Google AI & Economy Research Impact & Labor Transition Modeler

Projected Productivity Gain

+24.6%

Annualized macro efficiency uplift

Recommended Action Count

High-priority policy interventions

Upskilling Investment Ratio

3.4x

Versus pre-automation baseline

Workforce Transition Index

Moderate-High

Friction score: 59.1 / 100

Research Scenario Presets

AI Adoption Rate (%) 65%

0% (Nascent) 100% (Universal)

Automation Exposure (%) 42%

0% (Manual) 100% (High Exposure)

Policy Investment Multiplier 1.8x

0.5x (Austerity) 4.0x (Hyper-reskilling)

Geographic & Economic Region

Productivity Growth Curve

Workforce Friction Risk

Net Absorbed Transition

Active Simulation

Productivity Vector +24.6%

Gross Displacement Friction 59.1 pts

Policy Cushion Offset -10.8 pts

Serialized Research Brief Export