These careers currently show the highest average automation exposure across their analyzed tasks.
Automation Risk: 6.3/10
Human Value: 7.6/10
AI Leverage: 8.0/10
Why this ranking?
More likely automated:
Prepare geospatial data for mapping
Update maps and location records
Still requires human judgment:
Prepare geospatial data for mapping
Update maps and location records
Automation Risk: 5.6/10
Human Value: 8.6/10
AI Leverage: 7.2/10
Why this ranking?
More likely automated:
Build forecast models
Analyze population trends
Still requires human judgment:
Analyze population trends
Design survey methodologies
Automation Risk: 5.6/10
Human Value: 8.6/10
AI Leverage: 7.5/10
Why this ranking?
More likely automated:
Develop plasma research models
Analyze diagnostic data
Still requires human judgment:
Model plasma behavior
Operate experimental plasma equipment
Automation Risk: 5.4/10
Human Value: 8.07/10
AI Leverage: 7.93/10
Why this ranking?
More likely automated:
Maintain laboratory safety and records
Prepare and run chemical analyses
Still requires human judgment:
Develop and validate test methods
Develop or improve formulations
Automation Risk: 5.4/10
Human Value: 7.8/10
AI Leverage: 7.8/10
Why this ranking?
More likely automated:
Analyze Biological Datasets
Develop Analysis Pipelines
Still requires human judgment:
Analyze Biological Datasets
Develop Analysis Pipelines
Automation Risk: 5.4/10
Human Value: 7.6/10
AI Leverage: 7.4/10
Why this ranking?
More likely automated:
Record Observations and Results
Support Data and Inventory Tracking
Still requires human judgment:
Prepare Samples and Equipment
Conduct Lab Procedures
Automation Risk: 5.2/10
Human Value: 8.8/10
AI Leverage: 6.8/10
Why this ranking?
More likely automated:
Analyze safety and performance data
Support regulatory documentation
Still requires human judgment:
Design nuclear system components
Analyze safety and performance data
Automation Risk: 5.2/10
Human Value: 8.6/10
AI Leverage: 6.4/10
Why this ranking?
More likely automated:
Maintain field records and samples
Analyze habitat and migration data
Still requires human judgment:
Conduct bird population surveys
Analyze habitat and migration data
Automation Risk: 5.2/10
Human Value: 8.1/10
AI Leverage: 8.0/10
Why this ranking?
More likely automated:
Build reproducible analysis code
Analyze experimental study data
Still requires human judgment:
Explain findings to research teams
Design measurement protocols
Automation Risk: 5.1/10
Human Value: 8.5/10
AI Leverage: 7.5/10
Why this ranking?
More likely automated:
Create and update maps
Analyze GIS and geospatial data
Still requires human judgment:
Coordinate with planners scientists or clients
Create and update maps
Automation Risk: 5.0/10
Human Value: 8.2/10
AI Leverage: 7.6/10
Why this ranking?
More likely automated:
Maintain laboratory records and protocols
Analyze biological samples and data
Still requires human judgment:
Present findings to research teams
Design and run experiments
Automation Risk: 5.0/10
Human Value: 8.3/10
AI Leverage: 7.8/10
Why this ranking?
More likely automated:
Process telescope and survey data
Model astrophysical phenomena
Still requires human judgment:
Teach and present scientific results
Design observing proposals
Automation Risk: 5.0/10
Human Value: 7.8/10
AI Leverage: 7.8/10
Why this ranking?
More likely automated:
Run Simulations and Computations
Build Theoretical Models
Still requires human judgment:
Build Theoretical Models
Run Simulations and Computations
Automation Risk: 5.0/10
Human Value: 8.5/10
AI Leverage: 7.7/10
Why this ranking?
More likely automated:
Collect and analyze plant samples
Prepare scientific reports and publications
Still requires human judgment:
Monitor ecosystems and plant health
Support conservation or restoration projects
Automation Risk: 4.8/10
Human Value: 8.8/10
AI Leverage: 6.0/10
Why this ranking?
More likely automated:
Track production records
Manage milking operations
Still requires human judgment:
Monitor herd health
Manage milking operations
Automation Risk: 4.8/10
Human Value: 8.2/10
AI Leverage: 7.0/10
Why this ranking?
More likely automated:
Document Violations and Findings
Inspect Agricultural Shipments
Still requires human judgment:
Verify Sanitation and Handling
Explain Compliance Requirements
Automation Risk: 4.8/10
Human Value: 8.2/10
AI Leverage: 7.4/10
Why this ranking?
More likely automated:
Analyze Research Data
Design Agricultural Studies
Still requires human judgment:
Publish and Present Findings
Design Agricultural Studies
Automation Risk: 4.7/10
Human Value: 9.0/10
AI Leverage: 6.6/10
Why this ranking?
More likely automated:
Prepare technical reports and recommendations
Collect and interpret field samples
Still requires human judgment:
Map geological formations
Assess site risks and resources
Automation Risk: 4.6/10
Human Value: 8.0/10
AI Leverage: 7.4/10
Why this ranking?
More likely automated:
Analyze Weather and Climate Data
Develop Forecast or Research Models
Still requires human judgment:
Analyze Weather and Climate Data
Develop Forecast or Research Models
Automation Risk: 4.6/10
Human Value: 9.0/10
AI Leverage: 6.2/10
Why this ranking?
More likely automated:
Monitor surface and groundwater conditions
Build hydrologic models
Still requires human judgment:
Study water movement and availability
Monitor surface and groundwater conditions
Automation Risk: 4.6/10
Human Value: 8.2/10
AI Leverage: 6.2/10
Why this ranking?
More likely automated:
Analyze crime pattern datasets
Prepare policy briefs
Still requires human judgment:
Conduct offender interviews
Present findings to justice partners
Automation Risk: 4.6/10
Human Value: 9.2/10
AI Leverage: 5.6/10
Why this ranking?
More likely automated:
Document production records
Conduct lab analyses
Still requires human judgment:
Monitor fermentation batches
Recommend blending adjustments
Automation Risk: 4.6/10
Human Value: 9.0/10
AI Leverage: 6.2/10
Why this ranking?
More likely automated:
Process geophysical survey data
Model underground features
Still requires human judgment:
Process geophysical survey data
Design subsurface survey programs
Automation Risk: 4.4/10
Human Value: 9.2/10
AI Leverage: 6.2/10
Why this ranking?
More likely automated:
Analyze ecological data
Write environmental assessments
Still requires human judgment:
Survey ecosystems in the field
Advise clients on mitigation
Automation Risk: 4.4/10
Human Value: 9.0/10
AI Leverage: 6.0/10
Why this ranking?
More likely automated:
Analyze genomic data
Write scientific reports and papers
Still requires human judgment:
Design genetics studies
Analyze genomic data