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.

Mapping Youth Distrust & Career Exposure in AI

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The CNBC Generation Lab poll evaluates how young adults perceive AI leadership across key career sectors. Vulnerability weights combine dislocation threat, corporate monopoly concern, and governance ethics into normalized ratios. Selecting Software Development shifts the career coordinate into a high automation risk zone of seventy-eight percent. Combining these factors computes a Career Exposure Index of seventy-four and a Leader Trust Gap of sixty-seven out of one hundred.