AI Civ Sim / Transition — 2026

Workforce Transition Dashboard

Reskilling pathways, income bridges, and employment projections for the automation wave. Four policy scenarios modeled from 2025 to 2035.


01

Today’s Workforce Score


43
/100
D+ declining

Composite workforce readiness score across poverty rate, reskilling time, placement rate, and employment. Measured 2026 baseline — before scenario interventions.

02

Policy Levers


Adjust levers to see how workforce transition investments affect projected outcomes.

Civic Dividend$1,200/mo
$0$2,400

Monthly universal civic dividend distributed to displaced workers.

Reskill Budget15%
0%30%

Share of transition budget allocated to reskilling and placement programs.

Automation PaceMedium
SlowFast

Rate of AI-driven automation deployment across industries.

03

Scenario Projection — Baseline


06

Cross-System Impact


Changes in this system ripple across the simulator. These feedback loops show how metrics here influence other operating systems.