Job displacement
Every scenario in which job displacement is a modeled driver — one risk, read across the whole library.
109 scenarios touch this risk, ranked by probability.
53%▼ 3–10 years
What if dockworkers strike over fully automated ports in 2030?
50%▲ 1–3 years
What if humanoid robots enter the workforce at scale?
45%▲ 1–3 years
What if Aurora scales past 200 driverless trucks by 2026?
44%▲ 3–10 years
What if Labor scarcity from aging triggers an automation investment boom?
43%▲ 1–3 years
What if Agentic automation lifts software-industry operating margins?
41%▲ 1–3 years
What if AI coding agents write most of the code shipped to production?
41%▲ 3–10 years
What if Humanoid-robot industrialization opens a new industrial-automation TAM?
39%▲ 1–3 years
What if AI agents automate office work?
36%▲ 1–3 years
What if AI agents take over legal document review?
36%▲ 1–3 years
What if generative AI replaces advertising production studios?
36%▲ 1–3 years
What if Humanoid robots reach the factory?
33%▼ 1–3 years
What if the UAW wins contract limits on factory robots?
33%▲ 3–10 years
What if AI diagnostics beat doctors?
33%▲ 1–3 years
What if Clerical/BPO automation wave hits India IT-services FX and margins?
32%▲ 1–3 years
What if AI agents gut the newsroom?
31%▲ 1–3 years
What if Philippines BPO-AI automation shock guts services exports?
31%▼ 1–3 years
What if Philippines pivots BPO upmarket to AI-augmented services?
31%▲ 6–18 months
What if Entry-level white-collar recession: 22–25yo employment falls 13%?
31%▲ 3–10 years
What if AI-funded UBI rollout cushions automation displacement (good)?
30%▲ 3–10 years
What if Automation pre-empts EM jobs, stranding youth dividends?
30%▲ 3–10 years
What if Automation offsets aging but widens inequality and political risk?
29%▲ 1–3 years
What if robotaxis and autonomous trucking reach scale?
29%▲ 1–3 years
What if AI agents collapse white-collar office employment?
29%▲ 1–3 years
What if sidewalk delivery robots scale up and displace gig couriers?
29%▲ 1–3 years
What if the FAA clears drone delivery at metro scale?
29%▲ 1–3 years
What if AI underwriting guts insurance jobs?
29%▲ 1–3 years
What if Deloitte automates audit and tax with AI agents?
29%▲ 1–3 years
What if AI tutors displace teachers and teaching assistants?
29%▲ 1–3 years
What if Philippines BPO contraction strains the peso's services surplus?
29%▲ 1–3 years
What if K-shaped profit-vs-labor-share swing toward capital pressures wages?
29%▲ 1–3 years
What if Automation-supplier re-rating as factories buy robots over workers?
29%▲ 1–3 years
What if Staffing and HR-tech disruption as AI hollows recruiting demand?
28%▲ 3–10 years
What if a youth-unemployment crisis ignites political upheaval worldwide?
28%▲ 1–3 years
What if a top bank purges a third of its branches for AI and robots?
28%▼ 1–3 years
What if Philippines services-export pivot to global capability centers?
28%▲ 1–3 years
What if AI commoditizes SaaS, collapsing seat-based pricing power?
28%▲ 6–18 months
What if Coder-demand reversal: AI code agents cut software-engineer hiring?
28%▲ 1–3 years
What if Software-headcount deflation re-rates labor-light SaaS economics?
28%▲ 3–10 years
What if Capital-share melt-up rewards equity owners, hollows wage income?
28%▲ 1–3 years
What if Automation lifts US manufacturing output without adding workers?
28%▲ 1–3 years
What if AI margin tailwind offsets wage inflation in labor-light sectors?
27%▲ 6–18 months
What if Washington declares a youth mental-health emergency?
26%▲ 6–18 months
What if Graduate-hiring freeze hits consulting, banking and law analyst classes?
26%▲ 1–3 years
What if Services-export automation shock hits India-Philippines FX together?
26%▲ 1–3 years
What if Automation-driven labor surplus reopens disinflation in services?
26%▲ 6–18 months
What if Labor-cost relief from automation expands US corporate margins?
25%▲ 1–3 years
What if AI triggers white-collar layoffs?
25%▲ 3–10 years
What if General-purpose robotics displaces manual labor faster than reskilling?
24%▲ 1–3 years
What if Junior knowledge-worker wage scar deepens the youth K-shape?
24%▲ 6–18 months
What if AI-led layoffs concentrate in middle-management and ops roles?
24%▲ 6–18 months
What if Staffing-firm earnings slump signals white-collar hiring freeze?
24%▲ 1–3 years
What if Labor-hoarding reversal as firms finally cut over-hired headcount?
24%▲ 1–3 years
What if Labor-cost arbitrage shifts services jobs to AI plus low-cost onshore?
23%▲ 1–3 years
What if humanoid robots fall below $20,000 and go mainstream?
