AI Leader Trust & Career Vulnerability Workbench

Vulnerability Parameters Interactive Weights

Career Sector Focus

Job Dislocation Threat 0.40

Wealth Concentration Concern 0.35

Governance & Ethics Gap 0.25

Perceived Personal AI Threat 75%

Poll Telemetry & Sector Breakdown Career Exposure Index: 72/100

Calculated Career Exposure Index

72/100

Sector Dislocation & Automation Vulnerability

Leader Trust Gap Score

66/100

Distrust in Billionaire AI Leadership (Ages 18-34)

Distrust & Career Concern by Age Cohort

Leader Distrust %

Career Threat %

Vulnerability Factor Weights vs Benchmark

Adjusted Weights

Poll Baseline

National Sector Risk Matrix (Hover to Inspect)

CNBC / Generation Lab Workbench Assessment

Based on 1,088 survey responses across ages 18-34, software development shows a high exposure rating. Weighting job dislocation at 0.40 yields a overall vulnerability score aligned with widespread youth distrust in corporate tech stewardship.