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AI Career Rankings
Explore which careers are most resilient, most at risk, and most likely to be enhanced by AI
based on task-level analysis across real job responsibilities.
Best Careers for the AI Era
These careers combine strong human value with relatively lower automation risk.
Human Value: 9.8/10
Automation Risk: 3.4/10
AI Leverage: 6.4/10
Why this ranking?
More likely automated:
Plan Voyages
Coordinate with Ports
Still requires human judgment:
Plan Voyages
Supervise the Crew
Human Value: 9.78/10
Automation Risk: 3.33/10
AI Leverage: 5.33/10
Why this ranking?
More likely automated:
Complete flight logs and compliance records
Conduct preflight inspections
Still requires human judgment:
Conduct preflight inspections
Operate aircraft safely
Human Value: 9.4/10
Automation Risk: 3.6/10
AI Leverage: 4.6/10
Why this ranking?
More likely automated:
Complete trip reports and compliance logs
Inspect train paperwork and equipment status
Still requires human judgment:
Coordinate train crew operations
Communicate with engineers and dispatch
Human Value: 9.4/10
Automation Risk: 3.6/10
AI Leverage: 4.6/10
Why this ranking?
More likely automated:
Maintain harbor logs and incident records
Enforce harbor regulations
Still requires human judgment:
Oversee harbor traffic and berthing
Monitor marina and port safety
Human Value: 9.2/10
Automation Risk: 3.6/10
AI Leverage: 5.6/10
Why this ranking?
More likely automated:
Maintain Operational Logs
Monitor Radar and Traffic Flow
Still requires human judgment:
Direct Aircraft Movement
Handle Irregular Flight Situations
Human Value: 9.2/10
Automation Risk: 3.6/10
AI Leverage: 4.6/10
Why this ranking?
More likely automated:
Complete trip and compliance logs
Inspect locomotives before departure
Still requires human judgment:
Operate trains on assigned routes
Communicate with dispatch and crew
Human Value: 9.0/10
Automation Risk: 4.6/10
AI Leverage: 6.3/10
Why this ranking?
More likely automated:
Complete route logs and reports
Drive passengers along assigned routes
Still requires human judgment:
Assist passengers boarding and exiting
Manage onboard safety and incidents
Human Value: 8.6/10
Automation Risk: 5.4/10
AI Leverage: 7.2/10
Why this ranking?
More likely automated:
Prepare customs entries
Audit broker transactions
Still requires human judgment:
Advise clients on trade compliance
Resolve shipment holds
Human Value: 8.5/10
Automation Risk: 5.2/10
AI Leverage: 6.6/10
Why this ranking?
More likely automated:
Manage fares and trip records
Drive passengers safely to destinations
Still requires human judgment:
Assist riders with luggage or accessibility needs
Respond to route and service issues
Human Value: 0.0/10
Automation Risk: 0.0/10
AI Leverage: 0.0/10
Why this ranking?
More likely automated:
Research job requirements and identify the most important tools and proof employers expect.
Create a portfolio-ready project or work sample that demonstrates practical ability.
Still requires human judgment:
Research job requirements and identify the most important tools and proof employers expect.
Create a portfolio-ready project or work sample that demonstrates practical ability.
Human Value: 0.0/10
Automation Risk: 0.0/10
AI Leverage: 0.0/10
Why this ranking?
More likely automated:
Research job requirements and identify the most important tools and proof employers expect.
Create a portfolio-ready project or work sample that demonstrates practical ability.
Still requires human judgment:
Research job requirements and identify the most important tools and proof employers expect.
Create a portfolio-ready project or work sample that demonstrates practical ability.
Most At-Risk Careers
These careers currently show the highest average automation exposure across their analyzed tasks.
Automation Risk: 5.4/10
Human Value: 8.6/10
AI Leverage: 7.2/10
Why this ranking?
More likely automated:
Prepare customs entries
Audit broker transactions
Still requires human judgment:
Advise clients on trade compliance
Resolve shipment holds
Automation Risk: 5.2/10
Human Value: 8.5/10
AI Leverage: 6.6/10
Why this ranking?
More likely automated:
Manage fares and trip records
Drive passengers safely to destinations
Still requires human judgment:
Assist riders with luggage or accessibility needs
Respond to route and service issues
Automation Risk: 4.6/10
Human Value: 9.0/10
AI Leverage: 6.3/10
Why this ranking?
More likely automated:
Complete route logs and reports
Drive passengers along assigned routes
Still requires human judgment:
Assist passengers boarding and exiting
Manage onboard safety and incidents
Automation Risk: 3.6/10
Human Value: 9.2/10
AI Leverage: 5.6/10
Why this ranking?
More likely automated:
Maintain Operational Logs
Monitor Radar and Traffic Flow
Still requires human judgment:
Direct Aircraft Movement
Handle Irregular Flight Situations
Automation Risk: 3.6/10
Human Value: 9.2/10
AI Leverage: 4.6/10
Why this ranking?
More likely automated:
Complete trip and compliance logs
Inspect locomotives before departure
Still requires human judgment:
Operate trains on assigned routes
Communicate with dispatch and crew
Automation Risk: 3.6/10
Human Value: 9.4/10
AI Leverage: 4.6/10
Why this ranking?