23%▲ 1–3 years
What if AI agents autonomously close most real GitHub issues?
23%▲ 1–3 years
What if a telecom replaces every call center with AI voice agents?
23%▼ 1–3 years
What if an anti-automation party wins seats in a major election?
23%▲ 3–10 years
What if AI-driven labor surplus forces a serious US UBI and tax debate?
22%▲ 3–10 years
What if labour's share of GDP plunges as automation lifts profits?
22%▲ 3–10 years
What if Automation forces a UBI debate?
22%▲ 1–3 years
What if Gig and freelance squeeze as AI undercuts contractor task demand?
21%▲ 1–3 years
What if an anti-robot labour backlash disrupts major industries?
21%▼ 3–10 years
What if Congress enacts a federal tax on robots?
21%▲ 1–3 years
What if White-collar displacement spike pushes US unemployment recession signal?
21%▲ 6–18 months
What if White-collar layoff wave hits commercial-office demand and city budgets?
21%▲ 1–3 years
What if Automation-displacement backlash drives anti-AI labor regulation?
20%▲ 1–3 years
What if driverless tractors take over the Corn Belt?
20%▲ 1–3 years
What if robotic harvesters pick fruit as cheaply as people?
19%▲ 1–3 years
What if cashierless stores push human cashiers below half the workforce?
19%▲ 6–18 months
What if Layoff-driven savings drawdown signals late-cycle consumer fragility?
19%▲ 6–18 months
What if AI-driven hiring slowdown shows up first in tech and media payrolls?
18%▲ 1–3 years
What if robots displace much of the service-sector workforce?
18%▲ 1–3 years
What if an AI agent completes month-long business tasks unsupervised?
18%▼ 6–18 months
What if a major state re-bans driverless heavy trucks?
18%▲ 1–3 years
What if a major bank cuts 40,000 back-office jobs to AI agents?
18%▼ 1–3 years
What if the EU mandates automation levies and retraining funds?
18%▼ 1–3 years
What if a new law forces 180-day notice for AI-driven layoffs?
18%▲ 1–3 years
What if Philippines BPO collapse spills into property and banks?
17%▲ 1–3 years
What if a model learns to fine-tune its own successor?
17%▲ 1–3 years
What if Amazon runs fully lights-out, human-free fulfilment centres?
17%▲ 1–3 years
What if 3D-printed housing goes mainstream?
17%▼ 1–3 years
What if nurses strike over the rollout of care robots?
17%▲ 3–10 years
What if an accelerated EV shift strands the internal-combustion auto supply chain?
17%▲ 1–3 years
What if Philippines AI-displacement triggers OFW redeployment crisis?
16%▲ 6–18 months
What if gig workers quit and break ride-hail economics?
16%▲ 3–10 years
What if EV acceleration collapses revenue for ICE-dependent auto suppliers?
15%▲ 1–3 years
What if regulators approve robotic pharmacists for retail pharmacies?
15%▲ 1–3 years
What if surgical robots are cleared to operate autonomously?
15%▲ 1–3 years
What if a major hotel chain runs entirely on robots?
15%▲ 3–10 years
What if legacy automakers' ICE margins erode faster than EV profitability ramps?
13%▲ 3–10 years
What if automation pushes wage growth into deflation?
13%▲ 3–10 years
What if the EU's 2035 combustion-engine ban displaces workers faster than green jobs appear?
12%▲ 0–6 months
What if the Teamsters strike over Amazon's warehouse robots?
12%▲ 1–3 years
What if fast-food kitchens become fully automated?
12%▲ 1–3 years
What if a coordinated AI-driven layoff wave cuts a million white-collar jobs?
12%▲ 0–6 months
What if Foxconn opens a lights-out electronics plant in Texas?
12%▼ 0–6 months
What if sabotage attacks on delivery and factory robots spread?
12%▲ 3–10 years
What if a consumer shift to EVs leaves dealers with depreciating ICE inventory gluts?
12%▲ 3–10 years
What if Chinese EV exports strand Western ICE producers and trigger tariff retaliation?
12%▲ 3–10 years
What if a faster EV shift depresses ICE residual values and impairs auto-lease ABS?
12%▲ 3–10 years
What if decarbonisation displaces fossil-fuel workers faster than green jobs can absorb them?
12%▲ 3–10 years
What if a 2035 combustion-engine ban strands ICE-specific supplier capacity worldwide?
12%▲ 1–3 years
What if AI automation hollows ASEAN low-end manufacturing jobs?
12%▲ 0–6 months
What if Tech-layoff cluster sparks a white-collar displacement scare?
11%▲ 3–10 years
What if a major economy enacts universal basic income?
11%▼ 0–6 months
What if an autonomous purchasing agent racks up millions in rogue orders?
9%▲ 1–3 years
What if rapid AI adoption displaces white-collar jobs faster than the economy can absorb?
8%▼ 1–3 years
What if a major economy mandates minimum human-staffing quotas?
7%▲ 0–6 months
What if a masons' strike halts the rollout of bricklaying robots?