Society · Trend
Worker Adaptability to AI-Induced Job Displacement
GovAI occupation-level adaptive capacity index for how American workers navigate AI-driven displacement.
Forecast horizon
Connections
Connections · 2
How this node ties into the rest of the map, and the evidence behind each link.
from · applies to 5/10
Algorithmic-Human Manager Framework for Gig Economy Governance The Algorithmic-Human Manager framework addresses governance of AI-induced displacement in the gig economy, directly relevant to worker adaptability research.
+5 growth from · tracked by 3/10
Centre for the Governance of AI (GovAI) GovAI published research constructing an occupation-level adaptive capacity index for AI-induced job displacement.
+3 growthSignal sources
Signal sources
Dated facts from primary sources in this direction.
AI in government Sep 2025
An OECD review of ~200 government AI use cases found 57% support automating or tailoring public services and 45% enhance decision-making — most still stuck in pilots.
OECD — Governing with AI → Labor signal Nov 2025
A Stanford payroll study found a 13% relative decline in employment for workers aged 22–25 in AI-exposed occupations since late 2022, while older peers held steady.
Stanford Digital Economy Lab → Information integrity Oct 2025
Microsoft reported AI-enhanced phishing reached a 54% click-through rate (4.5× traditional) and AI-generated fake IDs grew 195% globally in 2025.
Microsoft — Digital Defense Report 2025 →