AI Labour Market Disruption
Automation is arriving in white-collar work faster than retraining systems can respond.
Severity score
44.7
Serious · default weighting
Trajectory
Worsening
What this is
Generative systems are displacing entry-level work in writing, translation, support and coding. The transition may be net-positive in aggregate and still be severely damaging for specific cohorts and countries whose service-export economies depend on exactly this work.
Score breakdown
Loss of life
6Direct and attributable mortality, normalised across annual and cumulative tolls.
Lives negatively impacted
68People displaced, injured, food-insecure, exposed or otherwise materially harmed.
Financial cost
66Direct damage, lost output and health-system spend attributable to the event.
Environmental impact
26Emissions, habitat and biodiversity loss, contamination and irreversibility.
Trajectory
88Whether the situation is escalating, and how much worse it is plausibly getting.