueAI effort stays trapped in fragmented use cases rather than enterprise rewiring1 trends · 1 signals
- TrendAI is entering organizational decision-making ahead of the discipline to govern it5 signals
- SignalAI pioneers are markedly more optimistic than non-pioneers
- TrendAI-driven workforce anxiety is reclassified as a psychosocial risk to be governed3 signals
- IssueAbsent transparent AI governance and reskilling, deployment amplifies workforce distress1 trends · 0 signals
- TrendAgentic AI becomes the operational frontier organizations are moving on1 signals
- SignalAllianz runs a generative AI platform with more than 60,000 active users
- IssueChatbot execution lags adoption and risks being read as cost-cutting2 trends · 3 signals
- SignalCognition's Devin illustrates agents that autonomously run whole software projects
- SignalContract review cut from 92 minutes to 26 seconds at 98% accuracy
- SignalDetoxifying Toxic Communication: A Design Science Approach to Responsible AI
- SignalEase of use, leadership sponsorship, and dedicated teams top the AI adoption enablers
- SignalEnterprise AI Adoption: 79% Face Challenges, 54% Say AI Is Tearing Company Apart
- TrendFinance AI adoption is broad while measurable value and agent integration lag behind9 signals
- SignalGartner is cited for agentic AI resolving 80% of common service issues by 2029
- SignalGartner projects 15% of daily work decisions and 33% of enterprise software agentic by 2028
- SignalHPE calls its 18-month finance AI journey transformative
- SignalHPE has opened agentic AI solutions to its whole finance organization
- SignalHumanoid robots reach consumer price points while battery life gates growth
- SignalInducing Task Models from Computer-Use Traces
- SignalInterface design lifted user acceptance of AI claims review to about 95 percent
- SignalKorea trails AI leaders in technology, top researchers, talent flows and computing capacity
- SignalLarge technology incumbents are hiring and publishing in world models
- TrendMacrotrend 1: task automation turns into purpose-led autonomy under human intent8 signals
- SignalNEURA Robotics and Auterion are named for multirobot operations under human supervision
- SignalNearly 90% of leaders champion AI where the organization has a clear AI vision
- SignalOne in four expects AI as autonomous teammate within two years, with a generational split
- SignalOnly 11% of organizations run agents in production while 35% have no agentic strategy
- TrendPhysical AI moves from digital space into industrial sites4 signals
- SignalReflective leaders champion AI adoption at 61% against 43% among the least reflective
- TrendSelf-working AI agents reshape the future through collaboration and automation5 signals
- TrendShift 1: AI adoption moves from piecemeal pilots to a double transformation16 signals
- TrendShift 2: work is redesigned around human-agent collaboration rather than agent insertion14 signals
- TrendThe AI problem moves from enabling experimentation to scaling it9 signals
- SignalThe Audit Decides the Verdict: Instrument Effects Rival Demographic Bias in LLM Decision Audits
- SignalTop AI barriers: concerns about AI (46%), regulatory and ethical (44%), organizational (39%)
- SignalTwo-thirds of organizations are piloting, using or close to deploying agents
- SignalWorkers who trust their AI agents are 10 times more likely to call them critical to value
4-10 years 23
- SignalAI Literacy for Legal Translation: Developing Digital Resilience
- TrendAI moves beyond ubiquity toward agentic collaboration and physical AI2 signals
- IssueAgentic AI becoming the brain of robots is posed as the next decade's convergence1 trends · 0 signals
- SignalBlind Turing Test Evaluates LLMs on Italian Legal Professional Exams
- TrendDigital transformation driving ICT and STEM employment in Korea3 signals
- SignalFrom Social Coding to Agentic Coding: Productivity and Relational Reconfiguration in Open-Source Communities
- SignalGartner predictions on AI-native development platforms and AI supercomputing adoption
- SignalGartner predictions on multi-agent systems, domain-specific language models and physical AI
- TrendGlobal foresight sources converge on AI agents, AI coworkers and AI-native work0 signals
- IssueHorizon 3: full superfluidity, still theoretical1 trends · 0 signals
- TrendKPMG macro scan: digital sovereignty, AI-linked finance, agentic work and a computing arms race0 signals
- TrendLife with Autonomous Robots and Automation3 signals
- IssuePolicy task 4: fast-track AI infrastructure and expand the AI workforce1 trends · 0 signals
- IssuePreventing gaps in AI use from widening productivity and social inequality0 trends · 0 signals
- TrendRapid AI advances posing enduring safety, misuse and disruption challenges3 signals
- TrendRapidly rising technical exposure of Korean jobs to AI automation1 signals
- SignalReconfiguring geovisualization in the age of generative AI
- SignalShare of Korean workers at high AI automation risk projected to rise from 17.3 percent (2024) to 92.7 percent (2032)
- SignalStudy finds AI teammates dominate team conversation while eroding human-human social bonds
- TrendTechnology 9: AI that learns physical dynamics from multimodal sensory data3 signals
- TrendTrend 1: software is written on platforms where generative models do the building2 signals
- SignalUNDP "The Next Great Divergence" Report on AI and Global Inequality
- IssueWidening AI policy from infrastructure to AI literacy and a pre-emptive jobs strategy1 trends · 0 signals
