AI Career Moat Score

Discover how resistant your career is to AI displacement. Score any career across 21 factors and 5 pillars.

308 careers scored so far · updated continuously

0/100

Recently Scored Careers

Sports Photographer

53.7
EXPOSED(40–59)
Media & Journalism · Mid Income
Human Cognitive24.0
Social & Institutional12.8
Physical Reality18.0
Economic & Demand12.6
AI Exposure Risk-18.7

Sports photographers capture dynamic, fleeting moments in athletic events. This role requires a keen eye for action, an understanding of athletic strategy, and the technical skill to operate complex camera equipment in challenging environments. While AI can assist with image processing and even suggest compositions, the core of sports photography involves real-time decision-making, anticipating key plays, and possessing the aesthetic judgment to frame compelling narratives within the fast-paced context of sports.

9/21/2026
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Pathologist

68.1
RESILIENT(60–79)
Healthcare · High Income
Human Cognitive28.3
Social & Institutional25.0
Physical Reality10.1
Economic & Demand18.4
AI Exposure Risk-18.7

Pathologists are medical doctors specializing in the diagnosis of disease by examining tissues, organs, and bodily fluids. Their work is critical for patient treatment and research, involving complex analysis and integration of multiple data points, including macroscopic and microscopic observations, clinical history, and laboratory results. This deep diagnostic reasoning and the need for definitive, high-stakes conclusions provide a strong human moat.

9/21/2026
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Bar Assessor

60.5
RESILIENT(60–79)
Legal & Compliance · High Income
Human Cognitive26.9
Social & Institutional24.0
Physical Reality5.9
Economic & Demand15.2
AI Exposure Risk-16.5

Bar assessors are legal professionals responsible for evaluating and grading the performance of aspiring lawyers in their bar examinations. This role involves a deep understanding of legal principles, analytical reasoning, and the ability to assess complex legal arguments. The primary function is to ensure that candidates possess the necessary knowledge and skills to practice law competently and ethically. This requires nuanced judgment and a comprehensive grasp of legal jurisprudence.

9/14/2026
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Frequently Asked Questions

What is an AI Moat Score?

An AI Moat Score measures how resistant a career is to AI displacement. It evaluates jobs across 21 factors and 5 pillars to determine their vulnerability to automation.

How is the score calculated?

The score is calculated by analyzing 21 factors across 5 pillars: Human Cognitive Moat, Social & Institutional Moat, Physical Reality Moat, Economic & Demand Moat, and AI Exposure Risk. Each factor is scored 1-5 and weighted based on importance.

What do the grade levels mean?

FORTRESS (80-100): Highly resistant to AI. RESILIENT (60-79): Moderately resistant. EXPOSED (40-59): Somewhat vulnerable. VULNERABLE (20-39): Highly vulnerable. ENDANGERED (0-19): Extremely vulnerable to AI displacement.

How accurate are the scores?

Scores are generated using AI analysis of career characteristics and are regularly validated against real-world automation trends. However, they should be used as guidance rather than absolute predictions.

Can I request a new career to be scored?

Yes! Simply enter any job title on the homepage to get it scored. The system will analyze it and provide a detailed breakdown.