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The AI Resilience Report helps you understand how AI is likely to impact your current or future career. Drawing on data from over 1,500 occupations, it provides a clear snapshot to support informed career decisions.
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The AI Resilience Report is a project from CareerVillage®, a registered 501(c)(3) nonprofit.
Resilient
Last Update: 4/23/2026
Your role’s AI Resilience Score is
77.8%
Median Score
Meaningful human contribution
Measures the parts of the occupation that still require a human touch. This score averages data from up to four AI exposure datasets, focusing on the role’s resilience against automation.
High
Long-term employer demand
Predicts the health of the job market for this role through 2034. Using Bureau of Labor Statistics data, it balances projected annual job openings (60%) with overall employment growth (40%).
Med
Sustained economic opportunity
Measures future earning potential and career flexibility. This score is a blend of total projected labor income (67%) and the role’s inherent ability to adapt to economic and technological shifts (33%).
High
This reflects the reliability of your score based on the number of data sources available for this career and how closely those sources agree on the outlook. A higher confidence means more consistent evidence from labor experts and AI models.
Most data sources align, with only minor variation. This is a well-supported result.
Contributing sources
AI Resilience Report forFirst-Line Supervisors of Firefighting and Prevention Workers
First-Line Supervisors of Firefighting and Prevention Workers are more resilient to AI impacts than most occupations, according to our analysis of 5 sources.
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Career: First-Line Supervisors of Firefighting and Prevention Workers
They lead and manage firefighters, making sure everyone is safe and follows procedures while fighting fires and handling emergencies.
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Employment & Wage Data
* Data aggregated from 1 child occupations
Median Wage
$92,430
Jobs (2024)
97,200
Growth (2024-34)
+3.4%
Annual Openings
6,500
Education
Postsecondary nondegree award
Experience
Less than 5 years
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
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The AI Resilience Report is a project from CareerVillage.org®, a registered 501(c)(3) nonprofit.
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