11-30 years 7
- IssueA three-stage Korea-Japan humanoid robot partnership toward 20501 trends · 0 signals
- TrendMegatrend 2: AI, digital transformation and technological innovation0 signals
- TrendMegatrend 2: General-purpose AI revolution2 signals
- TrendMegatrend 5: rapid technological development and hyperconnectivity5 signals
- SignalNew 'shadow evaluation' method finds AI agents can execute AI-research engineering but not open-ended research questions
- TrendSuperintelligence driver: four variant paths of AI pace and social acceptance0 signals
- TrendTrend D: Transition to a superintelligent society2 signals
Other 1
- IssueAGI and ASI are treated as directionally certain but undated1 trends · 0 signals
Bio & Health Tech 6
- SignalA carmaker reports 83% fewer injuries from 75 exoskeleton units
- SignalBrainwave-sensing headphones marketed for focus and burnout prevention
- SignalExoskeleton market projected to grow fourteenfold to 2035
- TrendGenetic risk assessment is being paired with behavioral health coaching2 signals
- TrendNeurotechnology and affect sensing move from clinic to consumer device8 signals
- TrendThe human-machine hybrid13 signals
Space & Mobility 6
- SignalHumanoid robots enter a commercialisation phase led by big tech from 2025
- SignalHumanoids are being trialled for dexterity tasks in a car plant and a rehabilitation centre
- IssueMobility: software capability decides who survives1 trends · 0 signals
- IssuePhysical AI is argued entirely from productivity, with warehouses standing in for the whole domain1 trends · 0 signals
- IssueThe next generation of US space startups is concentrated in one company's alumni network1 trends · 1 signals
- TrendTrend 6: AI leaves the screen and acts on the physical world2 signals
Digital Infrastructure & Cyber 6
- Signal44% of UK private sector businesses lack basic cyber skills
- IssueAgenda 9: Strengthening science and technology against industrial accidents and cyber threats3 trends · 0 signals
- SignalCompanies stand up FinOps teams that fuse finance and DevOps to govern cloud spend
- IssueFour inherited enterprise designs no longer fit what AI demands1 trends · 0 signals
- SignalPindrop found one in six of its own job applications showed clear signs of fraud
- SignalTrainShield: Targeted Awareness for Cybersecurity Training
Values & Lifestyles 28
0-3 years 21
- Signal34% call culture a direct inhibitor of AI transformation; 65% say culture must change significantly
- Signal38% embed D&I into talent systems and 39% prioritize pay equity
- Signal42% of workers say their organization rarely evaluates AI's impact on people
- Signal80% across leaders, managers, and workers suspect colleagues use AI to look more productive
- TrendAgentic AI era reorganises society around hyper-personalisation, hyper-connection and hyper-intelligence0 signals
- SignalAround 40% report engagement and retention gains from D&I efforts
- IssueChange fatigue from repeated cosmetic reorganizations erodes trust in further redesign1 trends · 1 signals
- SignalCultural resistance to geopolitical adaptation tracks organizational energy levels
- SignalD&I commitment holds at 83-84% in Europe and Asia-Pacific against 75% in North America
- SignalEmployees accept working with AI agents far more readily than being managed by them
- SignalGen Z leaders show a stronger appetite for daily reflection than older peers
- SignalOnly 20% of US workers feel strongly connected to their company culture
- SignalOnly 20% of leaders believe nonfinancial rewards meaningfully boost performance
- SignalReflective leaders perceive more external pressure than their peers
- SignalReflective leaders report higher confidence in adapting and clearer strategic visibility
- SignalRespondents would keep purpose and belonging but change innovation and communication norms
- SignalSatisfaction and trust top the reported results of human-centric leadership
- TrendShift 8: diversity and inclusion is being refocused rather than abandoned8 signals
- SignalTime pressure (47%) is the leading obstacle to psychological safety
- SignalTrust in employers fell in 2025 for the first time since 2018
- SignalTwo-thirds see AI changing culture; 88% of them call it an improvement
4-10 years 5
- TrendCultural debt accumulates as AI reshapes human-to-human work12 signals
- IssueHolding the cultural status quo is itself a choice with cost1 trends · 0 signals
- IssueHuman sustainability as the measure of whether work leaves people better off1 trends · 0 signals
- TrendShift 9: leadership is redefined in human-centric, inside-out terms7 signals
- SignalStrong belonging is associated with 56% better job performance and half the turnover risk
11-30 years 1
- IssueVirtual space and the restructuring of future life0 trends · 0 signals
Other 1
- IssueScenario: team sentiment and stress become live metrics on HR dashboards1 trends · 0 signals
Media & Information Ecosystem 6
- Signal48% of executives fear AI is injecting misinformation into their own datasets
- Signal61% call data trustworthiness important, 5% report great progress
- Signal95% of executives doubt candidate skills data while a third of workers admit AI embellishment
- SignalCreator Economy Revenue to Hit $20.6B in 2026; Trust Fragile as Deepfakes Multiply
- SignalKorea's creator workforce on digital platforms is estimated at over 500,000 people
- TrendSynthetic content at scale is eroding the authenticity of work and workforce data10 signals