More likely automated:
Complete trip reports and compliance logs
Inspect train paperwork and equipment status
Still requires human judgment:
Coordinate train crew operations
Communicate with engineers and dispatch
Automation Risk: 3.6/10
Human Value: 9.4/10
AI Leverage: 4.6/10
Why this ranking?
More likely automated:
Maintain harbor logs and incident records
Enforce harbor regulations
Still requires human judgment:
Oversee harbor traffic and berthing
Monitor marina and port safety
Automation Risk: 3.4/10
Human Value: 9.8/10
AI Leverage: 6.4/10
Why this ranking?
More likely automated:
Plan Voyages
Coordinate with Ports
Still requires human judgment:
Plan Voyages
Supervise the Crew
Automation Risk: 3.33/10
Human Value: 9.78/10
AI Leverage: 5.33/10
Why this ranking?
More likely automated:
Complete flight logs and compliance records
Conduct preflight inspections
Still requires human judgment:
Conduct preflight inspections
Operate aircraft safely
Automation Risk: 0.0/10
Human Value: 0.0/10
AI Leverage: 0.0/10
Why this ranking?
More likely automated:
Research job requirements and identify the most important tools and proof employers expect.
Create a portfolio-ready project or work sample that demonstrates practical ability.
Still requires human judgment:
Research job requirements and identify the most important tools and proof employers expect.
Create a portfolio-ready project or work sample that demonstrates practical ability.
Automation Risk: 0.0/10
Human Value: 0.0/10
AI Leverage: 0.0/10
Why this ranking?
More likely automated:
Research job requirements and identify the most important tools and proof employers expect.
Create a portfolio-ready project or work sample that demonstrates practical ability.
Still requires human judgment:
Research job requirements and identify the most important tools and proof employers expect.
Create a portfolio-ready project or work sample that demonstrates practical ability.
Most AI-Augmented Careers
These careers appear especially likely to benefit from AI tools that increase productivity
without fully replacing the highest-value work.
AI Leverage: 7.2/10
Human Value: 8.6/10
Automation Risk: 5.4/10
Why this ranking?
More likely automated:
Prepare customs entries
Audit broker transactions
Still requires human judgment:
Advise clients on trade compliance
Resolve shipment holds
AI Leverage: 6.6/10
Human Value: 8.5/10
Automation Risk: 5.2/10
Why this ranking?
More likely automated:
Manage fares and trip records
Drive passengers safely to destinations
Still requires human judgment:
Assist riders with luggage or accessibility needs
Respond to route and service issues
AI Leverage: 6.4/10
Human Value: 9.8/10
Automation Risk: 3.4/10
Why this ranking?
More likely automated:
Plan Voyages
Coordinate with Ports
Still requires human judgment:
Plan Voyages
Supervise the Crew
AI Leverage: 6.3/10
Human Value: 9.0/10
Automation Risk: 4.6/10
Why this ranking?
More likely automated:
Complete route logs and reports
Drive passengers along assigned routes
Still requires human judgment:
Assist passengers boarding and exiting
Manage onboard safety and incidents
AI Leverage: 5.6/10
Human Value: 9.2/10
Automation Risk: 3.6/10
Why this ranking?
More likely automated:
Maintain Operational Logs
Monitor Radar and Traffic Flow
Still requires human judgment:
Direct Aircraft Movement
Handle Irregular Flight Situations
AI Leverage: 5.33/10
Human Value: 9.78/10
Automation Risk: 3.33/10
Why this ranking?
More likely automated:
Complete flight logs and compliance records
Conduct preflight inspections
Still requires human judgment:
Conduct preflight inspections
Operate aircraft safely
AI Leverage: 4.6/10
Human Value: 9.2/10
Automation Risk: 3.6/10
Why this ranking?
More likely automated:
Complete trip and compliance logs
Inspect locomotives before departure
Still requires human judgment:
Operate trains on assigned routes
Communicate with dispatch and crew
AI Leverage: 4.6/10
Human Value: 9.4/10
Automation Risk: 3.6/10
Why this ranking?
More likely automated:
Complete trip reports and compliance logs
Inspect train paperwork and equipment status
Still requires human judgment:
Coordinate train crew operations
Communicate with engineers and dispatch
AI Leverage: 4.6/10
Human Value: 9.4/10
Automation Risk: 3.6/10
Why this ranking?
More likely automated:
Maintain harbor logs and incident records
Enforce harbor regulations
Still requires human judgment:
Oversee harbor traffic and berthing
Monitor marina and port safety
AI Leverage: 0.0/10
Human Value: 0.0/10
Automation Risk: 0.0/10
Why this ranking?
More likely automated:
Research job requirements and identify the most important tools and proof employers expect.
Create a portfolio-ready project or work sample that demonstrates practical ability.
Still requires human judgment:
Research job requirements and identify the most important tools and proof employers expect.
Create a portfolio-ready project or work sample that demonstrates practical ability.
AI Leverage: 0.0/10
Human Value: 0.0/10
Automation Risk: 0.0/10
Why this ranking?
More likely automated:
Research job requirements and identify the most important tools and proof employers expect.
Create a portfolio-ready project or work sample that demonstrates practical ability.
Still requires human judgment:
Research job requirements and identify the most important tools and proof employers expect.
Create a portfolio-ready project or work sample that demonstrates practical ability.